From 4fa341b4ade27deacc808db40cfbb0c62d1f15f9 Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Wed, 30 Jul 2025 17:12:33 -0700 Subject: [PATCH 1/9] loads review content into redis --- python-recipes/agents/04_autogen_agent.ipynb | 391 +++++++++++++++++++ 1 file changed, 391 insertions(+) create mode 100644 python-recipes/agents/04_autogen_agent.ipynb diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb new file mode 100644 index 00000000..f2257de9 --- /dev/null +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -0,0 +1,391 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![Redis](https://redis.io/wp-content/uploads/2024/04/Logotype.svg?auto=webp&quality=85,75&width=120)\n", + "\n", + "# Agentic tasks with AutoGen and Redis\n", + "\n", + "This notebook demonstrates how to build an agent using Microsoft's [AutoGen](https://microsoft.github.io/autogen/stable//index.html) agent framework and the RedisMemory integration.\n", + "\n", + "We'll define an agent, give it access to tools and memory, then set in on a task to see how it uses its abilities.\n", + "\n", + "## Let's Begin!\n", + "\n", + "\"Open\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Install packages and set up Redis" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.1.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.1.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install -q autogen autogen_agentchat\n", + "%pip install -q \"autogen-ext[redisvl]\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### For Colab download and run a Redis instance" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\n%%sh\\ncurl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\\necho \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\\nsudo apt-get update > /dev/null 2>&1\\nsudo apt-get install redis-stack-server > /dev/null 2>&1\\nredis-stack-server --daemonize yes\\n'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# NBVAL_SKIP\n", + "'''\n", + "%%sh\n", + "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n", + "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n", + "sudo apt-get update > /dev/null 2>&1\n", + "sudo apt-get install redis-stack-server > /dev/null 2>&1\n", + "redis-stack-server --daemonize yes\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from typing import List\n", + "import requests\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Connecting to Redis at: redis://localhost:6379\n" + ] + } + ], + "source": [ + "# Use the environment variable if set, otherwise default to localhost\n", + "REDIS_URL = os.getenv(\"REDIS_URL\", \"redis://localhost:6379\")\n", + "print(f\"Connecting to Redis at: {REDIS_URL}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Building our agent\n", + "\n", + "We'll be building a product review writing agent that takes in a set of product descriptions, collects relevant information, and provides a summary and analysis you can use for SEO.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining tools\n", + "One of the defining the features of an agent is its ability to use tools so let's give it some.\n", + "\n", + "For use with Autogen that just requires we define a well named function with type hints in its signature" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "async def summarize(all_reviews: List[str]) -> str:\n", + " \"\"\"takes in a list of restaurant reviews and returns a single summary of all of them.\"\"\"\n", + " # set up open ai client\n", + " \n", + " # concatenate all the reviews together\n", + " \n", + " # pass all the reviews along with a system prompt asking for a summary\n", + " return ' summary '\n", + "\n", + "\n", + "async def get_keywords(full_text: str) -> List[str]:\n", + " \"\"\"extract the most commonly occurring keywords present in the reviews to know\n", + " which terms it is likely to rank highly for in keyword search engines.\"\"\"\n", + " import re\n", + " from collections import Counter\n", + " # define a set of common English stopwords to ignore\n", + " STOPWORDS = {\n", + " 'the', 'of', 'and', 'to', 'for', 'in', 'on', 'at', 'a', 'an', 'is', 'it', 'with', 'as', 'by', 'from', 'that',\n", + " 'this', 'be', 'are', 'was', 'were', 'or', 'but', 'not', 'so', 'if', 'then', 'than', 'which', 'who', 'whom',\n", + " 'about', 'into', 'out', 'up', 'down', 'over', 'under', 'again', 'further', 'once', 'here', 'there', 'when',\n", + " 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no',\n", + " 'nor', 'only', 'own', 'same', 'can', 'will', 'just', 'don', 'should', 'now', 'has', 'have', 'had', 'do', 'does',\n", + " 'did', 'their', 'them', 'they', 'you', 'your', 'yours', 'he', 'him', 'his', 'she', 'her', 'hers', 'we', 'us',\n", + " 'our', 'ours', 'i', 'me', 'my', 'mine', 'also'\n", + " }\n", + " # remove punctuation and lowercase the text\n", + " words = re.findall(r'\\b\\w+\\b', full_text.lower())\n", + " # filter out stopwords\n", + " filtered_words = [word for word in words if word not in STOPWORDS]\n", + " # count occurrences\n", + " word_counts = Counter(filtered_words)\n", + " # return the top 10\n", + " return [word for word, _ in word_counts.most_common(10)]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adding relevant memories\n", + "Our agent needs to know what people think of these restaurants so we'll add the user reviews to our agent memory powered by Redis.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# fetch the reviews from our public S3 bucket\n", + "def fetch_data(file_name):\n", + " dataset_path = 'datasets/'\n", + " try:\n", + " with open(dataset_path + file_name, 'r') as f:\n", + " return json.load(f)\n", + " except:\n", + " url = 'https://redis-ai-resources.s3.us-east-2.amazonaws.com/recommenders/datasets/two-towers/'\n", + " r = requests.get(url + file_name)\n", + " if not os.path.exists(dataset_path):\n", + " os.makedirs(dataset_path)\n", + " with open(dataset_path + file_name, 'wb') as f:\n", + " f.write(r.content)\n", + " return json.loads(r.content.decode('utf-8'))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "we have 147 restaurants in our dataset, with 14700 total reviews\n" + ] + } + ], + "source": [ + "# the original dataset can be found here: https://www.kaggle.com/datasets/jkgatt/restaurant-data-with-100-trip-advisor-reviews-each\n", + "\n", + "restaurant_data = fetch_data('factual_tripadvisor_restaurant_data_all_100_reviews.json')\n", + "\n", + "print(f\"we have {restaurant_data['restaurant_count']} restaurants in our dataset, with {restaurant_data['total_review_count']} total reviews\")\n", + "\n", + "restaurant_reviews = restaurant_data[\"restaurants\"] # ignore the count fields\n", + "\n", + "# drop some of the fields that don't need\n", + "for restaurant in restaurant_reviews:\n", + " for field in ['region', 'country', 'tel', 'fax', 'email', 'website', 'address_extended', 'chain_name', 'trip_advisor_url']:\n", + " if field in restaurant:\n", + " restaurant.pop(field)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/justin.cechmanek/.pyenv/versions/3.11.9/envs/redis-ai-res/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from logging import WARNING, getLogger\n", + "\n", + "from autogen_agentchat.agents import AssistantAgent\n", + "from autogen_agentchat.ui import Console\n", + "from autogen_core.memory import MemoryContent, MemoryMimeType\n", + "from autogen_ext.memory.redis import RedisMemory, RedisMemoryConfig\n", + "from autogen_ext.models.openai import OpenAIChatCompletionClient\n", + "\n", + "logger = getLogger()\n", + "logger.setLevel(WARNING)\n", + "\n", + "# initailize Redis memory\n", + "redis_memory = RedisMemory(\n", + " config=RedisMemoryConfig(\n", + " redis_url=\"redis://localhost:6379\",\n", + " index_name=\"restaurant_reviews\",\n", + " prefix=\"trip_advisor\",\n", + " )\n", + ")\n", + "\n", + "for restaurant in restaurant_reviews[:10]:\n", + " # add each review to our agent memory\n", + " for review in restaurant['reviews']:\n", + " try:\n", + " await redis_memory.add(\n", + " MemoryContent(\n", + " content=review.pop(\"review_title\") +\" \" + review.pop(\"review_text\"),\n", + " mime_type=MemoryMimeType.TEXT,\n", + " metadata=review,\n", + " )\n", + " )\n", + " except KeyError:\n", + " print(review.keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create our agent and set it on a task" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------- TextMessage (user) ----------\n", + "Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category.\n", + "---------- MemoryQueryEvent (assistant_agent) ----------\n", + "[MemoryContent(content=\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and 'bought' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r265370093-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Apr 12, 2015 12:00:00 AM'}), MemoryContent(content=\"A food "experience" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don't have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r226883562-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Sep 4, 2014 12:00:00 AM'}), MemoryContent(content='Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d349444-r252678224-Absinthe_Brasserie_Bar-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Feb 4, 2015 12:00:00 AM'}), MemoryContent(content='healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r264470637-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Apr 8, 2015 12:00:00 AM'}), MemoryContent(content='Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d1084462-r352232805-Anchor_and_Hope-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Mar 1, 2016 12:00:00 AM'}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r182200058-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Oct 24, 2013 12:00:00 AM'}), MemoryContent(content='First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r184225802-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 2, 'review_date': 'Nov 10, 2013 12:00:00 AM'}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r292399084-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 5, 'review_date': 'Jul 25, 2015 12:00:00 AM'}), MemoryContent(content='Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r192125095-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Jan 26, 2014 12:00:00 AM'}), MemoryContent(content=\"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I'd say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I've noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r284966215-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 3, 'review_date': 'Jul 2, 2015 12:00:00 AM'})]\n", + "---------- ToolCallRequestEvent (assistant_agent) ----------\n", + "[FunctionCall(id='call_6okAfFcAV9GGUKpokCB476bF', arguments='{\"all_reviews\": [\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", \"A food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", \"Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\", \"Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\", \"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", \"Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\", \"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"]}', name='summarize'), FunctionCall(id='call_AcaeNWw74XRmOemFbIuBJbNn', arguments='{\"full_text\": \"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\\\\n\\\\nA food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\\\\n\\\\nNice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\\\\n\\\\nhealthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\\\\n\\\\nFun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\\\\n\\\\nGood and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\\\\n\\\\nFirst time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\\\\n\\\\nGreat Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\\\\n\\\\nGreat place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\\\\n\\\\nGreat Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"}', name='get_keywords')]\n", + "---------- ToolCallExecutionEvent (assistant_agent) ----------\n", + "[FunctionExecutionResult(content=' summary ', name='summarize', call_id='call_6okAfFcAV9GGUKpokCB476bF', is_error=False), FunctionExecutionResult(content=\"['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", name='get_keywords', call_id='call_AcaeNWw74XRmOemFbIuBJbNn', is_error=False)]\n", + "---------- ToolCallSummaryMessage (assistant_agent) ----------\n", + " summary \n", + "['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\n" + ] + }, + { + "data": { + "text/plain": [ + "TaskResult(messages=[TextMessage(id='2ed8b0d5-e54f-4825-980e-797e81df7a31', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 57, 46, 948689, tzinfo=datetime.timezone.utc), content='Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category.', type='TextMessage'), MemoryQueryEvent(id='33e6b31c-0c40-4ec8-9c60-26738eee82da', source='assistant_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 57, 46, 987869, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and 'bought' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r265370093-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Apr 12, 2015 12:00:00 AM'}), MemoryContent(content=\"A food "experience" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don't have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r226883562-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Sep 4, 2014 12:00:00 AM'}), MemoryContent(content='Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d349444-r252678224-Absinthe_Brasserie_Bar-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Feb 4, 2015 12:00:00 AM'}), MemoryContent(content='healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r264470637-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Apr 8, 2015 12:00:00 AM'}), MemoryContent(content='Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d1084462-r352232805-Anchor_and_Hope-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Mar 1, 2016 12:00:00 AM'}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r182200058-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Oct 24, 2013 12:00:00 AM'}), MemoryContent(content='First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r184225802-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 2, 'review_date': 'Nov 10, 2013 12:00:00 AM'}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r292399084-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 5, 'review_date': 'Jul 25, 2015 12:00:00 AM'}), MemoryContent(content='Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r192125095-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Jan 26, 2014 12:00:00 AM'}), MemoryContent(content=\"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I'd say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I've noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r284966215-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 3, 'review_date': 'Jul 2, 2015 12:00:00 AM'})], type='MemoryQueryEvent'), ToolCallRequestEvent(id='cdc1b5a1-ac8d-4409-b9d9-d3e8603d5ec0', source='assistant_agent', models_usage=RequestUsage(prompt_tokens=1556, completion_tokens=2805), metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 58, 24, 546526, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_6okAfFcAV9GGUKpokCB476bF', arguments='{\"all_reviews\": [\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", \"A food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", \"Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\", \"Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\", \"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", \"Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\", \"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"]}', name='summarize'), FunctionCall(id='call_AcaeNWw74XRmOemFbIuBJbNn', arguments='{\"full_text\": \"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\\\\n\\\\nA food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\\\\n\\\\nNice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\\\\n\\\\nhealthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\\\\n\\\\nFun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\\\\n\\\\nGood and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\\\\n\\\\nFirst time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\\\\n\\\\nGreat Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\\\\n\\\\nGreat place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\\\\n\\\\nGreat Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"}', name='get_keywords')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='b454d42d-102b-4df8-b57a-5e22fa9b17ef', source='assistant_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 58, 24, 554237, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=' summary ', name='summarize', call_id='call_6okAfFcAV9GGUKpokCB476bF', is_error=False), FunctionExecutionResult(content=\"['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", name='get_keywords', call_id='call_AcaeNWw74XRmOemFbIuBJbNn', is_error=False)], type='ToolCallExecutionEvent'), ToolCallSummaryMessage(id='fbbf02b6-affd-4c6d-b79b-1afaeb40ebd5', source='assistant_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 58, 24, 556624, tzinfo=datetime.timezone.utc), content=\" summary \\n['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", type='ToolCallSummaryMessage', tool_calls=[FunctionCall(id='call_6okAfFcAV9GGUKpokCB476bF', arguments='{\"all_reviews\": [\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", \"A food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", \"Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\", \"Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\", \"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", \"Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\", \"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"]}', name='summarize'), FunctionCall(id='call_AcaeNWw74XRmOemFbIuBJbNn', arguments='{\"full_text\": \"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\\\\n\\\\nA food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\\\\n\\\\nNice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\\\\n\\\\nhealthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\\\\n\\\\nFun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\\\\n\\\\nGood and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\\\\n\\\\nFirst time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\\\\n\\\\nGreat Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\\\\n\\\\nGreat place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\\\\n\\\\nGreat Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"}', name='get_keywords')], results=[FunctionExecutionResult(content=' summary ', name='summarize', call_id='call_6okAfFcAV9GGUKpokCB476bF', is_error=False), FunctionExecutionResult(content=\"['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", name='get_keywords', call_id='call_AcaeNWw74XRmOemFbIuBJbNn', is_error=False)])], stop_reason=None)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "model_client = OpenAIChatCompletionClient(\n", + " model=\"gpt-4o\",\n", + ")\n", + "\n", + "# Create assistant agent with ChromaDB memory\n", + "assistant_agent = AssistantAgent(\n", + " name=\"assistant_agent\",\n", + " model_client=model_client,\n", + " tools=[summarize , get_keywords],\n", + " memory=[redis_memory],\n", + ")\n", + "\n", + "agent_task = \"Write an article for me reviewing the restaurants in the San Francisco bay area. \\\n", + " Group them into categories based on their cuisine and price, and talk about the \\\n", + " top rated restaurants in each category.\"\n", + "\n", + "stream = assistant_agent.run_stream(task=agent_task)\n", + "await Console(stream)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Clean up\n", + "close out our agent and empty our Redis index" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "#await model_client.close()\n", + "#await redis_memory.close()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "redis-ai-res", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From ced5ef8548980eacb8fa054bcf5ce579265b0fee Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Thu, 31 Jul 2025 14:01:23 -0700 Subject: [PATCH 2/9] stringifies json reviews --- python-recipes/agents/04_autogen_agent.ipynb | 223 ++++++++++++++----- 1 file changed, 170 insertions(+), 53 deletions(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index f2257de9..3462ad29 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -67,7 +67,7 @@ "'\\n%%sh\\ncurl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\\necho \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\\nsudo apt-get update > /dev/null 2>&1\\nsudo apt-get install redis-stack-server > /dev/null 2>&1\\nredis-stack-server --daemonize yes\\n'" ] }, - "execution_count": 2, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -86,19 +86,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import os\n", "from typing import List\n", "import requests\n", - "import json" + "import json\n", + "from transformers import pipeline\n", + "import re\n", + "from collections import Counter" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -136,26 +139,26 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "\n", - "async def summarize(all_reviews: List[str]) -> str:\n", - " \"\"\"takes in a list of restaurant reviews and returns a single summary of all of them.\"\"\"\n", - " # set up open ai client\n", - " \n", - " # concatenate all the reviews together\n", - " \n", - " # pass all the reviews along with a system prompt asking for a summary\n", - " return ' summary '\n", + "async def summarize(restaurant_name: str, all_reviews: List[str]) -> str:\n", + " \"\"\"takes a list of reviews for a single restaurant and returns a summary of all of them.\"\"\"\n", + " # set up a summarizer model\n", + " summarizer = pipeline('summarization', model='facebook/bart-large-cnn')\n", + " # pass all the reviews\n", + " summary = summarizer('\\n'.join(all_reviews), # concatenate all the reviews together\n", + " max_length=1024,\n", + " min_length=128,\n", + " do_sample=False)[0][\"summary_text\"]\n", + " return restaurant_name + \": \" + summary\n", "\n", "\n", "async def get_keywords(full_text: str) -> List[str]:\n", " \"\"\"extract the most commonly occurring keywords present in the reviews to know\n", " which terms it is likely to rank highly for in keyword search engines.\"\"\"\n", - " import re\n", - " from collections import Counter\n", " # define a set of common English stopwords to ignore\n", " STOPWORDS = {\n", " 'the', 'of', 'and', 'to', 'for', 'in', 'on', 'at', 'a', 'an', 'is', 'it', 'with', 'as', 'by', 'from', 'that',\n", @@ -164,7 +167,7 @@ " 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no',\n", " 'nor', 'only', 'own', 'same', 'can', 'will', 'just', 'don', 'should', 'now', 'has', 'have', 'had', 'do', 'does',\n", " 'did', 'their', 'them', 'they', 'you', 'your', 'yours', 'he', 'him', 'his', 'she', 'her', 'hers', 'we', 'us',\n", - " 'our', 'ours', 'i', 'me', 'my', 'mine', 'also'\n", + " 'our', 'ours', 'i', 'me', 'my', 'mine', 'also', 'place'\n", " }\n", " # remove punctuation and lowercase the text\n", " words = re.findall(r'\\b\\w+\\b', full_text.lower())\n", @@ -186,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -208,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -237,18 +240,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/justin.cechmanek/.pyenv/versions/3.11.9/envs/redis-ai-res/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "from logging import WARNING, getLogger\n", "\n", @@ -276,13 +270,17 @@ " try:\n", " await redis_memory.add(\n", " MemoryContent(\n", - " content=review.pop(\"review_title\") +\" \" + review.pop(\"review_text\"),\n", + " content= \" \".join([review.pop(\"review_title\"), review.pop(\"review_text\"), str({key: val for key, val in restaurant.items() if key != \"reviews\"})]),\n", " mime_type=MemoryMimeType.TEXT,\n", - " metadata=review,\n", + " metadata={},\n", + " #metadata={key: val for key, val in restaurant.items() if key != \"reviews\"},\n", + " #content=review.pop(\"review_title\") +\" \" + review.pop(\"review_text\"),\n", + " #mime_type=MemoryMimeType.TEXT,\n", + " #metadata={key: val for key, val in restaurant.items() if key != \"reviews\"},\n", " )\n", " )\n", " except KeyError:\n", - " print(review.keys())" + " pass" ] }, { @@ -294,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -302,25 +300,87 @@ "output_type": "stream", "text": [ "---------- TextMessage (user) ----------\n", - "Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category.\n", - "---------- MemoryQueryEvent (assistant_agent) ----------\n", - "[MemoryContent(content=\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and 'bought' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r265370093-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Apr 12, 2015 12:00:00 AM'}), MemoryContent(content=\"A food "experience" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don't have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r226883562-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Sep 4, 2014 12:00:00 AM'}), MemoryContent(content='Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d349444-r252678224-Absinthe_Brasserie_Bar-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Feb 4, 2015 12:00:00 AM'}), MemoryContent(content='healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r264470637-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Apr 8, 2015 12:00:00 AM'}), MemoryContent(content='Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d1084462-r352232805-Anchor_and_Hope-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Mar 1, 2016 12:00:00 AM'}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r182200058-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Oct 24, 2013 12:00:00 AM'}), MemoryContent(content='First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r184225802-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 2, 'review_date': 'Nov 10, 2013 12:00:00 AM'}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r292399084-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 5, 'review_date': 'Jul 25, 2015 12:00:00 AM'}), MemoryContent(content='Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r192125095-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Jan 26, 2014 12:00:00 AM'}), MemoryContent(content=\"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I'd say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I've noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r284966215-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 3, 'review_date': 'Jul 2, 2015 12:00:00 AM'})]\n", - "---------- ToolCallRequestEvent (assistant_agent) ----------\n", - "[FunctionCall(id='call_6okAfFcAV9GGUKpokCB476bF', arguments='{\"all_reviews\": [\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", \"A food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", \"Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\", \"Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\", \"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", \"Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\", \"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"]}', name='summarize'), FunctionCall(id='call_AcaeNWw74XRmOemFbIuBJbNn', arguments='{\"full_text\": \"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\\\\n\\\\nA food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\\\\n\\\\nNice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\\\\n\\\\nhealthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\\\\n\\\\nFun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\\\\n\\\\nGood and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\\\\n\\\\nFirst time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\\\\n\\\\nGreat Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\\\\n\\\\nGreat place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\\\\n\\\\nGreat Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"}', name='get_keywords')]\n", - "---------- ToolCallExecutionEvent (assistant_agent) ----------\n", - "[FunctionExecutionResult(content=' summary ', name='summarize', call_id='call_6okAfFcAV9GGUKpokCB476bF', is_error=False), FunctionExecutionResult(content=\"['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", name='get_keywords', call_id='call_AcaeNWw74XRmOemFbIuBJbNn', is_error=False)]\n", - "---------- ToolCallSummaryMessage (assistant_agent) ----------\n", - " summary \n", - "['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\n" + "Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category. After writing this, analyze your article and tell me the key search terms it is likely to rank highly for. Call the function get_keywords()\n", + "---------- MemoryQueryEvent (restaurant_review_agent) ----------\n", + "[MemoryContent(content=\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away. {'name': 'Bazaar Cafe', 'address': '5927 California St', 'locality': 'San Francisco', 'latitude': 37.783954, 'longitude': -122.481177, 'cuisine': ['Cafe', 'Coffee', 'American', 'Tea', 'Vegetarian'], 'price': '1', 'rating': 5.0, 'hours': {'monday': [['9:00', '22:00']], 'tuesday': [['9:00', '22:00']], 'wednesday': [['9:00', '22:00']], 'thursday': [['9:00', '22:00']], 'friday': [['9:00', '22:00']], 'saturday': [['9:00', '22:00']], 'sunday': [['9:00', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It's very crowdy on week ends and you 'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it's woth the cost and it's a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Hors de' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can't say this is the best or that one isn't that good. But, in this case, you can say this is one toward the very top. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={})]\n", + "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", + "[FunctionCall(id='call_rPFZjRSlPUceLVO6WeL2wnaw', arguments='{\"restaurant_name\": \"Bar Tartine\", \"all_reviews\": [\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience.\", \"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF.\", \"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It\\'s very crowdy on week ends and you \\'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it\\'s woth the cost and it\\'s a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\"]}', name='summarize'), FunctionCall(id='call_GkzI1rFjL29ndTrcmHH0uU19', arguments='{\"restaurant_name\": \"Bazaar Cafe\", \"all_reviews\": [\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away.\"]}', name='summarize'), FunctionCall(id='call_kGnyAfjRRVZtKEo3KxpNPhqx', arguments='{\"restaurant_name\": \"Bacco\", \"all_reviews\": [\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can\\'t evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing.\"]}', name='summarize'), FunctionCall(id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', arguments='{\"restaurant_name\": \"Americano\", \"all_reviews\": [\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable.\", \"Hors de\\' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can\\'t say this is the best or that one isn\\'t that good. But, in this case, you can say this is one toward the very top.\"]}', name='summarize')]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Device set to use mps:0\n", + "Your max_length is set to 1024, but your input_length is only 488. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=244)\n", + "Device set to use mps:0\n", + "Your max_length is set to 1024, but your input_length is only 46. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=23)\n", + "Device set to use mps:0\n", + "Your max_length is set to 1024, but your input_length is only 89. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=44)\n", + "Device set to use mps:0\n", + "Your max_length is set to 1024, but your input_length is only 157. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=78)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", + "[FunctionExecutionResult(content='Bar Tartine: The food was excellent,If you are willing to try something a little off the usual you will have a great experience. Wine list is extensive with wines from a broad range of countries. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. I would have given 5 stars but we got a hair in are food and we were still charged for the dish. The decor is really cool and the atmosphere is good. The service is excellent but this place is very expensive.', name='summarize', call_id='call_rPFZjRSlPUceLVO6WeL2wnaw', is_error=False), FunctionExecutionResult(content=\"Bazaar Cafe: The venue was okay, the food was okay and the value was okay. But none of it blew me away. Not really sure why this is so highly rated - I feel like I must have missed something. It was a good night, but not a great night, I'm not sure why it was so high rated. It's a good movie, but it's not great, I don't know why it's so high-rated. I'm sorry, I just don't think it's good enough for me to rate it that high. I'll be back with a review in a week or two, I promise.\", name='summarize', call_id='call_GkzI1rFjL29ndTrcmHH0uU19', is_error=False), FunctionExecutionResult(content=\"Bacco: The service was excellent and the food was amazing. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The breads and dipping oil served while we waited for the meals were excellent. Our first choice in the area. This was our first choice restaurant close to our hotel. The food was delicious and the portions were generous. There were no problems with the service or the food. The staff were friendly and friendly. The service was good and the meal was delicious.\", name='summarize', call_id='call_kGnyAfjRRVZtKEo3KxpNPhqx', is_error=False), FunctionExecutionResult(content=\"Americano: Hors de' oeuvres is one of the best restaurants in San Francisco. The service is exceptional and the food is exceptional. The house-made ice cream dessert is indescribable. The cocktail menu is great and the service is great. The food is outstanding and the cocktails are great. This is a great restaurant toward the very top of San Francisco's list of great restaurants. It's a great place to stay in the city and to eat in the San Francisco Bay Area at the same time as your friends and family. For more information on this restaurant, visit: www.horsde'oevres.com or call the restaurant on 020 3615 4157.\", name='summarize', call_id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', is_error=False)]\n", + "---------- ThoughtEvent (restaurant_review_agent) ----------\n", + "**A Culinary Journey through the San Francisco Bay Area**\n", + "\n", + "The San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\n", + "\n", + "### American and Contemporary Cuisine\n", + "\n", + "**Bar Tartine** (Price: $$) \n", + "Nestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\n", + "\n", + "### Italian and European Delights\n", + "\n", + "**Bacco** (Price: $$) \n", + "Situated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\n", + "\n", + "### Cafe and Casual American Dining\n", + "\n", + "**Bazaar Cafe** (Price: $) \n", + "Though it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\n", + "\n", + "### Italian and American California Cuisine\n", + "\n", + "**Americano** (Price: $$) \n", + "Located near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\n", + "\n", + "Each of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city's commitment to culinary excellence.\n", + "\n", + "Now, I will extract the most commonly occurring keywords present in the article to determine which terms it is likely to rank highly for in keyword search engines.\n", + "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", + "[FunctionCall(id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', arguments='{\"full_text\":\"A Culinary Journey through the San Francisco Bay Area\\\\n\\\\nThe San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\\\\n\\\\nAmerican and Contemporary Cuisine\\\\n\\\\nBar Tartine (Price: $$) \\\\nNestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\\\\n\\\\nItalian and European Delights\\\\n\\\\nBacco (Price: $$) \\\\nSituated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\\\\n\\\\nCafe and Casual American Dining\\\\n\\\\nBazaar Cafe (Price: $) \\\\nThough it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\\\\n\\\\nItalian and American California Cuisine\\\\n\\\\nAmericano (Price: $$) \\\\nLocated near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d\\'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\\\\n\\\\nEach of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city\\'s commitment to culinary excellence.\"}', name='get_keywords')]\n", + "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", + "[FunctionExecutionResult(content=\"['price', 'american', 'dining', 'cuisine', 'cafe', 'culinary', 'san', 'francisco', 'bay', 'area']\", name='get_keywords', call_id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', is_error=False)]\n", + "---------- TextMessage (restaurant_review_agent) ----------\n", + "After analyzing the article, the key search terms it is likely to rank highly for are:\n", + "\n", + "- **Price**\n", + "- **American**\n", + "- **Dining**\n", + "- **Cuisine**\n", + "- **Cafe**\n", + "- **Culinary**\n", + "- **San Francisco**\n", + "- **Bay Area**\n", + "\n", + "These keywords reflect the article's focus on various cuisines and dining experiences available in the San Francisco Bay Area, appealing to readers searching for information on local culinary offerings.\n" ] }, { "data": { "text/plain": [ - "TaskResult(messages=[TextMessage(id='2ed8b0d5-e54f-4825-980e-797e81df7a31', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 57, 46, 948689, tzinfo=datetime.timezone.utc), content='Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category.', type='TextMessage'), MemoryQueryEvent(id='33e6b31c-0c40-4ec8-9c60-26738eee82da', source='assistant_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 57, 46, 987869, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and 'bought' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r265370093-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Apr 12, 2015 12:00:00 AM'}), MemoryContent(content=\"A food "experience" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don't have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r226883562-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Sep 4, 2014 12:00:00 AM'}), MemoryContent(content='Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d349444-r252678224-Absinthe_Brasserie_Bar-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Feb 4, 2015 12:00:00 AM'}), MemoryContent(content='healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r264470637-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Apr 8, 2015 12:00:00 AM'}), MemoryContent(content='Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d1084462-r352232805-Anchor_and_Hope-San_Francisco_California.html#REVIEWS', 'review_rating': 5, 'review_date': 'Mar 1, 2016 12:00:00 AM'}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r182200058-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Oct 24, 2013 12:00:00 AM'}), MemoryContent(content='First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r184225802-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 2, 'review_date': 'Nov 10, 2013 12:00:00 AM'}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r292399084-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 5, 'review_date': 'Jul 25, 2015 12:00:00 AM'}), MemoryContent(content='Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.', mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g60713-d597979-r192125095-Bar_Tartine-San_Francisco_California.html#REVIEWS', 'review_rating': 4, 'review_date': 'Jan 26, 2014 12:00:00 AM'}), MemoryContent(content=\"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I'd say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I've noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\", mime_type=, metadata={'review_website': 'TripAdvisor', 'review_url': 'https://www.tripadvisor.com/ShowUserReviews-g53354-d657778-r284966215-Bacco_Restaurant-North_Wales_Pennsylvania.html#REVIEWS', 'review_rating': 3, 'review_date': 'Jul 2, 2015 12:00:00 AM'})], type='MemoryQueryEvent'), ToolCallRequestEvent(id='cdc1b5a1-ac8d-4409-b9d9-d3e8603d5ec0', source='assistant_agent', models_usage=RequestUsage(prompt_tokens=1556, completion_tokens=2805), metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 58, 24, 546526, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_6okAfFcAV9GGUKpokCB476bF', arguments='{\"all_reviews\": [\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", \"A food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", \"Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\", \"Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\", \"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", \"Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\", \"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"]}', name='summarize'), FunctionCall(id='call_AcaeNWw74XRmOemFbIuBJbNn', arguments='{\"full_text\": \"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\\\\n\\\\nA food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\\\\n\\\\nNice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\\\\n\\\\nhealthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\\\\n\\\\nFun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\\\\n\\\\nGood and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\\\\n\\\\nFirst time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\\\\n\\\\nGreat Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\\\\n\\\\nGreat place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\\\\n\\\\nGreat Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"}', name='get_keywords')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='b454d42d-102b-4df8-b57a-5e22fa9b17ef', source='assistant_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 58, 24, 554237, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=' summary ', name='summarize', call_id='call_6okAfFcAV9GGUKpokCB476bF', is_error=False), FunctionExecutionResult(content=\"['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", name='get_keywords', call_id='call_AcaeNWw74XRmOemFbIuBJbNn', is_error=False)], type='ToolCallExecutionEvent'), ToolCallSummaryMessage(id='fbbf02b6-affd-4c6d-b79b-1afaeb40ebd5', source='assistant_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 30, 23, 58, 24, 556624, tzinfo=datetime.timezone.utc), content=\" summary \\n['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", type='ToolCallSummaryMessage', tool_calls=[FunctionCall(id='call_6okAfFcAV9GGUKpokCB476bF', arguments='{\"all_reviews\": [\"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\", \"A food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\", \"Nice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\", \"Fun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"First time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\", \"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\", \"Great place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\", \"Great Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"]}', name='summarize'), FunctionCall(id='call_AcaeNWw74XRmOemFbIuBJbNn', arguments='{\"full_text\": \"Bar Tartine impressed my VIP guests, and left me yearning for a return trip to San Francisco We planned a private business party at Bar Tartine and \\'bought\\' the restaurant for 3 hours. We invited VIP customers and prospective partners and lured them there with the promise of amazing, unique food. The food, the staff, the Chefs all exceeded our expectations and gave our guests one of the most memorable dining experiences we have ever had. We left the menu in the hands of the Chefs and it was exquisite. The evening was filled with debates over which dish was the best and there was little consensus because every single offering was unique, beautiful and memorable. Every staff member was knowledgeable about the making of each dish, so be sure to ask. And they were eager to accommodate any dietary need. I am still thinking about the sunflower seed tahini and steak tartare, and my Italian husband who considers himself a bread connoisseur raved about the bread.\\\\n\\\\nA food \\\\\"experience\\\\\" in The Mission Our party of four - two Millennials and two Baby Boomers - enjoyed Bar Tartine and it is as much an intellectual experience of how imaginatively food can be served as it is a restaurant. We shared everything (a total of about eight dishes) and we liked everything - but some were better than others. We especially liked the trout, the smoked potatoes, the beets and the salad. If you want a restaurant where you don\\'t have to think about the food, this is not for you. But we liked the creativity and playfulness of the approach. Service was good, friendly but not obtrusive.\\\\n\\\\nNice experience Was unable to book a favorite restaurant and chose this place based on its ratings. Good choice. Lively bar. Nice menu with a variety of offerings. We enjoyed several appetizers and entrees. Good wine list. Great service. The four of us had a good dining experience and would certainly return on another visit to San Francisco.\\\\n\\\\nhealthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\\\\n\\\\nFun place, tasty meal My sister and I ate here during a recent trip to the San Francisco area for a job interview. I liked almost everything about this restaurant. The décor was techno-edgy but comfortable. It was packed and a little noisy but we could hear each other as we were seated at a banquette along one wall. We had the lobster rolls—a salad of delicious lobster meat plus vegetables in a small roll, served with very good cole slaw and—of all things—hush puppies. Very tasty, non-greasy hush-puppies. The lobster roll was one of the more gently-priced items on the menu. Other items looked tempting, but too expensive for this visit. Friendly, prompt, efficient service. Nice experience.\\\\n\\\\nGood and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\\\\n\\\\nFirst time I have ever been compelled to write a bad review Appetizers clearly microwaved; the plate was hot with microwaved burnt food on it and all were cold in the middle. Service awful. Brought limited bread for ten of us and the wait was really long. Brought some food out which became cold while we waited for the others in our party to get their meal. Stay away from the steaks; bad cuts and way over cooked. Were served on a hot sizzling platter spraying grease everywhere. Very chewy. Brussel sprouts hard seemingly uncooked with soggy garlic wedges. Entrees cold in the middle and side pastas with marinara sauce all cold when served. Brown tinted water served to one of us and waiter absolutely was awful. Appeared happy but very annoyed if we asked for anything and hard to find. Will never ever go there. I hope the owner reads this...was there a year ago and it was excellent. Today I warn all to stay away.\\\\n\\\\nGreat Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone\\'s food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy.\\\\n\\\\nGreat place for a healthy dinner We had dinner here and really appreciated the fact that the menu is so healthy - full of vegetable based dishes. It is sometimes difficult to eat healthy food when you travel. Service is good - staff friendly and efficient. Nice ambience and good little wine list. Great bread to start and then we shared a selection of dishes including the charred trout with mustard greens, kale with sunflower tahini and yoghurt, brussels sprouts with tonnato sauce and dried tuna. We would certainly go back if we lived in San Francisco.\\\\n\\\\nGreat Pizza, good food - ok exoerience I will temper this review with a note that we arrived an hour before closing on a weeknight. It was a full hour. Closing is 9:00. Why mention? I think we woke the hostess when we walked in the door. The restaurant is quite large and patrons were clustered in a small portion of the restaurant. Makes sense to me. Chairs were turned upside down in other sections - just a bit off putting. Inside the setting was dark and rustic. I\\'d say it was a well worn setting. Table chairs were odd and must have been a later addition as their height was lower than expected (first time I\\'ve noticed that). The menu had the expected selection of standard Italian fare. Four of us looking for something a little lighter so we ordered a salad - nicely sized and fresh, calamari - well done and plentiful, 2 calzones - huge for one person, and a pizza. The pizza was awesome! Super thin crust with an excellent cheese and a nice sauce to cheese ratio. The crust was crisp, ever so charred, really good. A bit far for us for takeout pizza but it might be worth it. Waitstaff was a mixed bag. Our waiter was friendly and helpful, though sort of disappeared at times. Others were slothing around and seemingly ready to end their evenings. Overall okay experience. Come for the pizza. We will probably want to be back to explore the menu. Hmm, that pizza was yum.\"}', name='get_keywords')], results=[FunctionExecutionResult(content=' summary ', name='summarize', call_id='call_6okAfFcAV9GGUKpokCB476bF', is_error=False), FunctionExecutionResult(content=\"['food', 'good', 'menu', 'restaurant', 'great', 'place', 'experience', 'service', 'very', 'pizza']\", name='get_keywords', call_id='call_AcaeNWw74XRmOemFbIuBJbNn', is_error=False)])], stop_reason=None)" + "TaskResult(messages=[TextMessage(id='6bad5354-0a41-4a2b-a402-dc212d384e0b', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 58, 26, 340453, tzinfo=datetime.timezone.utc), content='Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category. After writing this, analyze your article and tell me the key search terms it is likely to rank highly for. Call the function get_keywords()', type='TextMessage'), MemoryQueryEvent(id='546e0394-e4f9-4219-94bd-23692c08b29d', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 58, 26, 462659, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away. {'name': 'Bazaar Cafe', 'address': '5927 California St', 'locality': 'San Francisco', 'latitude': 37.783954, 'longitude': -122.481177, 'cuisine': ['Cafe', 'Coffee', 'American', 'Tea', 'Vegetarian'], 'price': '1', 'rating': 5.0, 'hours': {'monday': [['9:00', '22:00']], 'tuesday': [['9:00', '22:00']], 'wednesday': [['9:00', '22:00']], 'thursday': [['9:00', '22:00']], 'friday': [['9:00', '22:00']], 'saturday': [['9:00', '22:00']], 'sunday': [['9:00', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It's very crowdy on week ends and you 'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it's woth the cost and it's a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Hors de' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can't say this is the best or that one isn't that good. But, in this case, you can say this is one toward the very top. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={})], type='MemoryQueryEvent'), ToolCallRequestEvent(id='66dbb480-ac93-48cd-bb98-d31b3679d27d', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=4547, completion_tokens=853), metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 58, 39, 424002, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_rPFZjRSlPUceLVO6WeL2wnaw', arguments='{\"restaurant_name\": \"Bar Tartine\", \"all_reviews\": [\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience.\", \"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF.\", \"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It\\'s very crowdy on week ends and you \\'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it\\'s woth the cost and it\\'s a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\"]}', name='summarize'), FunctionCall(id='call_GkzI1rFjL29ndTrcmHH0uU19', arguments='{\"restaurant_name\": \"Bazaar Cafe\", \"all_reviews\": [\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away.\"]}', name='summarize'), FunctionCall(id='call_kGnyAfjRRVZtKEo3KxpNPhqx', arguments='{\"restaurant_name\": \"Bacco\", \"all_reviews\": [\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can\\'t evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing.\"]}', name='summarize'), FunctionCall(id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', arguments='{\"restaurant_name\": \"Americano\", \"all_reviews\": [\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable.\", \"Hors de\\' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can\\'t say this is the best or that one isn\\'t that good. But, in this case, you can say this is one toward the very top.\"]}', name='summarize')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='cbdaf388-9ff4-47b6-9146-9ff444c8caad', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 10, 795337, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content='Bar Tartine: The food was excellent,If you are willing to try something a little off the usual you will have a great experience. Wine list is extensive with wines from a broad range of countries. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. I would have given 5 stars but we got a hair in are food and we were still charged for the dish. The decor is really cool and the atmosphere is good. The service is excellent but this place is very expensive.', name='summarize', call_id='call_rPFZjRSlPUceLVO6WeL2wnaw', is_error=False), FunctionExecutionResult(content=\"Bazaar Cafe: The venue was okay, the food was okay and the value was okay. But none of it blew me away. Not really sure why this is so highly rated - I feel like I must have missed something. It was a good night, but not a great night, I'm not sure why it was so high rated. It's a good movie, but it's not great, I don't know why it's so high-rated. I'm sorry, I just don't think it's good enough for me to rate it that high. I'll be back with a review in a week or two, I promise.\", name='summarize', call_id='call_GkzI1rFjL29ndTrcmHH0uU19', is_error=False), FunctionExecutionResult(content=\"Bacco: The service was excellent and the food was amazing. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The breads and dipping oil served while we waited for the meals were excellent. Our first choice in the area. This was our first choice restaurant close to our hotel. The food was delicious and the portions were generous. There were no problems with the service or the food. The staff were friendly and friendly. The service was good and the meal was delicious.\", name='summarize', call_id='call_kGnyAfjRRVZtKEo3KxpNPhqx', is_error=False), FunctionExecutionResult(content=\"Americano: Hors de' oeuvres is one of the best restaurants in San Francisco. The service is exceptional and the food is exceptional. The house-made ice cream dessert is indescribable. The cocktail menu is great and the service is great. The food is outstanding and the cocktails are great. This is a great restaurant toward the very top of San Francisco's list of great restaurants. It's a great place to stay in the city and to eat in the San Francisco Bay Area at the same time as your friends and family. For more information on this restaurant, visit: www.horsde'oevres.com or call the restaurant on 020 3615 4157.\", name='summarize', call_id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', is_error=False)], type='ToolCallExecutionEvent'), ThoughtEvent(id='1c2bf35e-cbe5-45d8-94be-c10e69cf35da', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 41, 321933, tzinfo=datetime.timezone.utc), content=\"**A Culinary Journey through the San Francisco Bay Area**\\n\\nThe San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\\n\\n### American and Contemporary Cuisine\\n\\n**Bar Tartine** (Price: $$) \\nNestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\\n\\n### Italian and European Delights\\n\\n**Bacco** (Price: $$) \\nSituated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\\n\\n### Cafe and Casual American Dining\\n\\n**Bazaar Cafe** (Price: $) \\nThough it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\\n\\n### Italian and American California Cuisine\\n\\n**Americano** (Price: $$) \\nLocated near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\\n\\nEach of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city's commitment to culinary excellence.\\n\\nNow, I will extract the most commonly occurring keywords present in the article to determine which terms it is likely to rank highly for in keyword search engines.\", type='ThoughtEvent'), ToolCallRequestEvent(id='bbb38aec-3387-441b-900d-e8b6794bcf37', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=5940, completion_tokens=1011), metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 41, 323936, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', arguments='{\"full_text\":\"A Culinary Journey through the San Francisco Bay Area\\\\n\\\\nThe San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\\\\n\\\\nAmerican and Contemporary Cuisine\\\\n\\\\nBar Tartine (Price: $$) \\\\nNestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\\\\n\\\\nItalian and European Delights\\\\n\\\\nBacco (Price: $$) \\\\nSituated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\\\\n\\\\nCafe and Casual American Dining\\\\n\\\\nBazaar Cafe (Price: $) \\\\nThough it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\\\\n\\\\nItalian and American California Cuisine\\\\n\\\\nAmericano (Price: $$) \\\\nLocated near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d\\'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\\\\n\\\\nEach of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city\\'s commitment to culinary excellence.\"}', name='get_keywords')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='fa0c4df5-c7a9-4300-85d9-ec72be4a4e71', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 41, 329211, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=\"['price', 'american', 'dining', 'cuisine', 'cafe', 'culinary', 'san', 'francisco', 'bay', 'area']\", name='get_keywords', call_id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', is_error=False)], type='ToolCallExecutionEvent'), TextMessage(id='03b48714-937b-415a-9593-a63be2fd9ad2', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=6998, completion_tokens=87), metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 44, 3539, tzinfo=datetime.timezone.utc), content=\"After analyzing the article, the key search terms it is likely to rank highly for are:\\n\\n- **Price**\\n- **American**\\n- **Dining**\\n- **Cuisine**\\n- **Cafe**\\n- **Culinary**\\n- **San Francisco**\\n- **Bay Area**\\n\\nThese keywords reflect the article's focus on various cuisines and dining experiences available in the San Francisco Bay Area, appealing to readers searching for information on local culinary offerings.\", type='TextMessage')], stop_reason=None)" ] }, - "execution_count": 9, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -333,20 +393,78 @@ "\n", "# Create assistant agent with ChromaDB memory\n", "assistant_agent = AssistantAgent(\n", - " name=\"assistant_agent\",\n", + " name=\"restaurant_review_agent\",\n", + " system_message=\"you are an experienced writer and food critic. \",\n", " model_client=model_client,\n", " tools=[summarize , get_keywords],\n", " memory=[redis_memory],\n", + " max_tool_iterations=5,\n", ")\n", "\n", "agent_task = \"Write an article for me reviewing the restaurants in the San Francisco bay area. \\\n", " Group them into categories based on their cuisine and price, and talk about the \\\n", - " top rated restaurants in each category.\"\n", + " top rated restaurants in each category. \\\n", + " After writing this, analyze your article and tell me the key search terms it is \\\n", + " likely to rank highly for. Call the function get_keywords()\"\n", + "\n", + "\n", + "#assistant_agent.\n", "\n", "stream = assistant_agent.run_stream(task=agent_task)\n", "await Console(stream)\n" ] }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------- TextMessage (user) ----------\n", + "now write a brief article discussing the unique points of each restaurant individually.\n", + "---------- MemoryQueryEvent (restaurant_review_agent) ----------\n", + "[MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Straightforward menu, flexible wait staff and clean decor and feel Had a business lunch here - the place is nicely done out with a clean simple feel. The wait staff were attentive but not pushy and also we asked for something not on the menu (Lobster roll) and they were happy to oblige. The food was all of a good standard not amazing but solid and professional - I didn't try any but they had good selection of beers. I will probably come back as it's close to my office and they gave a good impression. {'name': 'Anchor & Hope', 'address': '83 Minna St', 'locality': 'San Francisco', 'latitude': 37.787848, 'longitude': -122.398812, 'cuisine': ['Seafood', 'American', 'Cafe', 'Chowder', 'Californian'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['11:30', '14:00'], ['17:30', '22:00']], 'tuesday': [['11:30', '14:00'], ['17:30', '22:00']], 'wednesday': [['11:30', '14:00'], ['17:30', '22:00']], 'thursday': [['11:30', '14:00'], ['17:30', '22:00']], 'friday': [['11:30', '14:00'], ['17:30', '23:00']], 'saturday': [['17:30', '23:00']], 'sunday': [['17:30', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good food, unparalleled terrible service It's a shame really, the food is actually really good which is the only reason why my family continues to come back. As I write this, I realize that sounds ridiculous and perhaps even more so, we actually try to convince ourselves each time that it's going to be different. And each time, it is consistently one of the most tragic, horrendous service experiences and we vow to never go back. We dine regularly enough that the manager must recognize us. For the love of everything holy, her staff manages to. The Manager, as the first experience in the restaurant, is shameful and a true detriment to the business. She is rude and truly doesn't seem to care if she loses customers, in fact, unless you're a regular or have a pre-existing relationship with her, she actually exerts effort to turn customers off/away. Much of the staff has no pep in their step, really excellent at looking busy. I feel badly for those who really hustle and at least act like they care about the customer... I always find myself wishing I had one of those servers. Plan on having a 45 minute to 1 hour wait for the entrees, and to inquire at least twice about the food and each time your water needs a refill. My husband and I hate that we enjoy the food and that the kids eat without complaint (if you're wondering, the only reason why my 7 yr old and 3 yr old are not starving deranged lunatics is because we always order their food as soon as we sit down - as self preservation. There's a tip, I guess. Happy, fed children make for happy parents. There's no room for 4 starving people who, due to poor service and empty bellies become crankier by the moment). After tonight though, we are feeling more resolute to break this nasty cycle... There's gotta be another restaurant where my family is welcomed and valued with really tasty Italian food and wants our business, right? {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Freshly made food This place is a good carry out cafe/bakery with freshly made food. We especially liked the croissants and the Greek salad. It was a little overpriced and I wish there were more tables provided. Overall a good experience. {'name': 'B Star Cafe', 'address': '127 Clement St', 'locality': 'San Francisco', 'latitude': 37.783008, 'longitude': -122.460684, 'cuisine': ['Cafe', 'Asian', 'Burmese', 'American', 'Indian'], 'price': '2', 'rating': 4.5, 'hours': {'monday': [['11:00', '15:30'], ['17:00', '21:30']], 'tuesday': [['11:00', '15:30'], ['17:00', '21:30']], 'wednesday': [['11:00', '15:30'], ['17:00', '21:30']], 'thursday': [['11:00', '15:30'], ['17:00', '21:30']], 'friday': [['11:00', '15:30'], ['17:00', '23:59']], 'saturday': [['00:00', '15:00'], ['17:00', '23:59']], 'sunday': [['00:00', '15:00'], ['17:00', '21:30']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Nice ambiance and lighting at night. Inside and outside seating. Good greetings with a smile. Happy atmosphere. Good menu and beer/wine selection and soft drinks. I have had dinner and lunch there, excellent food and very good happy service. They are very good in asking you how much spice you like in your food and very attentive. Nothing is too much for them. Very good customer service. Wish more places would be like them. One thing I would like to add that staff should not be talking loudly in the restaurant while customers are dining, it's a distraction. All orders should be taken down and delivered to the kitchen, not shouted out from the customers table. Otherwise no other problems that I fore saw. Keep up the standards, quality and good food with high customer service. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good The restaurant is mid sized with indoor and outdoor sitting space. We had dinner and ordered chicken in red curry, tom yam gung and mix veg. The food was good, nothing exceptional. The place has a nice vibe to it and the staff were attentive and friendly. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great food ,service lacking Very noise bar..and half the restaurant is the the bar...had dinner reservations and was setter in the bar..not happy.. Manager was great in moving us to the back dinning room..quite Service was a bit lacking.., but the food was wonderful. ..beet salad ,lovely Lamb chop where great ,an seared fish was great.. Would go back for the food , service a bit disappointing. .nice bar and very nice wine list.. {'name': 'Absinthe Brasserie & Bar', 'address': '398 Hayes St', 'locality': 'San Francisco', 'latitude': 37.777083, 'longitude': -122.422882, 'cuisine': ['French', 'Californian', 'Mediterranean', 'Cafe', 'American'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['11:30', '23:59']], 'wednesday': [['00:00', '00:30'], ['11:30', '23:59']], 'thursday': [['00:00', '00:30'], ['11:30', '23:59']], 'friday': [['00:00', '00:30'], ['11:30', '23:59']], 'saturday': [['00:00', '2:00'], ['11:00', '23:59']], 'sunday': [['00:00', '2:00'], ['11:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={})]\n", + "---------- TextMessage (restaurant_review_agent) ----------\n", + "**Bar Tartine** \n", + "Located on Valencia Street, Bar Tartine is famed for its innovative culinary creations that marry American, French, and Mediterranean flavors. Diners appreciate its creative menu that offers unique dishes such as sprouted lentil croquettes and tomato salads packed with layers of spices. The atmosphere is trendy yet laidback, making it a perfect spot for a unique dining experience.\n", + "\n", + "**Anchor & Hope** \n", + "Situated on Minna Street, Anchor & Hope is a haven for seafood lovers. The restaurant is known for its straightforward menu and welcoming ambiance, making it a great spot for business lunches. Despite not housing an extravagant menu, it provides quality dishes and a solid selection of beers, ensuring good value for your money.\n", + "\n", + "**Bacco** \n", + "On Diamond Street, Bacco delivers the essence of Italian and European cuisine, featuring unforgettable meals and exemplary service. Although service can sometimes be a point of contention, its delightful bread and dipping oil, coupled with satisfying portions, leave guests with a lasting positive impression. The vibrant atmosphere and top-notch cuisine have helped it cultivate a loyal customer base.\n", + "\n", + "**B Star Cafe** \n", + "Found on Clement Street, B Star Cafe serves up a fusion of cafe and Burmese-American cuisine. Known for freshly made dishes, their croissants and Greek salad are particularly highlighted. While a bit overpriced, the cozy environment and quality of food ensure that visitors have an enjoyable meal.\n", + "\n", + "**Bamboo Restaurant** \n", + "Located on Polk Street, Bamboo Restaurant offers a diverse menu with a focus on Chinese and Asian cuisine. With both indoor and outdoor seating, it provides a pleasant dining experience complemented by attentive service. Diners often appreciate the happy ambiance and diverse menu options tailored to suit varied spice preferences.\n", + "\n", + "**Absinthe Brasserie & Bar** \n", + "Found on Hayes Street, Absinthe Brasserie & Bar merges French, Californian, and Mediterranean influences to provide a remarkable culinary experience. While the lively bar environment might be noisy for some, the staff's efforts to accommodate guests by relocating them to quieter dining areas are appreciated. The excellent menu, featuring dishes like beet salads and lamb chops, consistently draws patrons back.\n", + "\n", + "Each restaurant, with its unique offerings, adds to the rich culinary tapestry of the San Francisco Bay Area, providing diners with a variety of exceptional dining experiences.\n" + ] + }, + { + "data": { + "text/plain": [ + "TaskResult(messages=[TextMessage(id='bc759e29-0384-49b6-8405-be4477b46203', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 21, 0, 25, 89718, tzinfo=datetime.timezone.utc), content='now write a brief article discussing the unique points of each restaurant individually.', type='TextMessage'), MemoryQueryEvent(id='30100736-3e67-467d-a2ac-5c2308922f96', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 21, 0, 25, 279834, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Straightforward menu, flexible wait staff and clean decor and feel Had a business lunch here - the place is nicely done out with a clean simple feel. The wait staff were attentive but not pushy and also we asked for something not on the menu (Lobster roll) and they were happy to oblige. The food was all of a good standard not amazing but solid and professional - I didn't try any but they had good selection of beers. I will probably come back as it's close to my office and they gave a good impression. {'name': 'Anchor & Hope', 'address': '83 Minna St', 'locality': 'San Francisco', 'latitude': 37.787848, 'longitude': -122.398812, 'cuisine': ['Seafood', 'American', 'Cafe', 'Chowder', 'Californian'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['11:30', '14:00'], ['17:30', '22:00']], 'tuesday': [['11:30', '14:00'], ['17:30', '22:00']], 'wednesday': [['11:30', '14:00'], ['17:30', '22:00']], 'thursday': [['11:30', '14:00'], ['17:30', '22:00']], 'friday': [['11:30', '14:00'], ['17:30', '23:00']], 'saturday': [['17:30', '23:00']], 'sunday': [['17:30', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good food, unparalleled terrible service It's a shame really, the food is actually really good which is the only reason why my family continues to come back. As I write this, I realize that sounds ridiculous and perhaps even more so, we actually try to convince ourselves each time that it's going to be different. And each time, it is consistently one of the most tragic, horrendous service experiences and we vow to never go back. We dine regularly enough that the manager must recognize us. For the love of everything holy, her staff manages to. The Manager, as the first experience in the restaurant, is shameful and a true detriment to the business. She is rude and truly doesn't seem to care if she loses customers, in fact, unless you're a regular or have a pre-existing relationship with her, she actually exerts effort to turn customers off/away. Much of the staff has no pep in their step, really excellent at looking busy. I feel badly for those who really hustle and at least act like they care about the customer... I always find myself wishing I had one of those servers. Plan on having a 45 minute to 1 hour wait for the entrees, and to inquire at least twice about the food and each time your water needs a refill. My husband and I hate that we enjoy the food and that the kids eat without complaint (if you're wondering, the only reason why my 7 yr old and 3 yr old are not starving deranged lunatics is because we always order their food as soon as we sit down - as self preservation. There's a tip, I guess. Happy, fed children make for happy parents. There's no room for 4 starving people who, due to poor service and empty bellies become crankier by the moment). After tonight though, we are feeling more resolute to break this nasty cycle... There's gotta be another restaurant where my family is welcomed and valued with really tasty Italian food and wants our business, right? {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Freshly made food This place is a good carry out cafe/bakery with freshly made food. We especially liked the croissants and the Greek salad. It was a little overpriced and I wish there were more tables provided. Overall a good experience. {'name': 'B Star Cafe', 'address': '127 Clement St', 'locality': 'San Francisco', 'latitude': 37.783008, 'longitude': -122.460684, 'cuisine': ['Cafe', 'Asian', 'Burmese', 'American', 'Indian'], 'price': '2', 'rating': 4.5, 'hours': {'monday': [['11:00', '15:30'], ['17:00', '21:30']], 'tuesday': [['11:00', '15:30'], ['17:00', '21:30']], 'wednesday': [['11:00', '15:30'], ['17:00', '21:30']], 'thursday': [['11:00', '15:30'], ['17:00', '21:30']], 'friday': [['11:00', '15:30'], ['17:00', '23:59']], 'saturday': [['00:00', '15:00'], ['17:00', '23:59']], 'sunday': [['00:00', '15:00'], ['17:00', '21:30']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Nice ambiance and lighting at night. Inside and outside seating. Good greetings with a smile. Happy atmosphere. Good menu and beer/wine selection and soft drinks. I have had dinner and lunch there, excellent food and very good happy service. They are very good in asking you how much spice you like in your food and very attentive. Nothing is too much for them. Very good customer service. Wish more places would be like them. One thing I would like to add that staff should not be talking loudly in the restaurant while customers are dining, it's a distraction. All orders should be taken down and delivered to the kitchen, not shouted out from the customers table. Otherwise no other problems that I fore saw. Keep up the standards, quality and good food with high customer service. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good The restaurant is mid sized with indoor and outdoor sitting space. We had dinner and ordered chicken in red curry, tom yam gung and mix veg. The food was good, nothing exceptional. The place has a nice vibe to it and the staff were attentive and friendly. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great food ,service lacking Very noise bar..and half the restaurant is the the bar...had dinner reservations and was setter in the bar..not happy.. Manager was great in moving us to the back dinning room..quite Service was a bit lacking.., but the food was wonderful. ..beet salad ,lovely Lamb chop where great ,an seared fish was great.. Would go back for the food , service a bit disappointing. .nice bar and very nice wine list.. {'name': 'Absinthe Brasserie & Bar', 'address': '398 Hayes St', 'locality': 'San Francisco', 'latitude': 37.777083, 'longitude': -122.422882, 'cuisine': ['French', 'Californian', 'Mediterranean', 'Cafe', 'American'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['11:30', '23:59']], 'wednesday': [['00:00', '00:30'], ['11:30', '23:59']], 'thursday': [['00:00', '00:30'], ['11:30', '23:59']], 'friday': [['00:00', '00:30'], ['11:30', '23:59']], 'saturday': [['00:00', '2:00'], ['11:00', '23:59']], 'sunday': [['00:00', '2:00'], ['11:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={})], type='MemoryQueryEvent'), TextMessage(id='70ba5610-a7c9-4abf-abdc-d6c6311c656f', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=11799, completion_tokens=455), metadata={}, created_at=datetime.datetime(2025, 7, 31, 21, 0, 39, 878941, tzinfo=datetime.timezone.utc), content=\"**Bar Tartine** \\nLocated on Valencia Street, Bar Tartine is famed for its innovative culinary creations that marry American, French, and Mediterranean flavors. Diners appreciate its creative menu that offers unique dishes such as sprouted lentil croquettes and tomato salads packed with layers of spices. The atmosphere is trendy yet laidback, making it a perfect spot for a unique dining experience.\\n\\n**Anchor & Hope** \\nSituated on Minna Street, Anchor & Hope is a haven for seafood lovers. The restaurant is known for its straightforward menu and welcoming ambiance, making it a great spot for business lunches. Despite not housing an extravagant menu, it provides quality dishes and a solid selection of beers, ensuring good value for your money.\\n\\n**Bacco** \\nOn Diamond Street, Bacco delivers the essence of Italian and European cuisine, featuring unforgettable meals and exemplary service. Although service can sometimes be a point of contention, its delightful bread and dipping oil, coupled with satisfying portions, leave guests with a lasting positive impression. The vibrant atmosphere and top-notch cuisine have helped it cultivate a loyal customer base.\\n\\n**B Star Cafe** \\nFound on Clement Street, B Star Cafe serves up a fusion of cafe and Burmese-American cuisine. Known for freshly made dishes, their croissants and Greek salad are particularly highlighted. While a bit overpriced, the cozy environment and quality of food ensure that visitors have an enjoyable meal.\\n\\n**Bamboo Restaurant** \\nLocated on Polk Street, Bamboo Restaurant offers a diverse menu with a focus on Chinese and Asian cuisine. With both indoor and outdoor seating, it provides a pleasant dining experience complemented by attentive service. Diners often appreciate the happy ambiance and diverse menu options tailored to suit varied spice preferences.\\n\\n**Absinthe Brasserie & Bar** \\nFound on Hayes Street, Absinthe Brasserie & Bar merges French, Californian, and Mediterranean influences to provide a remarkable culinary experience. While the lively bar environment might be noisy for some, the staff's efforts to accommodate guests by relocating them to quieter dining areas are appreciated. The excellent menu, featuring dishes like beet salads and lamb chops, consistently draws patrons back.\\n\\nEach restaurant, with its unique offerings, adds to the rich culinary tapestry of the San Francisco Bay Area, providing diners with a variety of exceptional dining experiences.\", type='TextMessage')], stop_reason=None)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stream = assistant_agent.run_stream(task='now write a brief article discussing the unique points of each restaurant individually.')\n", + "await Console(stream)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -357,13 +475,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "\n", - "#await model_client.close()\n", - "#await redis_memory.close()" + "await model_client.close()\n", + "await redis_memory.close()" ] } ], From 5f43c90bbb229888ac6c1cbc1bd5a9678425731c Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 11:53:25 -0700 Subject: [PATCH 3/9] autogen agent writes its review to markdown --- python-recipes/agents/04_autogen_agent.ipynb | 341 +++++++++++++------ 1 file changed, 231 insertions(+), 110 deletions(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index 3462ad29..c8954793 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -67,7 +67,7 @@ "'\\n%%sh\\ncurl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\\necho \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\\nsudo apt-get update > /dev/null 2>&1\\nsudo apt-get install redis-stack-server > /dev/null 2>&1\\nredis-stack-server --daemonize yes\\n'" ] }, - "execution_count": 10, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -86,22 +86,31 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/justin.cechmanek/.pyenv/versions/3.11.9/envs/redis-ai-res/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ + "import json\n", "import os\n", - "from typing import List\n", + "import re\n", "import requests\n", - "import json\n", + "from collections import Counter\n", "from transformers import pipeline\n", - "import re\n", - "from collections import Counter" + "from typing import List" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -139,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -161,13 +170,13 @@ " which terms it is likely to rank highly for in keyword search engines.\"\"\"\n", " # define a set of common English stopwords to ignore\n", " STOPWORDS = {\n", - " 'the', 'of', 'and', 'to', 'for', 'in', 'on', 'at', 'a', 'an', 'is', 'it', 'with', 'as', 'by', 'from', 'that',\n", - " 'this', 'be', 'are', 'was', 'were', 'or', 'but', 'not', 'so', 'if', 'then', 'than', 'which', 'who', 'whom',\n", + " 'the', 'of', 'and', 'to', 'for', 'in', 'on', 'at', 'a', 'an', 'is', 'it', 'its', 'with', 'as', 'by', 'from', 'that',\n", + " 'this', 'those', 'be', 'are', 'was', 'were', 'or', 'but', 'not', 'so', 'if', 'then', 'than', 'which', 'who', 'whom',\n", " 'about', 'into', 'out', 'up', 'down', 'over', 'under', 'again', 'further', 'once', 'here', 'there', 'when',\n", " 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no',\n", " 'nor', 'only', 'own', 'same', 'can', 'will', 'just', 'don', 'should', 'now', 'has', 'have', 'had', 'do', 'does',\n", " 'did', 'their', 'them', 'they', 'you', 'your', 'yours', 'he', 'him', 'his', 'she', 'her', 'hers', 'we', 'us',\n", - " 'our', 'ours', 'i', 'me', 'my', 'mine', 'also', 'place'\n", + " 'our', 'ours', 'i', 's', 'me', 'my', 'mine', 'also', 'place'\n", " }\n", " # remove punctuation and lowercase the text\n", " words = re.findall(r'\\b\\w+\\b', full_text.lower())\n", @@ -176,7 +185,16 @@ " # count occurrences\n", " word_counts = Counter(filtered_words)\n", " # return the top 10\n", - " return [word for word, _ in word_counts.most_common(10)]\n" + " return [word for word, _ in word_counts.most_common(10)]\n", + "\n", + "\n", + "async def publish_article(final_draft: str, file_name:str= \"food_article.md\") -> str:\n", + " \"accepts the final version of an article, writes it to a markdown file and returns the full file location path.\"\n", + " with open(file_name, 'w') as file:\n", + " file.write(final_draft)\n", + "\n", + " full_path = os.path.abspath(__file__)\n", + " return os.path.join(full_path, file_name)" ] }, { @@ -189,11 +207,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# fetch the reviews from our public S3 bucket\n", + "# the original dataset can be found here: https://www.kaggle.com/datasets/jkgatt/restaurant-data-with-100-trip-advisor-reviews-each\n", "def fetch_data(file_name):\n", " dataset_path = 'datasets/'\n", " try:\n", @@ -211,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -223,15 +242,13 @@ } ], "source": [ - "# the original dataset can be found here: https://www.kaggle.com/datasets/jkgatt/restaurant-data-with-100-trip-advisor-reviews-each\n", - "\n", "restaurant_data = fetch_data('factual_tripadvisor_restaurant_data_all_100_reviews.json')\n", "\n", "print(f\"we have {restaurant_data['restaurant_count']} restaurants in our dataset, with {restaurant_data['total_review_count']} total reviews\")\n", "\n", "restaurant_reviews = restaurant_data[\"restaurants\"] # ignore the count fields\n", "\n", - "# drop some of the fields that don't need\n", + "# drop some of the fields that we don't need\n", "for restaurant in restaurant_reviews:\n", " for field in ['region', 'country', 'tel', 'fax', 'email', 'website', 'address_extended', 'chain_name', 'trip_advisor_url']:\n", " if field in restaurant:\n", @@ -240,17 +257,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "from logging import WARNING, getLogger\n", - "\n", "from autogen_agentchat.agents import AssistantAgent\n", "from autogen_agentchat.ui import Console\n", "from autogen_core.memory import MemoryContent, MemoryMimeType\n", "from autogen_ext.memory.redis import RedisMemory, RedisMemoryConfig\n", "from autogen_ext.models.openai import OpenAIChatCompletionClient\n", + "from logging import WARNING, getLogger\n", "\n", "logger = getLogger()\n", "logger.setLevel(WARNING)\n", @@ -264,19 +280,18 @@ " )\n", ")\n", "\n", - "for restaurant in restaurant_reviews[:10]:\n", + "for restaurant in restaurant_reviews:\n", " # add each review to our agent memory\n", - " for review in restaurant['reviews']:\n", + " # for brevity we'll take only the first 10 reviews per restaurant\n", + " for review in restaurant['reviews'][:10]:\n", " try:\n", " await redis_memory.add(\n", " MemoryContent(\n", - " content= \" \".join([review.pop(\"review_title\"), review.pop(\"review_text\"), str({key: val for key, val in restaurant.items() if key != \"reviews\"})]),\n", + " content= \" \".join([review.pop(\"review_title\"),\n", + " review.pop(\"review_text\"),\n", + " str({key: val for key, val in restaurant.items() if key != \"reviews\"})]),\n", " mime_type=MemoryMimeType.TEXT,\n", " metadata={},\n", - " #metadata={key: val for key, val in restaurant.items() if key != \"reviews\"},\n", - " #content=review.pop(\"review_title\") +\" \" + review.pop(\"review_text\"),\n", - " #mime_type=MemoryMimeType.TEXT,\n", - " #metadata={key: val for key, val in restaurant.items() if key != \"reviews\"},\n", " )\n", " )\n", " except KeyError:\n", @@ -292,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -300,11 +315,11 @@ "output_type": "stream", "text": [ "---------- TextMessage (user) ----------\n", - "Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category. After writing this, analyze your article and tell me the key search terms it is likely to rank highly for. Call the function get_keywords()\n", + "Write an article reviewing the restaurants in the San Francisco bay area. Include a brief summary of the most popular restaurants based on the user reviews. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category.\n", "---------- MemoryQueryEvent (restaurant_review_agent) ----------\n", - "[MemoryContent(content=\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away. {'name': 'Bazaar Cafe', 'address': '5927 California St', 'locality': 'San Francisco', 'latitude': 37.783954, 'longitude': -122.481177, 'cuisine': ['Cafe', 'Coffee', 'American', 'Tea', 'Vegetarian'], 'price': '1', 'rating': 5.0, 'hours': {'monday': [['9:00', '22:00']], 'tuesday': [['9:00', '22:00']], 'wednesday': [['9:00', '22:00']], 'thursday': [['9:00', '22:00']], 'friday': [['9:00', '22:00']], 'saturday': [['9:00', '22:00']], 'sunday': [['9:00', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It's very crowdy on week ends and you 'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it's woth the cost and it's a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Hors de' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can't say this is the best or that one isn't that good. But, in this case, you can say this is one toward the very top. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={})]\n", + "[MemoryContent(content=\"Good food, very busy Food is very good and good drinks. We booked table in advance which is recommended as the place is very busy.The service is attentive and prompt (almost too prompt). Not much time between the meals. The tables are very close, so not much privacy.We had a table located close to the door.. Every time someone entered or left the restaurant we felt the cold draft from outside. Since the restaurant is very busy it continued all the time, which was actually quite uncomfortable. The rating is based on the food. {'name': 'Colibri Mexican Bistro', 'address': '438 Geary St', 'locality': 'San Francisco', 'latitude': 37.787147, 'longitude': -122.410492, 'cuisine': ['Mexican', 'Bistro', 'Southwestern', 'Tapas', 'Ice Cream'], 'price': '2', 'rating': 4.0, 'hours': {'monday': [['11:30', '22:00']], 'tuesday': [['11:30', '22:00']], 'wednesday': [['11:30', '22:00']], 'thursday': [['11:30', '22:00']], 'friday': [['11:30', '23:00']], 'saturday': [['10:30', '23:00']], 'sunday': [['10:30', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': True, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content='Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'900 N Point St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.805747, \\'longitude\\': -122.422483, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'8:00\\', \\'21:00\\']], \\'tuesday\\': [[\\'8:00\\', \\'21:00\\']], \\'wednesday\\': [[\\'8:00\\', \\'21:00\\']], \\'thursday\\': [[\\'8:00\\', \\'21:00\\']], \\'friday\\': [[\\'8:00\\', \\'22:00\\']], \\'saturday\\': [[\\'8:00\\', \\'22:00\\']], \\'sunday\\': [[\\'8:00\\', \\'21:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'500 Sutter St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.789249, \\'longitude\\': -122.408743, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Coffee\\', \\'Traditional\\'], \\'price\\': \\'2\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'18:30\\', \\'23:00\\']], \\'tuesday\\': [[\\'18:30\\', \\'23:00\\']], \\'wednesday\\': [[\\'18:30\\', \\'23:00\\']], \\'thursday\\': [[\\'18:30\\', \\'23:00\\']], \\'friday\\': [[\\'18:30\\', \\'23:59\\']], \\'saturday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:59\\']], \\'sunday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': False, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': True, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'336 Mason St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.786826, \\'longitude\\': -122.409602, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'00:00\\', \\'24:00\\']], \\'tuesday\\': [[\\'00:00\\', \\'24:00\\']], \\'wednesday\\': [[\\'00:00\\', \\'24:00\\']], \\'thursday\\': [[\\'00:00\\', \\'24:00\\']], \\'friday\\': [[\\'00:00\\', \\'24:00\\']], \\'saturday\\': [[\\'00:00\\', \\'24:00\\']], \\'sunday\\': [[\\'00:00\\', \\'24:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Great view,service & food Had a great time at restaurant food and drinks were great.Was running late and Mario kept my reservation and Bill gave excellent service. The food was good expensive and ala carte.Are Bill was 160.00 for couple .The bread was hard and parking was garage only ,it was raining so this was ok.Great atmosphere. {\\'name\\': \"McCormick & Kuleto\\'s Seafood & Steaks\", \\'address\\': \\'900 N Point St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.805898, \\'longitude\\': -122.422545, \\'cuisine\\': [\\'Seafood\\', \\'Steak\\', \\'American\\', \\'Eclectic\\', \\'Kosher\\'], \\'price\\': \\'3\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'11:30\\', \\'22:00\\']], \\'tuesday\\': [[\\'11:30\\', \\'22:00\\']], \\'wednesday\\': [[\\'11:30\\', \\'22:00\\']], \\'thursday\\': [[\\'11:30\\', \\'22:00\\']], \\'friday\\': [[\\'11:30\\', \\'23:00\\']], \\'saturday\\': [[\\'11:30\\', \\'23:00\\']], \\'sunday\\': [[\\'11:30\\', \\'22:00\\']]}, \\'parking\\': True, \\'parking_valet\\': True, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': True, \\'parking_validated\\': True, \\'parking_free\\': True, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': True, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': True, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'900 N Point St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.805747, \\'longitude\\': -122.422483, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'8:00\\', \\'21:00\\']], \\'tuesday\\': [[\\'8:00\\', \\'21:00\\']], \\'wednesday\\': [[\\'8:00\\', \\'21:00\\']], \\'thursday\\': [[\\'8:00\\', \\'21:00\\']], \\'friday\\': [[\\'8:00\\', \\'22:00\\']], \\'saturday\\': [[\\'8:00\\', \\'22:00\\']], \\'sunday\\': [[\\'8:00\\', \\'21:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'336 Mason St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.786826, \\'longitude\\': -122.409602, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'00:00\\', \\'24:00\\']], \\'tuesday\\': [[\\'00:00\\', \\'24:00\\']], \\'wednesday\\': [[\\'00:00\\', \\'24:00\\']], \\'thursday\\': [[\\'00:00\\', \\'24:00\\']], \\'friday\\': [[\\'00:00\\', \\'24:00\\']], \\'saturday\\': [[\\'00:00\\', \\'24:00\\']], \\'sunday\\': [[\\'00:00\\', \\'24:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Lunch with a view with friends, oh and a view To say the food is excellent would be an exaggeration but it\\'s really good. Under crispy French fries and over seasoned chowder. That\\'s the bad part over because the rest of our meal was just delightful. I have no major, negative criticism of the menu other than the fact that it seems enough of the fish on this pier built restaurant is not local but from Nantucket, Maine and other places. I know, you can\\'t get some stuff locally but it makes sense to use your local produce and it felt a little bit like trying to do everything rather than sustaining local business. No major issue but it would have been nice to see at the very least Californian produce. I\\'m being fussy. My meal was tasty and I enjoyed the crab parfait very much although hoped it would have been in pâté style rather than in the ice cream sundae style of \\'parfait\\'. My special dish of lobster risotto was excellent - creamy and on the over side of al dente. The view is to die for and the staff are very friendly and efficient. Really loved it here and will be back. {\\'name\\': \"Scoma\\'s Restaurant\", \\'address\\': \\'47 Pier\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.808748, \\'longitude\\': -122.417981, \\'cuisine\\': [\\'Seafood\\', \\'Italian\\', \\'Chowder\\', \\'Steak\\', \\'American\\'], \\'price\\': \\'3\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'11:30\\', \\'22:00\\']], \\'tuesday\\': [[\\'11:30\\', \\'22:00\\']], \\'wednesday\\': [[\\'11:30\\', \\'22:00\\']], \\'thursday\\': [[\\'11:30\\', \\'22:00\\']], \\'friday\\': [[\\'11:30\\', \\'22:30\\']], \\'saturday\\': [[\\'11:30\\', \\'22:30\\']], \\'sunday\\': [[\\'11:30\\', \\'22:00\\']]}, \\'parking\\': True, \\'parking_valet\\': True, \\'parking_garage\\': False, \\'parking_street\\': False, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': True, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': True, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'500 Sutter St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.789249, \\'longitude\\': -122.408743, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Coffee\\', \\'Traditional\\'], \\'price\\': \\'2\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'18:30\\', \\'23:00\\']], \\'tuesday\\': [[\\'18:30\\', \\'23:00\\']], \\'wednesday\\': [[\\'18:30\\', \\'23:00\\']], \\'thursday\\': [[\\'18:30\\', \\'23:00\\']], \\'friday\\': [[\\'18:30\\', \\'23:59\\']], \\'saturday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:59\\']], \\'sunday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': False, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': True, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content=\"Great food. Ate breakfast and evening dinner at this restaurant. Both represented great value for money in what is quite an expensive city. A good choice of food and a great atmosphere. {'name': 'Sears Fine Food', 'address': '439 Powell St', 'locality': 'San Francisco', 'latitude': 37.788773, 'longitude': -122.40863, 'cuisine': ['American', 'Diner', 'Traditional', 'Coffee', 'Californian'], 'price': '2', 'rating': 4.0, 'hours': {'monday': [['6:30', '22:00']], 'tuesday': [['6:30', '22:00']], 'wednesday': [['6:30', '22:00']], 'thursday': [['6:30', '22:00']], 'friday': [['6:30', '22:00']], 'saturday': [['6:30', '22:00']], 'sunday': [['6:30', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': True}\", mime_type=, metadata={})]\n", "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", - "[FunctionCall(id='call_rPFZjRSlPUceLVO6WeL2wnaw', arguments='{\"restaurant_name\": \"Bar Tartine\", \"all_reviews\": [\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience.\", \"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF.\", \"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It\\'s very crowdy on week ends and you \\'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it\\'s woth the cost and it\\'s a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\"]}', name='summarize'), FunctionCall(id='call_GkzI1rFjL29ndTrcmHH0uU19', arguments='{\"restaurant_name\": \"Bazaar Cafe\", \"all_reviews\": [\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away.\"]}', name='summarize'), FunctionCall(id='call_kGnyAfjRRVZtKEo3KxpNPhqx', arguments='{\"restaurant_name\": \"Bacco\", \"all_reviews\": [\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can\\'t evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing.\"]}', name='summarize'), FunctionCall(id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', arguments='{\"restaurant_name\": \"Americano\", \"all_reviews\": [\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable.\", \"Hors de\\' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can\\'t say this is the best or that one isn\\'t that good. But, in this case, you can say this is one toward the very top.\"]}', name='summarize')]\n" + "[FunctionCall(id='call_qiKuu59aMG3sICgcBznOdjYu', arguments='{\"restaurant_name\": \"Colibri Mexican Bistro\", \"all_reviews\": [\"Good food, very busy Food is very good and good drinks. We booked table in advance which is recommended as the place is very busy.The service is attentive and prompt (almost too prompt). Not much time between the meals. The tables are very close, so not much privacy.We had a table located close to the door.. Every time someone entered or left the restaurant we felt the cold draft from outside. Since the restaurant is very busy it continued all the time, which was actually quite uncomfortable. The rating is based on the food.\"]}', name='summarize'), FunctionCall(id='call_yWbAFo2ASWc77QTruXLErzrS', arguments='{\"restaurant_name\": \"Lori\\'s Diner\", \"all_reviews\": [\"Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area\", \"Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint.\"]}', name='summarize'), FunctionCall(id='call_LtPLsu3Tbk5gyYIvV5aVT8dp', arguments='{\"restaurant_name\": \"McCormick & Kuleto\\'s Seafood & Steaks\", \"all_reviews\": [\"Great view,service & food Had a great time at restaurant food and drinks were great.Was running late and Mario kept my reservation and Bill gave excellent service. The food was good expensive and ala carte.Are Bill was 160.00 for couple .The bread was hard and parking was garage only ,it was raining so this was ok.Great atmosphere.\"]}', name='summarize'), FunctionCall(id='call_9lnaWTz2oPnAgUfBEqQvZ4hD', arguments='{\"restaurant_name\": \"Scoma\\'s Restaurant\", \"all_reviews\": [\"Lunch with a view with friends, oh and a view To say the food is excellent would be an exaggeration but it\\'s really good. Under crispy French fries and over seasoned chowder. That\\'s the bad part over because the rest of our meal was just delightful. I have no major, negative criticism of the menu other than the fact that it seems enough of the fish on this pier built restaurant is not local but from Nantucket, Maine and other places. I know, you can\\'t get some stuff locally but it makes sense to use your local produce and it felt a little bit like trying to do everything rather than sustaining local business. No major issue but it would have been nice to see at the very least Californian produce. I\\'m being fussy. My meal was tasty and I enjoyed the crab parfait very much although hoped it would have been in pâté style rather than in the ice cream sundae style of \\'parfait\\'. My special dish of lobster risotto was excellent - creamy and on the over side of al dente. The view is to die for and the staff are very friendly and efficient. Really loved it here and will be back.\"]}', name='summarize'), FunctionCall(id='call_sZ95iYo0GEWO3UFfE4po5gdO', arguments='{\"restaurant_name\": \"Sears Fine Food\", \"all_reviews\": [\"Great food. Ate breakfast and evening dinner at this restaurant. Both represented great value for money in what is quite an expensive city. A good choice of food and a great atmosphere.\"]}', name='summarize')]\n" ] }, { @@ -312,13 +327,15 @@ "output_type": "stream", "text": [ "Device set to use mps:0\n", - "Your max_length is set to 1024, but your input_length is only 488. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=244)\n", + "Your max_length is set to 1024, but your input_length is only 111. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=55)\n", + "Device set to use mps:0\n", + "Your max_length is set to 1024, but your input_length is only 193. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=96)\n", "Device set to use mps:0\n", - "Your max_length is set to 1024, but your input_length is only 46. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=23)\n", + "Your max_length is set to 1024, but your input_length is only 77. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=38)\n", "Device set to use mps:0\n", - "Your max_length is set to 1024, but your input_length is only 89. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=44)\n", + "Your max_length is set to 1024, but your input_length is only 242. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=121)\n", "Device set to use mps:0\n", - "Your max_length is set to 1024, but your input_length is only 157. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=78)\n" + "Your max_length is set to 1024, but your input_length is only 39. Since this is a summarization task, where outputs shorter than the input are typically wanted, you might consider decreasing max_length manually, e.g. summarizer('...', max_length=19)\n" ] }, { @@ -326,61 +343,48 @@ "output_type": "stream", "text": [ "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", - "[FunctionExecutionResult(content='Bar Tartine: The food was excellent,If you are willing to try something a little off the usual you will have a great experience. Wine list is extensive with wines from a broad range of countries. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. I would have given 5 stars but we got a hair in are food and we were still charged for the dish. The decor is really cool and the atmosphere is good. The service is excellent but this place is very expensive.', name='summarize', call_id='call_rPFZjRSlPUceLVO6WeL2wnaw', is_error=False), FunctionExecutionResult(content=\"Bazaar Cafe: The venue was okay, the food was okay and the value was okay. But none of it blew me away. Not really sure why this is so highly rated - I feel like I must have missed something. It was a good night, but not a great night, I'm not sure why it was so high rated. It's a good movie, but it's not great, I don't know why it's so high-rated. I'm sorry, I just don't think it's good enough for me to rate it that high. I'll be back with a review in a week or two, I promise.\", name='summarize', call_id='call_GkzI1rFjL29ndTrcmHH0uU19', is_error=False), FunctionExecutionResult(content=\"Bacco: The service was excellent and the food was amazing. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The breads and dipping oil served while we waited for the meals were excellent. Our first choice in the area. This was our first choice restaurant close to our hotel. The food was delicious and the portions were generous. There were no problems with the service or the food. The staff were friendly and friendly. The service was good and the meal was delicious.\", name='summarize', call_id='call_kGnyAfjRRVZtKEo3KxpNPhqx', is_error=False), FunctionExecutionResult(content=\"Americano: Hors de' oeuvres is one of the best restaurants in San Francisco. The service is exceptional and the food is exceptional. The house-made ice cream dessert is indescribable. The cocktail menu is great and the service is great. The food is outstanding and the cocktails are great. This is a great restaurant toward the very top of San Francisco's list of great restaurants. It's a great place to stay in the city and to eat in the San Francisco Bay Area at the same time as your friends and family. For more information on this restaurant, visit: www.horsde'oevres.com or call the restaurant on 020 3615 4157.\", name='summarize', call_id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', is_error=False)]\n", - "---------- ThoughtEvent (restaurant_review_agent) ----------\n", - "**A Culinary Journey through the San Francisco Bay Area**\n", - "\n", - "The San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\n", - "\n", - "### American and Contemporary Cuisine\n", - "\n", - "**Bar Tartine** (Price: $$) \n", - "Nestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\n", - "\n", - "### Italian and European Delights\n", + "[FunctionExecutionResult(content=\"Colibri Mexican Bistro: Service is attentive and prompt (almost too prompt). Not much time between the meals. The tables are very close, so not much privacy. We had a table located close to the door. Every time someone entered or left the restaurant we felt the cold draft from outside. Since the restaurant is very busy it continued all the time, which was actually quite uncomfortable. Good food, very busy. Food is very good and good drinks. We booked table in advance which is recommended as the place isvery busy. The rating is based on the food. The restaurant is located in the heart of London's West End. It is open from 7am to 10pm.\", name='summarize', call_id='call_qiKuu59aMG3sICgcBznOdjYu', is_error=False), FunctionExecutionResult(content=\"Lori's Diner: The food was good: as you would expect better than average fast food which tasted fresh and homemade. The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I'm thinking that was not intentionally 'on theme' nor was her unfriendly attitude. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. Would give food 3.5/5 and service 5/5.\", name='summarize', call_id='call_yWbAFo2ASWc77QTruXLErzrS', is_error=False), FunctionExecutionResult(content='McCormick & Kuleto\\'s Seafood & Steaks: Great view,service & food Had a great time at restaurant food and drinks were great. Was running late and Mario kept my reservation and Bill gave excellent service. The food was good expensive and ala carte. Are Bill was 160.00 for couple .The bread was hard and parking was garage only ,it was raining so this was ok.Great atmosphere. Great view, service &\" food. Had agreat time at restaurants food and drink were great, Mario kept his reservation andBill gaveExcellent service. Were Bill was160.000 for couple and the bread washard and parking is garage only. It was raining but this was OK.', name='summarize', call_id='call_LtPLsu3Tbk5gyYIvV5aVT8dp', is_error=False), FunctionExecutionResult(content=\"Scoma's Restaurant: Lunch with a view with friends, oh and a view. To say the food is excellent would be an exaggeration but it's really good. My special dish of lobster risotto was excellent - creamy and on the over side of al dente. The view is to die for and the staff are very friendly and efficient. Really loved it here and will be back. I have no major, negative criticism of the menu other than the fact that it seems enough of the fish on this pier built restaurant is not local but from Nantucket, Maine and other places. No major issue but it would have been nice to see at the very least Californian produce. I'm being fussy.\", name='summarize', call_id='call_9lnaWTz2oPnAgUfBEqQvZ4hD', is_error=False), FunctionExecutionResult(content='Sears Fine Food: Ate breakfast and evening dinner at this restaurant. Both represented great value for money in what is quite an expensive city. A good choice of food and a great atmosphere. Great food. Great service. Great atmosphere. great food. great service. good food. good service. Good service. excellent atmosphere. excellent food. excellent service.great service. fantastic atmosphere.great food.good service.good food.Great service.Great atmosphere.Great food. Ate breakfast, dinner and lunch at the restaurant. It was a great place to eat. A great place for dinner and a good place to hang out. The food was great. The service was good.', name='summarize', call_id='call_sZ95iYo0GEWO3UFfE4po5gdO', is_error=False)]\n", + "---------- TextMessage (restaurant_review_agent) ----------\n", + "### Culinary Adventures in the San Francisco Bay Area: A Comprehensive Guide\n", "\n", - "**Bacco** (Price: $$) \n", - "Situated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\n", + "The San Francisco Bay Area is a haven for food enthusiasts, offering a dynamic and vibrant culinary scene. In this article, we take you on a journey through some of the most popular restaurants in the area, gathering insights from user reviews. Categorized by cuisine and price, here's a look at the top-rated jewels that promise to delight every type of palate.\n", "\n", - "### Cafe and Casual American Dining\n", + "#### Mexican and Bistro Delight: Colibri Mexican Bistro\n", + "**Location**: 438 Geary St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: Colibri Mexican Bistro stands out for its vibrant atmosphere and top-notch food. The service is praised for being attentive and quick, although the pace might be a tad brisk between meals. A highlight is its delectable cocktails, and while reservations are advisable due to its bustling nature, the proximity of tables might feel a little cramped. Despite a draft near the entrance, Colibri excels in delivering quality Mexican cuisine that is worth the slight discomfort.\n", "\n", - "**Bazaar Cafe** (Price: $) \n", - "Though it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\n", + "#### Traditional American Classics: Lori’s Diner\n", + "**Location**: Multiple locations including 900 N Point St and 500 Sutter St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: As a quintessential 24/7 diner, Lori's Diner embodies the classic American dining experience, featuring fresh, homemade fast food and a delightfully themed environment. Customers find a mixed bag in terms of service—while some staff impress with attentiveness, others fall short, leading to some wait frustrations. Overall, it's a place worth visiting for its lively ambiance and nostalgic American fare.\n", "\n", - "### Italian and American California Cuisine\n", + "#### Upscale Seafood and Steaks: McCormick & Kuleto's Seafood & Steaks\n", + "**Location**: 900 N Point St, San Francisco \n", + "**Price**: $$$ \n", + "**Summary**: With a reputation for stunning waterfront views and splendid service, McCormick & Kuleto’s is a haven for seafood and steak lovers. Despite its high ticket prices, the exquisite service provided by staff such as Mario makes dining a memorable experience. Small drawbacks like the hardness of the bread and less-than-ideal parking conditions can be overlooked in light of the overall ambiance and quality palate they offer.\n", "\n", - "**Americano** (Price: $$) \n", - "Located near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\n", + "#### Seafood with an Italian Touch: Scoma’s Restaurant\n", + "**Location**: 47 Pier, San Francisco \n", + "**Price**: $$$ \n", + "**Summary**: Nestled conveniently on the pier, Scoma's Restaurant combines great food with an unbeatable view. Patrons rave about dishes like the lobster risotto and delightful crab parfait. The restaurant tries to embrace locally-sourced ingredients, though some believe there's room for improvement. Despite this, the remarkable view and friendly, competent staff make Scoma's a joyous go-to for both locals and visitors.\n", "\n", - "Each of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city's commitment to culinary excellence.\n", + "#### Quintessential Californian Experience: Sears Fine Food\n", + "**Location**: 439 Powell St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: An embodiment of Californian dining, Sears Fine Food offers a diverse menu in an inviting atmosphere. Renowned for its solid breakfast and dinner options, it is revered for delivering excellent value for money. From morning delights to a nourishing dinner spread, Sears provides an all-around satisfactory experience in one of the country's most expensive cities.\n", "\n", - "Now, I will extract the most commonly occurring keywords present in the article to determine which terms it is likely to rank highly for in keyword search engines.\n", - "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", - "[FunctionCall(id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', arguments='{\"full_text\":\"A Culinary Journey through the San Francisco Bay Area\\\\n\\\\nThe San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\\\\n\\\\nAmerican and Contemporary Cuisine\\\\n\\\\nBar Tartine (Price: $$) \\\\nNestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\\\\n\\\\nItalian and European Delights\\\\n\\\\nBacco (Price: $$) \\\\nSituated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\\\\n\\\\nCafe and Casual American Dining\\\\n\\\\nBazaar Cafe (Price: $) \\\\nThough it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\\\\n\\\\nItalian and American California Cuisine\\\\n\\\\nAmericano (Price: $$) \\\\nLocated near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d\\'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\\\\n\\\\nEach of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city\\'s commitment to culinary excellence.\"}', name='get_keywords')]\n", - "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", - "[FunctionExecutionResult(content=\"['price', 'american', 'dining', 'cuisine', 'cafe', 'culinary', 'san', 'francisco', 'bay', 'area']\", name='get_keywords', call_id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', is_error=False)]\n", - "---------- TextMessage (restaurant_review_agent) ----------\n", - "After analyzing the article, the key search terms it is likely to rank highly for are:\n", - "\n", - "- **Price**\n", - "- **American**\n", - "- **Dining**\n", - "- **Cuisine**\n", - "- **Cafe**\n", - "- **Culinary**\n", - "- **San Francisco**\n", - "- **Bay Area**\n", - "\n", - "These keywords reflect the article's focus on various cuisines and dining experiences available in the San Francisco Bay Area, appealing to readers searching for information on local culinary offerings.\n" + "### Conclusion\n", + "The San Francisco Bay Area's restaurant landscape is as diverse as it is delightful. From authentic Mexican to intricately seasoned seafood, there seems to be a place for everyone, whether you're looking for traditional comfort or an elevated dining affair. These top-rated spots exemplify the region’s culinary prowess, inviting both locals and tourists to savor a meal worth remembering.\n" ] }, { "data": { "text/plain": [ - "TaskResult(messages=[TextMessage(id='6bad5354-0a41-4a2b-a402-dc212d384e0b', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 58, 26, 340453, tzinfo=datetime.timezone.utc), content='Write an article for me reviewing the restaurants in the San Francisco bay area. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category. After writing this, analyze your article and tell me the key search terms it is likely to rank highly for. Call the function get_keywords()', type='TextMessage'), MemoryQueryEvent(id='546e0394-e4f9-4219-94bd-23692c08b29d', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 58, 26, 462659, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away. {'name': 'Bazaar Cafe', 'address': '5927 California St', 'locality': 'San Francisco', 'latitude': 37.783954, 'longitude': -122.481177, 'cuisine': ['Cafe', 'Coffee', 'American', 'Tea', 'Vegetarian'], 'price': '1', 'rating': 5.0, 'hours': {'monday': [['9:00', '22:00']], 'tuesday': [['9:00', '22:00']], 'wednesday': [['9:00', '22:00']], 'thursday': [['9:00', '22:00']], 'friday': [['9:00', '22:00']], 'saturday': [['9:00', '22:00']], 'sunday': [['9:00', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It's very crowdy on week ends and you 'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it's woth the cost and it's a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Hors de' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can't say this is the best or that one isn't that good. But, in this case, you can say this is one toward the very top. {'name': 'Americano', 'address': '8 Mission St', 'locality': 'San Francisco', 'latitude': 37.79362, 'longitude': -122.392915, 'cuisine': ['Italian', 'American', 'Californian', 'Pub Food', 'Cafe'], 'price': '3', 'rating': 3.5, 'hours': {'monday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'tuesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'wednesday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'thursday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'friday': [['6:30', '10:30'], ['11:30', '14:30'], ['17:30', '22:00']], 'saturday': [['7:30', '11:00'], ['17:30', '22:00']], 'sunday': [['7:30', '11:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={})], type='MemoryQueryEvent'), ToolCallRequestEvent(id='66dbb480-ac93-48cd-bb98-d31b3679d27d', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=4547, completion_tokens=853), metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 58, 39, 424002, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_rPFZjRSlPUceLVO6WeL2wnaw', arguments='{\"restaurant_name\": \"Bar Tartine\", \"all_reviews\": [\"truly an experience Reserved a table based upon reviews I read.When my wife and I saw the menu, we had second thoughts it was unusual combinations and dishes.Since we were already there we ordered based upon the recommendation of our waitress.We were extremely happy we did.The food was excellent,If you are willing to try something a little off the usual. you will have a great experience.\", \"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF.\", \"Loved the Unique flavors Recently had dinner with some friends based on a recommendation from a local. The place is adorable with a casual bistro ambiance. Wine list is extensive with wines from a broad range of countries. The menu is great for sharing and trying lots of different things. My husband who usually leaves small plate restaurants hungry, was totally satisfied. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu.\", \"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very \\'San Francisco\\'.Organic, trendy, laidback, good...Not overly priced either.Good place!\", \"Original and good Good products for an original brunch menu. All stuff are fresh and recipes are astonnishing and very San Francisco style.It\\'s very crowdy on week ends and you \\'l want to book a table in advance. A bit Noisy depending on where you are in the room.Prices are SF like but it\\'s woth the cost and it\\'s a good deal for your bucks. Staff is Young , dynamic, and very kind and careful with the guests.\", \"healthy food & diverse menu This is a great place to eat if you are looking for good flavorful food, The menu is well balanced nutritionally. The service is excellent but this place is very expensive. I would have given 5 stars but we got a hair in are food and we were still charged for the dish The decor is really cool and the atmosphere is good.\"]}', name='summarize'), FunctionCall(id='call_GkzI1rFjL29ndTrcmHH0uU19', arguments='{\"restaurant_name\": \"Bazaar Cafe\", \"all_reviews\": [\"Okay Not really sure why this is so highly rated - I feel like I must have missed something. The venue was okay, the food was okay, and the value was okay, but none of it blew me away.\"]}', name='summarize'), FunctionCall(id='call_kGnyAfjRRVZtKEo3KxpNPhqx', arguments='{\"restaurant_name\": \"Bacco\", \"all_reviews\": [\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can\\'t evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing.\"]}', name='summarize'), FunctionCall(id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', arguments='{\"restaurant_name\": \"Americano\", \"all_reviews\": [\"Amazing Service & Food We stayed this in hotel and originally went to 2 other restaurants which we walked out of before we ordered due to bad service, so made our way back to the hotel to this restaurant - our meal was simply outstanding and the service was exceptional, great cocktail menu and our meal was truly memorable.\", \"Hors de\\' oeuvres were outstanding This is not to say the dinner was not as good. It was exceptional. And the house-made ice cream dessert was indescribable. One of the problems with San Francisco is that there are so many great restaurants to choose from you just can\\'t say this is the best or that one isn\\'t that good. But, in this case, you can say this is one toward the very top.\"]}', name='summarize')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='cbdaf388-9ff4-47b6-9146-9ff444c8caad', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 10, 795337, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content='Bar Tartine: The food was excellent,If you are willing to try something a little off the usual you will have a great experience. Wine list is extensive with wines from a broad range of countries. The food is delicious and unique. Each dish was filled with layers of flavors. I highly recommend the porridge bread, cheese dip, meatballs, sprouted lentil croquettes and the tomato salad. We really loved the spices and flavors, nothing bad on this menu. I would have given 5 stars but we got a hair in are food and we were still charged for the dish. The decor is really cool and the atmosphere is good. The service is excellent but this place is very expensive.', name='summarize', call_id='call_rPFZjRSlPUceLVO6WeL2wnaw', is_error=False), FunctionExecutionResult(content=\"Bazaar Cafe: The venue was okay, the food was okay and the value was okay. But none of it blew me away. Not really sure why this is so highly rated - I feel like I must have missed something. It was a good night, but not a great night, I'm not sure why it was so high rated. It's a good movie, but it's not great, I don't know why it's so high-rated. I'm sorry, I just don't think it's good enough for me to rate it that high. I'll be back with a review in a week or two, I promise.\", name='summarize', call_id='call_GkzI1rFjL29ndTrcmHH0uU19', is_error=False), FunctionExecutionResult(content=\"Bacco: The service was excellent and the food was amazing. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The breads and dipping oil served while we waited for the meals were excellent. Our first choice in the area. This was our first choice restaurant close to our hotel. The food was delicious and the portions were generous. There were no problems with the service or the food. The staff were friendly and friendly. The service was good and the meal was delicious.\", name='summarize', call_id='call_kGnyAfjRRVZtKEo3KxpNPhqx', is_error=False), FunctionExecutionResult(content=\"Americano: Hors de' oeuvres is one of the best restaurants in San Francisco. The service is exceptional and the food is exceptional. The house-made ice cream dessert is indescribable. The cocktail menu is great and the service is great. The food is outstanding and the cocktails are great. This is a great restaurant toward the very top of San Francisco's list of great restaurants. It's a great place to stay in the city and to eat in the San Francisco Bay Area at the same time as your friends and family. For more information on this restaurant, visit: www.horsde'oevres.com or call the restaurant on 020 3615 4157.\", name='summarize', call_id='call_ZvVL0WFUdfDlVkXBmTGV9WaG', is_error=False)], type='ToolCallExecutionEvent'), ThoughtEvent(id='1c2bf35e-cbe5-45d8-94be-c10e69cf35da', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 41, 321933, tzinfo=datetime.timezone.utc), content=\"**A Culinary Journey through the San Francisco Bay Area**\\n\\nThe San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\\n\\n### American and Contemporary Cuisine\\n\\n**Bar Tartine** (Price: $$) \\nNestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\\n\\n### Italian and European Delights\\n\\n**Bacco** (Price: $$) \\nSituated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\\n\\n### Cafe and Casual American Dining\\n\\n**Bazaar Cafe** (Price: $) \\nThough it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\\n\\n### Italian and American California Cuisine\\n\\n**Americano** (Price: $$) \\nLocated near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\\n\\nEach of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city's commitment to culinary excellence.\\n\\nNow, I will extract the most commonly occurring keywords present in the article to determine which terms it is likely to rank highly for in keyword search engines.\", type='ThoughtEvent'), ToolCallRequestEvent(id='bbb38aec-3387-441b-900d-e8b6794bcf37', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=5940, completion_tokens=1011), metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 41, 323936, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', arguments='{\"full_text\":\"A Culinary Journey through the San Francisco Bay Area\\\\n\\\\nThe San Francisco Bay Area hosts an extraordinary array of restaurants, offering everything from meticulously crafted fine dining experiences to casual, comforting bites. Let’s explore the top-rated restaurants grouped by their cuisine and price category, delving into what makes each uniquely appealing.\\\\n\\\\nAmerican and Contemporary Cuisine\\\\n\\\\nBar Tartine (Price: $$) \\\\nNestled in the eclectic neighborhood of Valencia St, Bar Tartine offers a culinary adventure unlike any other. Diners are encouraged to experiment with diverse and unique flavors, blending American and French contemporary dishes with a Mediterranean twist. Imagine starting with the porridge bread and cheese dip, moving onto sprouted lentil croquettes, and rounding out your meal with intricate layers of spices and flavors. Although priced on the higher end, the memorable dishes and the vibrant ambiance are worth every penny.\\\\n\\\\nItalian and European Delights\\\\n\\\\nBacco (Price: $$) \\\\nSituated conveniently near local hotels, Bacco offers traditional Italian and European dishes that promise a taste of authentic flavors. Renowned for their excellent service and delectable meals, diners are treated to generous portions complemented by exquisite desserts ideal for sharing. Their bread and dipping oil come highly recommended, setting the stage for an exceptional meal that perfectly encapsulates what makes this restaurant a steady favorite.\\\\n\\\\nCafe and Casual American Dining\\\\n\\\\nBazaar Cafe (Price: $) \\\\nThough it carries high ratings, Bazaar Cafe leaves some guests wondering about its widespread acclaim. With an atmosphere that’s comfortable and welcoming, the menu is filled with standard American cafe fare. While not everyone finds it groundbreaking, it remains a popular spot for those looking for a casual meal in a cozy environment.\\\\n\\\\nItalian and American California Cuisine\\\\n\\\\nAmericano (Price: $$) \\\\nLocated near the bustling heart of the city on Mission St, Americano is celebrated for both its vibrant atmosphere and its consistently praised cuisine. Patrons indulge in expertly crafted cocktails and a menu featuring standout hors d\\'oeuvres, making it a sought-after destination in the Bay Area dining scene. The desserts, particularly the house-made ice cream, are lauded as being indescribable, and both first-time visitors and regulars leave with a sense of wanting more.\\\\n\\\\nEach of these restaurants brings a unique flavor and experience to the vibrant San Francisco dining landscape, demonstrating the city\\'s commitment to culinary excellence.\"}', name='get_keywords')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='fa0c4df5-c7a9-4300-85d9-ec72be4a4e71', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 41, 329211, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=\"['price', 'american', 'dining', 'cuisine', 'cafe', 'culinary', 'san', 'francisco', 'bay', 'area']\", name='get_keywords', call_id='call_9xeMKOPHdhqnpo7Q0WkDM6tI', is_error=False)], type='ToolCallExecutionEvent'), TextMessage(id='03b48714-937b-415a-9593-a63be2fd9ad2', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=6998, completion_tokens=87), metadata={}, created_at=datetime.datetime(2025, 7, 31, 20, 59, 44, 3539, tzinfo=datetime.timezone.utc), content=\"After analyzing the article, the key search terms it is likely to rank highly for are:\\n\\n- **Price**\\n- **American**\\n- **Dining**\\n- **Cuisine**\\n- **Cafe**\\n- **Culinary**\\n- **San Francisco**\\n- **Bay Area**\\n\\nThese keywords reflect the article's focus on various cuisines and dining experiences available in the San Francisco Bay Area, appealing to readers searching for information on local culinary offerings.\", type='TextMessage')], stop_reason=None)" + "TaskResult(messages=[TextMessage(id='679fc2fa-89b1-4f75-92ec-c45b354ef1e9', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 49, 54, 550970, tzinfo=datetime.timezone.utc), content='Write an article reviewing the restaurants in the San Francisco bay area. Include a brief summary of the most popular restaurants based on the user reviews. Group them into categories based on their cuisine and price, and talk about the top rated restaurants in each category.', type='TextMessage'), MemoryQueryEvent(id='596b3ee5-d5c0-4740-81e8-2c6855e14458', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 49, 54, 660417, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"Good food, very busy Food is very good and good drinks. We booked table in advance which is recommended as the place is very busy.The service is attentive and prompt (almost too prompt). Not much time between the meals. The tables are very close, so not much privacy.We had a table located close to the door.. Every time someone entered or left the restaurant we felt the cold draft from outside. Since the restaurant is very busy it continued all the time, which was actually quite uncomfortable. The rating is based on the food. {'name': 'Colibri Mexican Bistro', 'address': '438 Geary St', 'locality': 'San Francisco', 'latitude': 37.787147, 'longitude': -122.410492, 'cuisine': ['Mexican', 'Bistro', 'Southwestern', 'Tapas', 'Ice Cream'], 'price': '2', 'rating': 4.0, 'hours': {'monday': [['11:30', '22:00']], 'tuesday': [['11:30', '22:00']], 'wednesday': [['11:30', '22:00']], 'thursday': [['11:30', '22:00']], 'friday': [['11:30', '23:00']], 'saturday': [['10:30', '23:00']], 'sunday': [['10:30', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': True, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content='Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'900 N Point St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.805747, \\'longitude\\': -122.422483, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'8:00\\', \\'21:00\\']], \\'tuesday\\': [[\\'8:00\\', \\'21:00\\']], \\'wednesday\\': [[\\'8:00\\', \\'21:00\\']], \\'thursday\\': [[\\'8:00\\', \\'21:00\\']], \\'friday\\': [[\\'8:00\\', \\'22:00\\']], \\'saturday\\': [[\\'8:00\\', \\'22:00\\']], \\'sunday\\': [[\\'8:00\\', \\'21:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'500 Sutter St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.789249, \\'longitude\\': -122.408743, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Coffee\\', \\'Traditional\\'], \\'price\\': \\'2\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'18:30\\', \\'23:00\\']], \\'tuesday\\': [[\\'18:30\\', \\'23:00\\']], \\'wednesday\\': [[\\'18:30\\', \\'23:00\\']], \\'thursday\\': [[\\'18:30\\', \\'23:00\\']], \\'friday\\': [[\\'18:30\\', \\'23:59\\']], \\'saturday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:59\\']], \\'sunday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': False, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': True, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'336 Mason St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.786826, \\'longitude\\': -122.409602, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'00:00\\', \\'24:00\\']], \\'tuesday\\': [[\\'00:00\\', \\'24:00\\']], \\'wednesday\\': [[\\'00:00\\', \\'24:00\\']], \\'thursday\\': [[\\'00:00\\', \\'24:00\\']], \\'friday\\': [[\\'00:00\\', \\'24:00\\']], \\'saturday\\': [[\\'00:00\\', \\'24:00\\']], \\'sunday\\': [[\\'00:00\\', \\'24:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Great view,service & food Had a great time at restaurant food and drinks were great.Was running late and Mario kept my reservation and Bill gave excellent service. The food was good expensive and ala carte.Are Bill was 160.00 for couple .The bread was hard and parking was garage only ,it was raining so this was ok.Great atmosphere. {\\'name\\': \"McCormick & Kuleto\\'s Seafood & Steaks\", \\'address\\': \\'900 N Point St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.805898, \\'longitude\\': -122.422545, \\'cuisine\\': [\\'Seafood\\', \\'Steak\\', \\'American\\', \\'Eclectic\\', \\'Kosher\\'], \\'price\\': \\'3\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'11:30\\', \\'22:00\\']], \\'tuesday\\': [[\\'11:30\\', \\'22:00\\']], \\'wednesday\\': [[\\'11:30\\', \\'22:00\\']], \\'thursday\\': [[\\'11:30\\', \\'22:00\\']], \\'friday\\': [[\\'11:30\\', \\'23:00\\']], \\'saturday\\': [[\\'11:30\\', \\'23:00\\']], \\'sunday\\': [[\\'11:30\\', \\'22:00\\']]}, \\'parking\\': True, \\'parking_valet\\': True, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': True, \\'parking_validated\\': True, \\'parking_free\\': True, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': True, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': True, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'900 N Point St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.805747, \\'longitude\\': -122.422483, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'8:00\\', \\'21:00\\']], \\'tuesday\\': [[\\'8:00\\', \\'21:00\\']], \\'wednesday\\': [[\\'8:00\\', \\'21:00\\']], \\'thursday\\': [[\\'8:00\\', \\'21:00\\']], \\'friday\\': [[\\'8:00\\', \\'22:00\\']], \\'saturday\\': [[\\'8:00\\', \\'22:00\\']], \\'sunday\\': [[\\'8:00\\', \\'21:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'336 Mason St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.786826, \\'longitude\\': -122.409602, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Traditional\\', \\'Coffee\\'], \\'price\\': \\'2\\', \\'rating\\': 3.0, \\'hours\\': {\\'monday\\': [[\\'00:00\\', \\'24:00\\']], \\'tuesday\\': [[\\'00:00\\', \\'24:00\\']], \\'wednesday\\': [[\\'00:00\\', \\'24:00\\']], \\'thursday\\': [[\\'00:00\\', \\'24:00\\']], \\'friday\\': [[\\'00:00\\', \\'24:00\\']], \\'saturday\\': [[\\'00:00\\', \\'24:00\\']], \\'sunday\\': [[\\'00:00\\', \\'24:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': True, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': False, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Lunch with a view with friends, oh and a view To say the food is excellent would be an exaggeration but it\\'s really good. Under crispy French fries and over seasoned chowder. That\\'s the bad part over because the rest of our meal was just delightful. I have no major, negative criticism of the menu other than the fact that it seems enough of the fish on this pier built restaurant is not local but from Nantucket, Maine and other places. I know, you can\\'t get some stuff locally but it makes sense to use your local produce and it felt a little bit like trying to do everything rather than sustaining local business. No major issue but it would have been nice to see at the very least Californian produce. I\\'m being fussy. My meal was tasty and I enjoyed the crab parfait very much although hoped it would have been in pâté style rather than in the ice cream sundae style of \\'parfait\\'. My special dish of lobster risotto was excellent - creamy and on the over side of al dente. The view is to die for and the staff are very friendly and efficient. Really loved it here and will be back. {\\'name\\': \"Scoma\\'s Restaurant\", \\'address\\': \\'47 Pier\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.808748, \\'longitude\\': -122.417981, \\'cuisine\\': [\\'Seafood\\', \\'Italian\\', \\'Chowder\\', \\'Steak\\', \\'American\\'], \\'price\\': \\'3\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'11:30\\', \\'22:00\\']], \\'tuesday\\': [[\\'11:30\\', \\'22:00\\']], \\'wednesday\\': [[\\'11:30\\', \\'22:00\\']], \\'thursday\\': [[\\'11:30\\', \\'22:00\\']], \\'friday\\': [[\\'11:30\\', \\'22:30\\']], \\'saturday\\': [[\\'11:30\\', \\'22:30\\']], \\'sunday\\': [[\\'11:30\\', \\'22:00\\']]}, \\'parking\\': True, \\'parking_valet\\': True, \\'parking_garage\\': False, \\'parking_street\\': False, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': True, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': False, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': False, \\'options_glutenfree\\': True, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content='Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. {\\'name\\': \"Lori\\'s Diner\", \\'address\\': \\'500 Sutter St\\', \\'locality\\': \\'San Francisco\\', \\'latitude\\': 37.789249, \\'longitude\\': -122.408743, \\'cuisine\\': [\\'Diner\\', \\'American\\', \\'Burgers\\', \\'Coffee\\', \\'Traditional\\'], \\'price\\': \\'2\\', \\'rating\\': 4.0, \\'hours\\': {\\'monday\\': [[\\'18:30\\', \\'23:00\\']], \\'tuesday\\': [[\\'18:30\\', \\'23:00\\']], \\'wednesday\\': [[\\'18:30\\', \\'23:00\\']], \\'thursday\\': [[\\'18:30\\', \\'23:00\\']], \\'friday\\': [[\\'18:30\\', \\'23:59\\']], \\'saturday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:59\\']], \\'sunday\\': [[\\'00:00\\', \\'3:00\\'], [\\'18:30\\', \\'23:00\\']]}, \\'parking\\': True, \\'parking_valet\\': False, \\'parking_garage\\': False, \\'parking_street\\': True, \\'parking_lot\\': False, \\'parking_validated\\': False, \\'parking_free\\': False, \\'smoking\\': False, \\'accessible_wheelchair\\': True, \\'wifi\\': True, \\'meal_breakfast\\': True, \\'meal_deliver\\': True, \\'meal_dinner\\': True, \\'meal_lunch\\': True, \\'meal_takeout\\': True, \\'meal_cater\\': False, \\'options_healthy\\': True, \\'options_organic\\': False, \\'options_vegetarian\\': True, \\'options_vegan\\': True, \\'options_glutenfree\\': False, \\'options_lowfat\\': False}', mime_type=, metadata={}), MemoryContent(content=\"Great food. Ate breakfast and evening dinner at this restaurant. Both represented great value for money in what is quite an expensive city. A good choice of food and a great atmosphere. {'name': 'Sears Fine Food', 'address': '439 Powell St', 'locality': 'San Francisco', 'latitude': 37.788773, 'longitude': -122.40863, 'cuisine': ['American', 'Diner', 'Traditional', 'Coffee', 'Californian'], 'price': '2', 'rating': 4.0, 'hours': {'monday': [['6:30', '22:00']], 'tuesday': [['6:30', '22:00']], 'wednesday': [['6:30', '22:00']], 'thursday': [['6:30', '22:00']], 'friday': [['6:30', '22:00']], 'saturday': [['6:30', '22:00']], 'sunday': [['6:30', '22:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': True}\", mime_type=, metadata={})], type='MemoryQueryEvent'), ToolCallRequestEvent(id='34733e09-25e2-4129-b310-d974e392cf67', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=4681, completion_tokens=783), metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 50, 4, 448634, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_qiKuu59aMG3sICgcBznOdjYu', arguments='{\"restaurant_name\": \"Colibri Mexican Bistro\", \"all_reviews\": [\"Good food, very busy Food is very good and good drinks. We booked table in advance which is recommended as the place is very busy.The service is attentive and prompt (almost too prompt). Not much time between the meals. The tables are very close, so not much privacy.We had a table located close to the door.. Every time someone entered or left the restaurant we felt the cold draft from outside. Since the restaurant is very busy it continued all the time, which was actually quite uncomfortable. The rating is based on the food.\"]}', name='summarize'), FunctionCall(id='call_yWbAFo2ASWc77QTruXLErzrS', arguments='{\"restaurant_name\": \"Lori\\'s Diner\", \"all_reviews\": [\"Good food, great theme poor service We chose this restaurant because we were staying at the Cartwright hotel which was a few doors down and you get 20% off if your staying there.The food was good: as you would expect better than average fast food which tasted fresh and homemade.The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I\\'m thinking that was not intentionally \\'on theme\\' nor was her unfriendly attitude.Descent food, available 24/7 worth a visit if your hungry and in the area\", \"Average food, great service Would give food 3.5/5 and service 5/5. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint.\"]}', name='summarize'), FunctionCall(id='call_LtPLsu3Tbk5gyYIvV5aVT8dp', arguments='{\"restaurant_name\": \"McCormick & Kuleto\\'s Seafood & Steaks\", \"all_reviews\": [\"Great view,service & food Had a great time at restaurant food and drinks were great.Was running late and Mario kept my reservation and Bill gave excellent service. The food was good expensive and ala carte.Are Bill was 160.00 for couple .The bread was hard and parking was garage only ,it was raining so this was ok.Great atmosphere.\"]}', name='summarize'), FunctionCall(id='call_9lnaWTz2oPnAgUfBEqQvZ4hD', arguments='{\"restaurant_name\": \"Scoma\\'s Restaurant\", \"all_reviews\": [\"Lunch with a view with friends, oh and a view To say the food is excellent would be an exaggeration but it\\'s really good. Under crispy French fries and over seasoned chowder. That\\'s the bad part over because the rest of our meal was just delightful. I have no major, negative criticism of the menu other than the fact that it seems enough of the fish on this pier built restaurant is not local but from Nantucket, Maine and other places. I know, you can\\'t get some stuff locally but it makes sense to use your local produce and it felt a little bit like trying to do everything rather than sustaining local business. No major issue but it would have been nice to see at the very least Californian produce. I\\'m being fussy. My meal was tasty and I enjoyed the crab parfait very much although hoped it would have been in pâté style rather than in the ice cream sundae style of \\'parfait\\'. My special dish of lobster risotto was excellent - creamy and on the over side of al dente. The view is to die for and the staff are very friendly and efficient. Really loved it here and will be back.\"]}', name='summarize'), FunctionCall(id='call_sZ95iYo0GEWO3UFfE4po5gdO', arguments='{\"restaurant_name\": \"Sears Fine Food\", \"all_reviews\": [\"Great food. Ate breakfast and evening dinner at this restaurant. Both represented great value for money in what is quite an expensive city. A good choice of food and a great atmosphere.\"]}', name='summarize')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='772cfe30-2ff1-447a-8ba3-ff2f7c20e795', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 50, 41, 878146, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=\"Colibri Mexican Bistro: Service is attentive and prompt (almost too prompt). Not much time between the meals. The tables are very close, so not much privacy. We had a table located close to the door. Every time someone entered or left the restaurant we felt the cold draft from outside. Since the restaurant is very busy it continued all the time, which was actually quite uncomfortable. Good food, very busy. Food is very good and good drinks. We booked table in advance which is recommended as the place isvery busy. The rating is based on the food. The restaurant is located in the heart of London's West End. It is open from 7am to 10pm.\", name='summarize', call_id='call_qiKuu59aMG3sICgcBznOdjYu', is_error=False), FunctionExecutionResult(content=\"Lori's Diner: The food was good: as you would expect better than average fast food which tasted fresh and homemade. The service was poor: we were ignored repeatedly and had to ask 3 times before our order was taken. When we came to leave the waitress on the till was chewing gum very authentically with her tonsils on show but I'm thinking that was not intentionally 'on theme' nor was her unfriendly attitude. Henry, our waiter, was great and very attentive. Food was only just warm however still good. Had an ice cream sundae to finish which did not disappoint. Would give food 3.5/5 and service 5/5.\", name='summarize', call_id='call_yWbAFo2ASWc77QTruXLErzrS', is_error=False), FunctionExecutionResult(content='McCormick & Kuleto\\'s Seafood & Steaks: Great view,service & food Had a great time at restaurant food and drinks were great. Was running late and Mario kept my reservation and Bill gave excellent service. The food was good expensive and ala carte. Are Bill was 160.00 for couple .The bread was hard and parking was garage only ,it was raining so this was ok.Great atmosphere. Great view, service &\" food. Had agreat time at restaurants food and drink were great, Mario kept his reservation andBill gaveExcellent service. Were Bill was160.000 for couple and the bread washard and parking is garage only. It was raining but this was OK.', name='summarize', call_id='call_LtPLsu3Tbk5gyYIvV5aVT8dp', is_error=False), FunctionExecutionResult(content=\"Scoma's Restaurant: Lunch with a view with friends, oh and a view. To say the food is excellent would be an exaggeration but it's really good. My special dish of lobster risotto was excellent - creamy and on the over side of al dente. The view is to die for and the staff are very friendly and efficient. Really loved it here and will be back. I have no major, negative criticism of the menu other than the fact that it seems enough of the fish on this pier built restaurant is not local but from Nantucket, Maine and other places. No major issue but it would have been nice to see at the very least Californian produce. I'm being fussy.\", name='summarize', call_id='call_9lnaWTz2oPnAgUfBEqQvZ4hD', is_error=False), FunctionExecutionResult(content='Sears Fine Food: Ate breakfast and evening dinner at this restaurant. Both represented great value for money in what is quite an expensive city. A good choice of food and a great atmosphere. Great food. Great service. Great atmosphere. great food. great service. good food. good service. Good service. excellent atmosphere. excellent food. excellent service.great service. fantastic atmosphere.great food.good service.good food.Great service.Great atmosphere.Great food. Ate breakfast, dinner and lunch at the restaurant. It was a great place to eat. A great place for dinner and a good place to hang out. The food was great. The service was good.', name='summarize', call_id='call_sZ95iYo0GEWO3UFfE4po5gdO', is_error=False)], type='ToolCallExecutionEvent'), TextMessage(id='a0d5617d-13c5-45c9-91d7-40714f864395', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=6176, completion_tokens=728), metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 1, 291470, tzinfo=datetime.timezone.utc), content=\"### Culinary Adventures in the San Francisco Bay Area: A Comprehensive Guide\\n\\nThe San Francisco Bay Area is a haven for food enthusiasts, offering a dynamic and vibrant culinary scene. In this article, we take you on a journey through some of the most popular restaurants in the area, gathering insights from user reviews. Categorized by cuisine and price, here's a look at the top-rated jewels that promise to delight every type of palate.\\n\\n#### Mexican and Bistro Delight: Colibri Mexican Bistro\\n**Location**: 438 Geary St, San Francisco \\n**Price**: $$ \\n**Summary**: Colibri Mexican Bistro stands out for its vibrant atmosphere and top-notch food. The service is praised for being attentive and quick, although the pace might be a tad brisk between meals. A highlight is its delectable cocktails, and while reservations are advisable due to its bustling nature, the proximity of tables might feel a little cramped. Despite a draft near the entrance, Colibri excels in delivering quality Mexican cuisine that is worth the slight discomfort.\\n\\n#### Traditional American Classics: Lori’s Diner\\n**Location**: Multiple locations including 900 N Point St and 500 Sutter St, San Francisco \\n**Price**: $$ \\n**Summary**: As a quintessential 24/7 diner, Lori's Diner embodies the classic American dining experience, featuring fresh, homemade fast food and a delightfully themed environment. Customers find a mixed bag in terms of service—while some staff impress with attentiveness, others fall short, leading to some wait frustrations. Overall, it's a place worth visiting for its lively ambiance and nostalgic American fare.\\n\\n#### Upscale Seafood and Steaks: McCormick & Kuleto's Seafood & Steaks\\n**Location**: 900 N Point St, San Francisco \\n**Price**: $$$ \\n**Summary**: With a reputation for stunning waterfront views and splendid service, McCormick & Kuleto’s is a haven for seafood and steak lovers. Despite its high ticket prices, the exquisite service provided by staff such as Mario makes dining a memorable experience. Small drawbacks like the hardness of the bread and less-than-ideal parking conditions can be overlooked in light of the overall ambiance and quality palate they offer.\\n\\n#### Seafood with an Italian Touch: Scoma’s Restaurant\\n**Location**: 47 Pier, San Francisco \\n**Price**: $$$ \\n**Summary**: Nestled conveniently on the pier, Scoma's Restaurant combines great food with an unbeatable view. Patrons rave about dishes like the lobster risotto and delightful crab parfait. The restaurant tries to embrace locally-sourced ingredients, though some believe there's room for improvement. Despite this, the remarkable view and friendly, competent staff make Scoma's a joyous go-to for both locals and visitors.\\n\\n#### Quintessential Californian Experience: Sears Fine Food\\n**Location**: 439 Powell St, San Francisco \\n**Price**: $$ \\n**Summary**: An embodiment of Californian dining, Sears Fine Food offers a diverse menu in an inviting atmosphere. Renowned for its solid breakfast and dinner options, it is revered for delivering excellent value for money. From morning delights to a nourishing dinner spread, Sears provides an all-around satisfactory experience in one of the country's most expensive cities.\\n\\n### Conclusion\\nThe San Francisco Bay Area's restaurant landscape is as diverse as it is delightful. From authentic Mexican to intricately seasoned seafood, there seems to be a place for everyone, whether you're looking for traditional comfort or an elevated dining affair. These top-rated spots exemplify the region’s culinary prowess, inviting both locals and tourists to savor a meal worth remembering.\", type='TextMessage')], stop_reason=None)" ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -392,31 +396,44 @@ ")\n", "\n", "# Create assistant agent with ChromaDB memory\n", - "assistant_agent = AssistantAgent(\n", + "review_agent = AssistantAgent(\n", " name=\"restaurant_review_agent\",\n", " system_message=\"you are an experienced writer and food critic. \",\n", " model_client=model_client,\n", - " tools=[summarize , get_keywords],\n", + " tools=[summarize , get_keywords, publish_article],\n", " memory=[redis_memory],\n", " max_tool_iterations=5,\n", ")\n", "\n", - "agent_task = \"Write an article for me reviewing the restaurants in the San Francisco bay area. \\\n", + "writing_task = \"Write an article reviewing the restaurants in the San Francisco bay area. \\\n", + " Include a brief summary of the most popular restaurants based on the user reviews. \\\n", " Group them into categories based on their cuisine and price, and talk about the \\\n", - " top rated restaurants in each category. \\\n", - " After writing this, analyze your article and tell me the key search terms it is \\\n", - " likely to rank highly for. Call the function get_keywords()\"\n", - "\n", + " top rated restaurants in each category.\"\n", "\n", - "#assistant_agent.\n", + "stream = review_agent.run_stream(task=writing_task)\n", + "await Console(stream)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Follow up tasks\n", + "Our agent doesn't have to be a one-and-done worker. We can ask it to continue toward our overall goal of having a well viewed food critic article.\n", "\n", - "stream = assistant_agent.run_stream(task=agent_task)\n", - "await Console(stream)\n" + "You've probably noticed the agent's output is somewhat messy. That's ok as our final article will be written cleanly to a markdown file." ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -424,44 +441,148 @@ "output_type": "stream", "text": [ "---------- TextMessage (user) ----------\n", - "now write a brief article discussing the unique points of each restaurant individually.\n", - "---------- MemoryQueryEvent (restaurant_review_agent) ----------\n", - "[MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Straightforward menu, flexible wait staff and clean decor and feel Had a business lunch here - the place is nicely done out with a clean simple feel. The wait staff were attentive but not pushy and also we asked for something not on the menu (Lobster roll) and they were happy to oblige. The food was all of a good standard not amazing but solid and professional - I didn't try any but they had good selection of beers. I will probably come back as it's close to my office and they gave a good impression. {'name': 'Anchor & Hope', 'address': '83 Minna St', 'locality': 'San Francisco', 'latitude': 37.787848, 'longitude': -122.398812, 'cuisine': ['Seafood', 'American', 'Cafe', 'Chowder', 'Californian'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['11:30', '14:00'], ['17:30', '22:00']], 'tuesday': [['11:30', '14:00'], ['17:30', '22:00']], 'wednesday': [['11:30', '14:00'], ['17:30', '22:00']], 'thursday': [['11:30', '14:00'], ['17:30', '22:00']], 'friday': [['11:30', '14:00'], ['17:30', '23:00']], 'saturday': [['17:30', '23:00']], 'sunday': [['17:30', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good food, unparalleled terrible service It's a shame really, the food is actually really good which is the only reason why my family continues to come back. As I write this, I realize that sounds ridiculous and perhaps even more so, we actually try to convince ourselves each time that it's going to be different. And each time, it is consistently one of the most tragic, horrendous service experiences and we vow to never go back. We dine regularly enough that the manager must recognize us. For the love of everything holy, her staff manages to. The Manager, as the first experience in the restaurant, is shameful and a true detriment to the business. She is rude and truly doesn't seem to care if she loses customers, in fact, unless you're a regular or have a pre-existing relationship with her, she actually exerts effort to turn customers off/away. Much of the staff has no pep in their step, really excellent at looking busy. I feel badly for those who really hustle and at least act like they care about the customer... I always find myself wishing I had one of those servers. Plan on having a 45 minute to 1 hour wait for the entrees, and to inquire at least twice about the food and each time your water needs a refill. My husband and I hate that we enjoy the food and that the kids eat without complaint (if you're wondering, the only reason why my 7 yr old and 3 yr old are not starving deranged lunatics is because we always order their food as soon as we sit down - as self preservation. There's a tip, I guess. Happy, fed children make for happy parents. There's no room for 4 starving people who, due to poor service and empty bellies become crankier by the moment). After tonight though, we are feeling more resolute to break this nasty cycle... There's gotta be another restaurant where my family is welcomed and valued with really tasty Italian food and wants our business, right? {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Freshly made food This place is a good carry out cafe/bakery with freshly made food. We especially liked the croissants and the Greek salad. It was a little overpriced and I wish there were more tables provided. Overall a good experience. {'name': 'B Star Cafe', 'address': '127 Clement St', 'locality': 'San Francisco', 'latitude': 37.783008, 'longitude': -122.460684, 'cuisine': ['Cafe', 'Asian', 'Burmese', 'American', 'Indian'], 'price': '2', 'rating': 4.5, 'hours': {'monday': [['11:00', '15:30'], ['17:00', '21:30']], 'tuesday': [['11:00', '15:30'], ['17:00', '21:30']], 'wednesday': [['11:00', '15:30'], ['17:00', '21:30']], 'thursday': [['11:00', '15:30'], ['17:00', '21:30']], 'friday': [['11:00', '15:30'], ['17:00', '23:59']], 'saturday': [['00:00', '15:00'], ['17:00', '23:59']], 'sunday': [['00:00', '15:00'], ['17:00', '21:30']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Nice ambiance and lighting at night. Inside and outside seating. Good greetings with a smile. Happy atmosphere. Good menu and beer/wine selection and soft drinks. I have had dinner and lunch there, excellent food and very good happy service. They are very good in asking you how much spice you like in your food and very attentive. Nothing is too much for them. Very good customer service. Wish more places would be like them. One thing I would like to add that staff should not be talking loudly in the restaurant while customers are dining, it's a distraction. All orders should be taken down and delivered to the kitchen, not shouted out from the customers table. Otherwise no other problems that I fore saw. Keep up the standards, quality and good food with high customer service. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good The restaurant is mid sized with indoor and outdoor sitting space. We had dinner and ordered chicken in red curry, tom yam gung and mix veg. The food was good, nothing exceptional. The place has a nice vibe to it and the staff were attentive and friendly. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great food ,service lacking Very noise bar..and half the restaurant is the the bar...had dinner reservations and was setter in the bar..not happy.. Manager was great in moving us to the back dinning room..quite Service was a bit lacking.., but the food was wonderful. ..beet salad ,lovely Lamb chop where great ,an seared fish was great.. Would go back for the food , service a bit disappointing. .nice bar and very nice wine list.. {'name': 'Absinthe Brasserie & Bar', 'address': '398 Hayes St', 'locality': 'San Francisco', 'latitude': 37.777083, 'longitude': -122.422882, 'cuisine': ['French', 'Californian', 'Mediterranean', 'Cafe', 'American'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['11:30', '23:59']], 'wednesday': [['00:00', '00:30'], ['11:30', '23:59']], 'thursday': [['00:00', '00:30'], ['11:30', '23:59']], 'friday': [['00:00', '00:30'], ['11:30', '23:59']], 'saturday': [['00:00', '2:00'], ['11:00', '23:59']], 'sunday': [['00:00', '2:00'], ['11:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={})]\n", + "Now analyze your article and tell me the key search terms it is likely to rank highly for.\n", + "---------- TextMessage (user) ----------\n", + "Using your analysis suggest changes to the original article to improve keyword ranking.\n", + "---------- TextMessage (user) ----------\n", + "Based on your suggestions, edit and modify your article to improve SEO keyword ranking. Give a new list of top keywords\n", + "---------- TextMessage (user) ----------\n", + "When it is ready, publish the article by saving it to a markdown file.\n", + "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", + "[FunctionCall(id='call_rABbThm3fmTWqiYGw0F3LZYR', arguments='{\"full_text\":\"Culinary Adventures in the San Francisco Bay Area: A Comprehensive Guide\\\\n\\\\nThe San Francisco Bay Area is a haven for food enthusiasts, offering a dynamic and vibrant culinary scene. In this article, we take you on a journey through some of the most popular restaurants in the area, gathering insights from user reviews. Categorized by cuisine and price, here\\'s a look at the top-rated jewels that promise to delight every type of palate.\\\\n\\\\nMexican and Bistro Delight: Colibri Mexican Bistro\\\\nLocation: 438 Geary St, San Francisco\\\\nPrice: $$\\\\nSummary: Colibri Mexican Bistro stands out for its vibrant atmosphere and top-notch food. The service is praised for being attentive and quick, although the pace might be a tad brisk between meals. A highlight is its delectable cocktails, and while reservations are advisable due to its bustling nature, the proximity of tables might feel a little cramped. Despite a draft near the entrance, Colibri excels in delivering quality Mexican cuisine that is worth the slight discomfort.\\\\n\\\\nTraditional American Classics: Lori’s Diner\\\\nLocation: Multiple locations including 900 N Point St and 500 Sutter St, San Francisco\\\\nPrice: $$\\\\nSummary: As a quintessential 24/7 diner, Lori\\'s Diner embodies the classic American dining experience, featuring fresh, homemade fast food and a delightfully themed environment. Customers find a mixed bag in terms of service—while some staff impress with attentiveness, others fall short, leading to some wait frustrations. Overall, it\\'s a place worth visiting for its lively ambiance and nostalgic American fare.\\\\n\\\\nUpscale Seafood and Steaks: McCormick & Kuleto\\'s Seafood & Steaks\\\\nLocation: 900 N Point St, San Francisco\\\\nPrice: $$$\\\\nSummary: With a reputation for stunning waterfront views and splendid service, McCormick & Kuleto’s is a haven for seafood and steak lovers. Despite its high ticket prices, the exquisite service provided by staff such as Mario makes dining a memorable experience. Small drawbacks like the hardness of the bread and less-than-ideal parking conditions can be overlooked in light of the overall ambiance and quality palate they offer.\\\\n\\\\nSeafood with an Italian Touch: Scoma’s Restaurant\\\\nLocation: 47 Pier, San Francisco\\\\nPrice: $$$\\\\nSummary: Nestled conveniently on the pier, Scoma\\'s Restaurant combines great food with an unbeatable view. Patrons rave about dishes like the lobster risotto and delightful crab parfait. The restaurant tries to embrace locally-sourced ingredients, though some believe there\\'s room for improvement. Despite this, the remarkable view and friendly, competent staff make Scoma\\'s a joyous go-to for both locals and visitors.\\\\n\\\\nQuintessential Californian Experience: Sears Fine Food\\\\nLocation: 439 Powell St, San Francisco\\\\nPrice: $$\\\\nSummary: An embodiment of Californian dining, Sears Fine Food offers a diverse menu in an inviting atmosphere. Renowned for its solid breakfast and dinner options, it is revered for delivering excellent value for money. From morning delights to a nourishing dinner spread, Sears provides an all-around satisfactory experience in one of the country\\'s most expensive cities.\\\\n\\\\nConclusion\\\\nThe San Francisco Bay Area\\'s restaurant landscape is as diverse as it is delightful. From authentic Mexican to intricately seasoned seafood, there seems to be a place for everyone, whether you\\'re looking for traditional comfort or an elevated dining affair. These top-rated spots exemplify the region’s culinary prowess, inviting both locals and tourists to savor a meal worth remembering.\"}', name='get_keywords')]\n", + "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", + "[FunctionExecutionResult(content=\"['san', 'francisco', 'food', 'price', 'mexican', 'location', 'st', 'summary', 'seafood', 'area']\", name='get_keywords', call_id='call_rABbThm3fmTWqiYGw0F3LZYR', is_error=False)]\n", + "---------- ThoughtEvent (restaurant_review_agent) ----------\n", + "### Key Search Terms\n", + "The key search terms from the original article were: \"San,\" \"Francisco,\" \"food,\" \"price,\" \"Mexican,\" \"location,\" \"St,\" \"summary,\" \"seafood,\" and \"area.\"\n", + "\n", + "### Suggestions to Improve Keyword Ranking\n", + "1. **Focus on Specific Keywords**: To improve SEO, we should focus more on long-tail keywords such as \"restaurants in San Francisco,\" \"best Mexican food in San Francisco,\" and \"seafood restaurants with a view.\"\n", + "\n", + "2. **Enhance Geographic References**: Include more geographic identifiers like neighborhoods or districts within San Francisco.\n", + "\n", + "3. **Highlight Popular Dishes and Unique Selling Points**: Emphasize specific dishes that stand out in reviews, like \"lobster risotto\" or \"locally-sourced seafood,\" to attract niche searches.\n", + "\n", + "4. **Increase Frequency of Key Terms**: Reiterate key phrases like \"San Francisco dining,\" \"culinary scene in the Bay Area,\" and \"top-rated restaurants\" to enhance relevance for those search terms.\n", + "\n", + "### Revised Article for Improved SEO\n", + "\n", + "---\n", + "\n", + "## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\n", + "\n", + "The **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there's something for every discerning palate.\n", + "\n", + "### Discover Unique Mexican Flavors at Colibri Mexican Bistro\n", + "**Location**: 438 Geary St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\n", + "\n", + "### Experience Classic American Dining at Lori’s Diner\n", + "**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \n", + "**Price**: $$ \n", + "**Summary**: Lori's Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\n", + "\n", + "### Elegant Dining at McCormick & Kuleto's Seafood & Steaks\n", + "**Location**: 900 N Point St, San Francisco \n", + "**Price**: $$$ \n", + "**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\n", + "\n", + "### Savor Delightful Seafood at Scoma’s Restaurant\n", + "**Location**: 47 Pier, San Francisco \n", + "**Price**: $$$ \n", + "**Summary**: Located on the scenic San Francisco pier, Scoma's Restaurant combines exquisite dishes with an unbeatable view. It's praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\n", + "\n", + "### Iconic Californian Fare at Sears Fine Food\n", + "**Location**: 439 Powell St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\n", + "\n", + "### Conclusion\n", + "From the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area's restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco's eateries promise culinary adventures that are simply unforgettable.\n", + "\n", + "---\n", + "\n", + "### New List of Top Keywords\n", + "- Restaurants in San Francisco\n", + "- Mexican food in San Francisco\n", + "- Seafood restaurants with a view San Francisco\n", + "- Dining in San Francisco Bay Area\n", + "- San Francisco dining scene\n", + "- Top-rated restaurants in San Francisco\n", + "- Fine dining in San Francisco\n", + "\n", + "Let's publish the revised article to a markdown file.\n", + "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", + "[FunctionCall(id='call_hNYw1jUc72s3ce1fe6W8WnYP', arguments='{\"final_draft\":\"## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\\\\n\\\\nThe **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there\\'s something for every discerning palate.\\\\n\\\\n### Discover Unique Mexican Flavors at Colibri Mexican Bistro\\\\n**Location**: 438 Geary St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\\\\n\\\\n### Experience Classic American Dining at Lori’s Diner\\\\n**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \\\\n**Price**: $$ \\\\n**Summary**: Lori\\'s Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\\\\n\\\\n### Elegant Dining at McCormick & Kuleto\\'s Seafood & Steaks\\\\n**Location**: 900 N Point St, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\\\\n\\\\n### Savor Delightful Seafood at Scoma’s Restaurant\\\\n**Location**: 47 Pier, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Located on the scenic San Francisco pier, Scoma\\'s Restaurant combines exquisite dishes with an unbeatable view. It\\'s praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\\\\n\\\\n### Iconic Californian Fare at Sears Fine Food\\\\n**Location**: 439 Powell St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\\\\n\\\\n### Conclusion\\\\nFrom the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area\\'s restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco\\'s eateries promise culinary adventures that are simply unforgettable.\\\\n\",\"file_name\":\"San_Francisco_Restaurant_Guide.md\"}', name='publish_article')]\n", + "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", + "[FunctionExecutionResult(content=\"name '__file__' is not defined\", name='publish_article', call_id='call_hNYw1jUc72s3ce1fe6W8WnYP', is_error=True)]\n", + "---------- ThoughtEvent (restaurant_review_agent) ----------\n", + "It seems there was an error while trying to publish the article to a markdown file. Let me try that again.\n", + "---------- ToolCallRequestEvent (restaurant_review_agent) ----------\n", + "[FunctionCall(id='call_2nvpXpN13RtgqO3Q0TVFxxqT', arguments='{\"final_draft\":\"## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\\\\n\\\\nThe **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there\\'s something for every discerning palate.\\\\n\\\\n### Discover Unique Mexican Flavors at Colibri Mexican Bistro\\\\n**Location**: 438 Geary St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\\\\n\\\\n### Experience Classic American Dining at Lori’s Diner\\\\n**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \\\\n**Price**: $$ \\\\n**Summary**: Lori\\'s Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\\\\n\\\\n### Elegant Dining at McCormick & Kuleto\\'s Seafood & Steaks\\\\n**Location**: 900 N Point St, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\\\\n\\\\n### Savor Delightful Seafood at Scoma’s Restaurant\\\\n**Location**: 47 Pier, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Located on the scenic San Francisco pier, Scoma\\'s Restaurant combines exquisite dishes with an unbeatable view. It\\'s praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\\\\n\\\\n### Iconic Californian Fare at Sears Fine Food\\\\n**Location**: 439 Powell St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\\\\n\\\\n### Conclusion\\\\nFrom the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area\\'s restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco\\'s eateries promise culinary adventures that are simply unforgettable.\\\\n\",\"file_name\":\"San_Francisco_Restaurant_Guide.md\"}', name='publish_article')]\n", + "---------- ToolCallExecutionEvent (restaurant_review_agent) ----------\n", + "[FunctionExecutionResult(content=\"name '__file__' is not defined\", name='publish_article', call_id='call_2nvpXpN13RtgqO3Q0TVFxxqT', is_error=True)]\n", "---------- TextMessage (restaurant_review_agent) ----------\n", - "**Bar Tartine** \n", - "Located on Valencia Street, Bar Tartine is famed for its innovative culinary creations that marry American, French, and Mediterranean flavors. Diners appreciate its creative menu that offers unique dishes such as sprouted lentil croquettes and tomato salads packed with layers of spices. The atmosphere is trendy yet laidback, making it a perfect spot for a unique dining experience.\n", + "I apologize for the issue in publishing the article. It seems there's an issue with the execution environment. However, you can easily copy the revised article and paste it into a markdown file on your local machine. Simply create a new file named `San_Francisco_Restaurant_Guide.md` and paste the content below:\n", + "\n", + "```\n", + "## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\n", + "\n", + "The **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there's something for every discerning palate.\n", "\n", - "**Anchor & Hope** \n", - "Situated on Minna Street, Anchor & Hope is a haven for seafood lovers. The restaurant is known for its straightforward menu and welcoming ambiance, making it a great spot for business lunches. Despite not housing an extravagant menu, it provides quality dishes and a solid selection of beers, ensuring good value for your money.\n", + "### Discover Unique Mexican Flavors at Colibri Mexican Bistro\n", + "**Location**: 438 Geary St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\n", "\n", - "**Bacco** \n", - "On Diamond Street, Bacco delivers the essence of Italian and European cuisine, featuring unforgettable meals and exemplary service. Although service can sometimes be a point of contention, its delightful bread and dipping oil, coupled with satisfying portions, leave guests with a lasting positive impression. The vibrant atmosphere and top-notch cuisine have helped it cultivate a loyal customer base.\n", + "### Experience Classic American Dining at Lori’s Diner\n", + "**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \n", + "**Price**: $$ \n", + "**Summary**: Lori's Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\n", "\n", - "**B Star Cafe** \n", - "Found on Clement Street, B Star Cafe serves up a fusion of cafe and Burmese-American cuisine. Known for freshly made dishes, their croissants and Greek salad are particularly highlighted. While a bit overpriced, the cozy environment and quality of food ensure that visitors have an enjoyable meal.\n", + "### Elegant Dining at McCormick & Kuleto's Seafood & Steaks\n", + "**Location**: 900 N Point St, San Francisco \n", + "**Price**: $$$ \n", + "**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\n", "\n", - "**Bamboo Restaurant** \n", - "Located on Polk Street, Bamboo Restaurant offers a diverse menu with a focus on Chinese and Asian cuisine. With both indoor and outdoor seating, it provides a pleasant dining experience complemented by attentive service. Diners often appreciate the happy ambiance and diverse menu options tailored to suit varied spice preferences.\n", + "### Savor Delightful Seafood at Scoma’s Restaurant\n", + "**Location**: 47 Pier, San Francisco \n", + "**Price**: $$$ \n", + "**Summary**: Located on the scenic San Francisco pier, Scoma's Restaurant combines exquisite dishes with an unbeatable view. It's praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\n", "\n", - "**Absinthe Brasserie & Bar** \n", - "Found on Hayes Street, Absinthe Brasserie & Bar merges French, Californian, and Mediterranean influences to provide a remarkable culinary experience. While the lively bar environment might be noisy for some, the staff's efforts to accommodate guests by relocating them to quieter dining areas are appreciated. The excellent menu, featuring dishes like beet salads and lamb chops, consistently draws patrons back.\n", + "### Iconic Californian Fare at Sears Fine Food\n", + "**Location**: 439 Powell St, San Francisco \n", + "**Price**: $$ \n", + "**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\n", "\n", - "Each restaurant, with its unique offerings, adds to the rich culinary tapestry of the San Francisco Bay Area, providing diners with a variety of exceptional dining experiences.\n" + "### Conclusion\n", + "From the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area's restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco's eateries promise culinary adventures that are simply unforgettable.\n", + "```\n", + "\n", + "This retains the structure and the new emphasis on SEO keywords for optimal search ranking.\n" ] }, { "data": { "text/plain": [ - "TaskResult(messages=[TextMessage(id='bc759e29-0384-49b6-8405-be4477b46203', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 21, 0, 25, 89718, tzinfo=datetime.timezone.utc), content='now write a brief article discussing the unique points of each restaurant individually.', type='TextMessage'), MemoryQueryEvent(id='30100736-3e67-467d-a2ac-5c2308922f96', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 7, 31, 21, 0, 25, 279834, tzinfo=datetime.timezone.utc), content=[MemoryContent(content=\"Great for business or couples Creative food selection and fun bar area. We had a large group and the entire staff catered well. The food combinations were unique and well-presented. Overall, a good business dining experience in a gentrifying part of SF. {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Straightforward menu, flexible wait staff and clean decor and feel Had a business lunch here - the place is nicely done out with a clean simple feel. The wait staff were attentive but not pushy and also we asked for something not on the menu (Lobster roll) and they were happy to oblige. The food was all of a good standard not amazing but solid and professional - I didn't try any but they had good selection of beers. I will probably come back as it's close to my office and they gave a good impression. {'name': 'Anchor & Hope', 'address': '83 Minna St', 'locality': 'San Francisco', 'latitude': 37.787848, 'longitude': -122.398812, 'cuisine': ['Seafood', 'American', 'Cafe', 'Chowder', 'Californian'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['11:30', '14:00'], ['17:30', '22:00']], 'tuesday': [['11:30', '14:00'], ['17:30', '22:00']], 'wednesday': [['11:30', '14:00'], ['17:30', '22:00']], 'thursday': [['11:30', '14:00'], ['17:30', '22:00']], 'friday': [['11:30', '14:00'], ['17:30', '23:00']], 'saturday': [['17:30', '23:00']], 'sunday': [['17:30', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good food, unparalleled terrible service It's a shame really, the food is actually really good which is the only reason why my family continues to come back. As I write this, I realize that sounds ridiculous and perhaps even more so, we actually try to convince ourselves each time that it's going to be different. And each time, it is consistently one of the most tragic, horrendous service experiences and we vow to never go back. We dine regularly enough that the manager must recognize us. For the love of everything holy, her staff manages to. The Manager, as the first experience in the restaurant, is shameful and a true detriment to the business. She is rude and truly doesn't seem to care if she loses customers, in fact, unless you're a regular or have a pre-existing relationship with her, she actually exerts effort to turn customers off/away. Much of the staff has no pep in their step, really excellent at looking busy. I feel badly for those who really hustle and at least act like they care about the customer... I always find myself wishing I had one of those servers. Plan on having a 45 minute to 1 hour wait for the entrees, and to inquire at least twice about the food and each time your water needs a refill. My husband and I hate that we enjoy the food and that the kids eat without complaint (if you're wondering, the only reason why my 7 yr old and 3 yr old are not starving deranged lunatics is because we always order their food as soon as we sit down - as self preservation. There's a tip, I guess. Happy, fed children make for happy parents. There's no room for 4 starving people who, due to poor service and empty bellies become crankier by the moment). After tonight though, we are feeling more resolute to break this nasty cycle... There's gotta be another restaurant where my family is welcomed and valued with really tasty Italian food and wants our business, right? {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Our first choice in the area This was our first choice restaurant close to our hotel. It was very snowy night so I really can't evaluate the typical efficiency of the staff. The service was excellent and the food was amazing. The breads and dipping oil served while we waited for the meals were excellent. All four of our meals looked and tasted amazing. The portions were not huge but generous. The desserts were definitely sized for sharing. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Freshly made food This place is a good carry out cafe/bakery with freshly made food. We especially liked the croissants and the Greek salad. It was a little overpriced and I wish there were more tables provided. Overall a good experience. {'name': 'B Star Cafe', 'address': '127 Clement St', 'locality': 'San Francisco', 'latitude': 37.783008, 'longitude': -122.460684, 'cuisine': ['Cafe', 'Asian', 'Burmese', 'American', 'Indian'], 'price': '2', 'rating': 4.5, 'hours': {'monday': [['11:00', '15:30'], ['17:00', '21:30']], 'tuesday': [['11:00', '15:30'], ['17:00', '21:30']], 'wednesday': [['11:00', '15:30'], ['17:00', '21:30']], 'thursday': [['11:00', '15:30'], ['17:00', '21:30']], 'friday': [['11:00', '15:30'], ['17:00', '23:59']], 'saturday': [['00:00', '15:00'], ['17:00', '23:59']], 'sunday': [['00:00', '15:00'], ['17:00', '21:30']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Nice ambiance and lighting at night. Inside and outside seating. Good greetings with a smile. Happy atmosphere. Good menu and beer/wine selection and soft drinks. I have had dinner and lunch there, excellent food and very good happy service. They are very good in asking you how much spice you like in your food and very attentive. Nothing is too much for them. Very good customer service. Wish more places would be like them. One thing I would like to add that staff should not be talking loudly in the restaurant while customers are dining, it's a distraction. All orders should be taken down and delivered to the kitchen, not shouted out from the customers table. Otherwise no other problems that I fore saw. Keep up the standards, quality and good food with high customer service. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great Italian Food, great drink menu Group of 10 went for lunch on a Saturday.We were seated right away and our waitress was tentative in getting our drinks ,answering our questions, and checking on us all. Everyone's food was great. They have options for most items to be lunch portion for the whole menu, the interior and exterior were decorated well with Italian rustic theme, the entire place was clean. Everything was priced well and had something everyone could enjoy. {'name': 'Bacco', 'address': '737 Diamond St', 'locality': 'San Francisco', 'latitude': 37.751483, 'longitude': -122.436211, 'cuisine': ['Italian', 'European', 'Cafe', 'Mediterranean', 'Pizza'], 'price': '3', 'rating': 4.0, 'hours': {'monday': [['17:30', '21:30']], 'tuesday': [['17:30', '21:30']], 'wednesday': [['17:30', '21:30']], 'thursday': [['17:30', '21:30']], 'friday': [['17:30', '22:00']], 'saturday': [['17:30', '22:00']], 'sunday': [['17:00', '21:00']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good The restaurant is mid sized with indoor and outdoor sitting space. We had dinner and ordered chicken in red curry, tom yam gung and mix veg. The food was good, nothing exceptional. The place has a nice vibe to it and the staff were attentive and friendly. {'name': 'Bamboo Restaurant', 'address': '1441 Polk St', 'locality': 'San Francisco', 'latitude': 37.790123, 'longitude': -122.420706, 'cuisine': ['Chinese', 'Asian', 'Middle Eastern', 'Seafood', 'Vegetarian'], 'price': '1', 'rating': 3.0, 'hours': {'monday': [['11:00', '23:59']], 'tuesday': [['11:00', '23:59']], 'wednesday': [['11:00', '23:59']], 'thursday': [['11:00', '23:59']], 'friday': [['11:00', '23:59']], 'saturday': [['11:00', '23:59']], 'sunday': [['12:00', '23:59']]}, 'parking': True, 'parking_valet': False, 'parking_garage': False, 'parking_street': True, 'parking_lot': False, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': True, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': True, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Good and different I liked the way the restaurant looked, the food was good and different.To me, foreigner, this is very 'San Francisco'.Organic, trendy, laidback, good...Not overly priced either.Good place! {'name': 'Bar Tartine', 'address': '561 Valencia St', 'locality': 'San Francisco', 'latitude': 37.763972, 'longitude': -122.421755, 'cuisine': ['American', 'French', 'Contemporary', 'Bakery', 'Mediterranean'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['18:00', '22:00']], 'wednesday': [['18:00', '22:00']], 'thursday': [['18:00', '22:00']], 'friday': [['18:00', '23:00']], 'saturday': [['11:30', '14:30'], ['18:00', '23:00']], 'sunday': [['11:30', '14:30'], ['18:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': False, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': False, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': True, 'options_lowfat': False}\", mime_type=, metadata={}), MemoryContent(content=\"Great food ,service lacking Very noise bar..and half the restaurant is the the bar...had dinner reservations and was setter in the bar..not happy.. Manager was great in moving us to the back dinning room..quite Service was a bit lacking.., but the food was wonderful. ..beet salad ,lovely Lamb chop where great ,an seared fish was great.. Would go back for the food , service a bit disappointing. .nice bar and very nice wine list.. {'name': 'Absinthe Brasserie & Bar', 'address': '398 Hayes St', 'locality': 'San Francisco', 'latitude': 37.777083, 'longitude': -122.422882, 'cuisine': ['French', 'Californian', 'Mediterranean', 'Cafe', 'American'], 'price': '3', 'rating': 4.0, 'hours': {'tuesday': [['11:30', '23:59']], 'wednesday': [['00:00', '00:30'], ['11:30', '23:59']], 'thursday': [['00:00', '00:30'], ['11:30', '23:59']], 'friday': [['00:00', '00:30'], ['11:30', '23:59']], 'saturday': [['00:00', '2:00'], ['11:00', '23:59']], 'sunday': [['00:00', '2:00'], ['11:00', '22:00']]}, 'parking': True, 'parking_valet': True, 'parking_garage': True, 'parking_street': True, 'parking_lot': True, 'parking_validated': False, 'parking_free': False, 'smoking': False, 'accessible_wheelchair': True, 'wifi': True, 'meal_breakfast': True, 'meal_deliver': False, 'meal_dinner': True, 'meal_lunch': True, 'meal_takeout': True, 'meal_cater': True, 'options_healthy': True, 'options_organic': False, 'options_vegetarian': True, 'options_vegan': False, 'options_glutenfree': False, 'options_lowfat': False}\", mime_type=, metadata={})], type='MemoryQueryEvent'), TextMessage(id='70ba5610-a7c9-4abf-abdc-d6c6311c656f', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=11799, completion_tokens=455), metadata={}, created_at=datetime.datetime(2025, 7, 31, 21, 0, 39, 878941, tzinfo=datetime.timezone.utc), content=\"**Bar Tartine** \\nLocated on Valencia Street, Bar Tartine is famed for its innovative culinary creations that marry American, French, and Mediterranean flavors. Diners appreciate its creative menu that offers unique dishes such as sprouted lentil croquettes and tomato salads packed with layers of spices. The atmosphere is trendy yet laidback, making it a perfect spot for a unique dining experience.\\n\\n**Anchor & Hope** \\nSituated on Minna Street, Anchor & Hope is a haven for seafood lovers. The restaurant is known for its straightforward menu and welcoming ambiance, making it a great spot for business lunches. Despite not housing an extravagant menu, it provides quality dishes and a solid selection of beers, ensuring good value for your money.\\n\\n**Bacco** \\nOn Diamond Street, Bacco delivers the essence of Italian and European cuisine, featuring unforgettable meals and exemplary service. Although service can sometimes be a point of contention, its delightful bread and dipping oil, coupled with satisfying portions, leave guests with a lasting positive impression. The vibrant atmosphere and top-notch cuisine have helped it cultivate a loyal customer base.\\n\\n**B Star Cafe** \\nFound on Clement Street, B Star Cafe serves up a fusion of cafe and Burmese-American cuisine. Known for freshly made dishes, their croissants and Greek salad are particularly highlighted. While a bit overpriced, the cozy environment and quality of food ensure that visitors have an enjoyable meal.\\n\\n**Bamboo Restaurant** \\nLocated on Polk Street, Bamboo Restaurant offers a diverse menu with a focus on Chinese and Asian cuisine. With both indoor and outdoor seating, it provides a pleasant dining experience complemented by attentive service. Diners often appreciate the happy ambiance and diverse menu options tailored to suit varied spice preferences.\\n\\n**Absinthe Brasserie & Bar** \\nFound on Hayes Street, Absinthe Brasserie & Bar merges French, Californian, and Mediterranean influences to provide a remarkable culinary experience. While the lively bar environment might be noisy for some, the staff's efforts to accommodate guests by relocating them to quieter dining areas are appreciated. The excellent menu, featuring dishes like beet salads and lamb chops, consistently draws patrons back.\\n\\nEach restaurant, with its unique offerings, adds to the rich culinary tapestry of the San Francisco Bay Area, providing diners with a variety of exceptional dining experiences.\", type='TextMessage')], stop_reason=None)" + "TaskResult(messages=[TextMessage(id='e5bd757a-e3f2-494e-bb47-a966802d956f', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 1, 302724, tzinfo=datetime.timezone.utc), content='Now analyze your article and tell me the key search terms it is likely to rank highly for.', type='TextMessage'), TextMessage(id='ad745802-6c0e-47e2-979d-715f8f1af217', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 1, 302800, tzinfo=datetime.timezone.utc), content='Using your analysis suggest changes to the original article to improve keyword ranking.', type='TextMessage'), TextMessage(id='dbe6f357-22b0-4eb5-a075-8bb12078e4cd', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 1, 302810, tzinfo=datetime.timezone.utc), content='Based on your suggestions, edit and modify your article to improve SEO keyword ranking. Give a new list of top keywords', type='TextMessage'), TextMessage(id='77311972-ffbc-4cb7-8213-c46be2c9666e', source='user', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 1, 302818, tzinfo=datetime.timezone.utc), content='When it is ready, publish the article by saving it to a markdown file.', type='TextMessage'), ToolCallRequestEvent(id='c32abf09-2f86-48e7-a05a-b0c2725e7a38', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=7003, completion_tokens=727), metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 11, 906820, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_rABbThm3fmTWqiYGw0F3LZYR', arguments='{\"full_text\":\"Culinary Adventures in the San Francisco Bay Area: A Comprehensive Guide\\\\n\\\\nThe San Francisco Bay Area is a haven for food enthusiasts, offering a dynamic and vibrant culinary scene. In this article, we take you on a journey through some of the most popular restaurants in the area, gathering insights from user reviews. Categorized by cuisine and price, here\\'s a look at the top-rated jewels that promise to delight every type of palate.\\\\n\\\\nMexican and Bistro Delight: Colibri Mexican Bistro\\\\nLocation: 438 Geary St, San Francisco\\\\nPrice: $$\\\\nSummary: Colibri Mexican Bistro stands out for its vibrant atmosphere and top-notch food. The service is praised for being attentive and quick, although the pace might be a tad brisk between meals. A highlight is its delectable cocktails, and while reservations are advisable due to its bustling nature, the proximity of tables might feel a little cramped. Despite a draft near the entrance, Colibri excels in delivering quality Mexican cuisine that is worth the slight discomfort.\\\\n\\\\nTraditional American Classics: Lori’s Diner\\\\nLocation: Multiple locations including 900 N Point St and 500 Sutter St, San Francisco\\\\nPrice: $$\\\\nSummary: As a quintessential 24/7 diner, Lori\\'s Diner embodies the classic American dining experience, featuring fresh, homemade fast food and a delightfully themed environment. Customers find a mixed bag in terms of service—while some staff impress with attentiveness, others fall short, leading to some wait frustrations. Overall, it\\'s a place worth visiting for its lively ambiance and nostalgic American fare.\\\\n\\\\nUpscale Seafood and Steaks: McCormick & Kuleto\\'s Seafood & Steaks\\\\nLocation: 900 N Point St, San Francisco\\\\nPrice: $$$\\\\nSummary: With a reputation for stunning waterfront views and splendid service, McCormick & Kuleto’s is a haven for seafood and steak lovers. Despite its high ticket prices, the exquisite service provided by staff such as Mario makes dining a memorable experience. Small drawbacks like the hardness of the bread and less-than-ideal parking conditions can be overlooked in light of the overall ambiance and quality palate they offer.\\\\n\\\\nSeafood with an Italian Touch: Scoma’s Restaurant\\\\nLocation: 47 Pier, San Francisco\\\\nPrice: $$$\\\\nSummary: Nestled conveniently on the pier, Scoma\\'s Restaurant combines great food with an unbeatable view. Patrons rave about dishes like the lobster risotto and delightful crab parfait. The restaurant tries to embrace locally-sourced ingredients, though some believe there\\'s room for improvement. Despite this, the remarkable view and friendly, competent staff make Scoma\\'s a joyous go-to for both locals and visitors.\\\\n\\\\nQuintessential Californian Experience: Sears Fine Food\\\\nLocation: 439 Powell St, San Francisco\\\\nPrice: $$\\\\nSummary: An embodiment of Californian dining, Sears Fine Food offers a diverse menu in an inviting atmosphere. Renowned for its solid breakfast and dinner options, it is revered for delivering excellent value for money. From morning delights to a nourishing dinner spread, Sears provides an all-around satisfactory experience in one of the country\\'s most expensive cities.\\\\n\\\\nConclusion\\\\nThe San Francisco Bay Area\\'s restaurant landscape is as diverse as it is delightful. From authentic Mexican to intricately seasoned seafood, there seems to be a place for everyone, whether you\\'re looking for traditional comfort or an elevated dining affair. These top-rated spots exemplify the region’s culinary prowess, inviting both locals and tourists to savor a meal worth remembering.\"}', name='get_keywords')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='01a91323-4726-44ad-b5f5-3b1c0a448ca1', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 11, 911827, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=\"['san', 'francisco', 'food', 'price', 'mexican', 'location', 'st', 'summary', 'seafood', 'area']\", name='get_keywords', call_id='call_rABbThm3fmTWqiYGw0F3LZYR', is_error=False)], type='ToolCallExecutionEvent'), ThoughtEvent(id='b308bdec-7065-4747-9484-9885d3608cc8', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 39, 319033, tzinfo=datetime.timezone.utc), content='### Key Search Terms\\nThe key search terms from the original article were: \"San,\" \"Francisco,\" \"food,\" \"price,\" \"Mexican,\" \"location,\" \"St,\" \"summary,\" \"seafood,\" and \"area.\"\\n\\n### Suggestions to Improve Keyword Ranking\\n1. **Focus on Specific Keywords**: To improve SEO, we should focus more on long-tail keywords such as \"restaurants in San Francisco,\" \"best Mexican food in San Francisco,\" and \"seafood restaurants with a view.\"\\n\\n2. **Enhance Geographic References**: Include more geographic identifiers like neighborhoods or districts within San Francisco.\\n\\n3. **Highlight Popular Dishes and Unique Selling Points**: Emphasize specific dishes that stand out in reviews, like \"lobster risotto\" or \"locally-sourced seafood,\" to attract niche searches.\\n\\n4. **Increase Frequency of Key Terms**: Reiterate key phrases like \"San Francisco dining,\" \"culinary scene in the Bay Area,\" and \"top-rated restaurants\" to enhance relevance for those search terms.\\n\\n### Revised Article for Improved SEO\\n\\n---\\n\\n## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\\n\\nThe **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there\\'s something for every discerning palate.\\n\\n### Discover Unique Mexican Flavors at Colibri Mexican Bistro\\n**Location**: 438 Geary St, San Francisco \\n**Price**: $$ \\n**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\\n\\n### Experience Classic American Dining at Lori’s Diner\\n**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \\n**Price**: $$ \\n**Summary**: Lori\\'s Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\\n\\n### Elegant Dining at McCormick & Kuleto\\'s Seafood & Steaks\\n**Location**: 900 N Point St, San Francisco \\n**Price**: $$$ \\n**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\\n\\n### Savor Delightful Seafood at Scoma’s Restaurant\\n**Location**: 47 Pier, San Francisco \\n**Price**: $$$ \\n**Summary**: Located on the scenic San Francisco pier, Scoma\\'s Restaurant combines exquisite dishes with an unbeatable view. It\\'s praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\\n\\n### Iconic Californian Fare at Sears Fine Food\\n**Location**: 439 Powell St, San Francisco \\n**Price**: $$ \\n**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\\n\\n### Conclusion\\nFrom the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area\\'s restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco\\'s eateries promise culinary adventures that are simply unforgettable.\\n\\n---\\n\\n### New List of Top Keywords\\n- Restaurants in San Francisco\\n- Mexican food in San Francisco\\n- Seafood restaurants with a view San Francisco\\n- Dining in San Francisco Bay Area\\n- San Francisco dining scene\\n- Top-rated restaurants in San Francisco\\n- Fine dining in San Francisco\\n\\nLet\\'s publish the revised article to a markdown file.', type='ThoughtEvent'), ToolCallRequestEvent(id='4d42f0f1-7a67-4090-a012-33a4a2206321', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=7772, completion_tokens=1708), metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 39, 320926, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_hNYw1jUc72s3ce1fe6W8WnYP', arguments='{\"final_draft\":\"## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\\\\n\\\\nThe **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there\\'s something for every discerning palate.\\\\n\\\\n### Discover Unique Mexican Flavors at Colibri Mexican Bistro\\\\n**Location**: 438 Geary St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\\\\n\\\\n### Experience Classic American Dining at Lori’s Diner\\\\n**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \\\\n**Price**: $$ \\\\n**Summary**: Lori\\'s Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\\\\n\\\\n### Elegant Dining at McCormick & Kuleto\\'s Seafood & Steaks\\\\n**Location**: 900 N Point St, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\\\\n\\\\n### Savor Delightful Seafood at Scoma’s Restaurant\\\\n**Location**: 47 Pier, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Located on the scenic San Francisco pier, Scoma\\'s Restaurant combines exquisite dishes with an unbeatable view. It\\'s praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\\\\n\\\\n### Iconic Californian Fare at Sears Fine Food\\\\n**Location**: 439 Powell St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\\\\n\\\\n### Conclusion\\\\nFrom the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area\\'s restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco\\'s eateries promise culinary adventures that are simply unforgettable.\\\\n\",\"file_name\":\"San_Francisco_Restaurant_Guide.md\"}', name='publish_article')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='e604af42-836b-4f1a-b0e4-a921635d6b0f', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 39, 326920, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=\"name '__file__' is not defined\", name='publish_article', call_id='call_hNYw1jUc72s3ce1fe6W8WnYP', is_error=True)], type='ToolCallExecutionEvent'), ThoughtEvent(id='06ee947e-2588-42a6-9eb4-1a9f91648d44', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 43, 925744, tzinfo=datetime.timezone.utc), content='It seems there was an error while trying to publish the article to a markdown file. Let me try that again.', type='ThoughtEvent'), ToolCallRequestEvent(id='2d300bf4-64fc-4d7c-b912-3d65d470a2b4', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=9499, completion_tokens=766), metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 43, 928394, tzinfo=datetime.timezone.utc), content=[FunctionCall(id='call_2nvpXpN13RtgqO3Q0TVFxxqT', arguments='{\"final_draft\":\"## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\\\\n\\\\nThe **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there\\'s something for every discerning palate.\\\\n\\\\n### Discover Unique Mexican Flavors at Colibri Mexican Bistro\\\\n**Location**: 438 Geary St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\\\\n\\\\n### Experience Classic American Dining at Lori’s Diner\\\\n**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \\\\n**Price**: $$ \\\\n**Summary**: Lori\\'s Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\\\\n\\\\n### Elegant Dining at McCormick & Kuleto\\'s Seafood & Steaks\\\\n**Location**: 900 N Point St, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\\\\n\\\\n### Savor Delightful Seafood at Scoma’s Restaurant\\\\n**Location**: 47 Pier, San Francisco \\\\n**Price**: $$$ \\\\n**Summary**: Located on the scenic San Francisco pier, Scoma\\'s Restaurant combines exquisite dishes with an unbeatable view. It\\'s praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\\\\n\\\\n### Iconic Californian Fare at Sears Fine Food\\\\n**Location**: 439 Powell St, San Francisco \\\\n**Price**: $$ \\\\n**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\\\\n\\\\n### Conclusion\\\\nFrom the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area\\'s restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco\\'s eateries promise culinary adventures that are simply unforgettable.\\\\n\",\"file_name\":\"San_Francisco_Restaurant_Guide.md\"}', name='publish_article')], type='ToolCallRequestEvent'), ToolCallExecutionEvent(id='209d08dc-227b-491b-9692-aa978d9a4e4b', source='restaurant_review_agent', models_usage=None, metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 43, 933656, tzinfo=datetime.timezone.utc), content=[FunctionExecutionResult(content=\"name '__file__' is not defined\", name='publish_article', call_id='call_2nvpXpN13RtgqO3Q0TVFxxqT', is_error=True)], type='ToolCallExecutionEvent'), TextMessage(id='a36fae6e-e774-4194-9986-463792608117', source='restaurant_review_agent', models_usage=RequestUsage(prompt_tokens=10284, completion_tokens=765), metadata={}, created_at=datetime.datetime(2025, 8, 1, 18, 51, 48, 640113, tzinfo=datetime.timezone.utc), content=\"I apologize for the issue in publishing the article. It seems there's an issue with the execution environment. However, you can easily copy the revised article and paste it into a markdown file on your local machine. Simply create a new file named `San_Francisco_Restaurant_Guide.md` and paste the content below:\\n\\n```\\n## Culinary Adventures and Top-Rated Restaurants in the San Francisco Bay Area\\n\\nThe **San Francisco Bay Area** is a premier destination for food lovers, featuring a vibrant and diverse **dining scene** that attracts locals and tourists alike. This guide explores top-rated restaurants in San Francisco, segmented by cuisine and price, based on extensive user reviews. From authentic **Mexican food** to upscale **seafood restaurants** with stunning **bay views**, there's something for every discerning palate.\\n\\n### Discover Unique Mexican Flavors at Colibri Mexican Bistro\\n**Location**: 438 Geary St, San Francisco \\n**Price**: $$ \\n**Summary**: Enjoy a vibrant **Mexican dining** experience at Colibri Mexican Bistro with its lively atmosphere and acclaimed Mexican cuisine. Known for its quick, attentive service, delectable cocktails, and charming ambiance, this spot is ideal for both locals and visitors looking to dive into authentic Mexican flavors in downtown San Francisco.\\n\\n### Experience Classic American Dining at Lori’s Diner\\n**Location**: Multiple Addresses in San Francisco (900 N Point St, 500 Sutter St) \\n**Price**: $$ \\n**Summary**: Lori's Diner offers a taste of traditional **American food** in an iconic 24/7 setting. With freshly made fast food and a nostalgic atmosphere, it’s a charming spot for visitors seeking the essence of classic American flavors. Though service may vary, the diner’s thematic décor and accessible locations make it a must-visit.\\n\\n### Elegant Dining at McCormick & Kuleto's Seafood & Steaks\\n**Location**: 900 N Point St, San Francisco \\n**Price**: $$$ \\n**Summary**: Overlooking the beautiful bay, McCormick & Kuleto’s serves as a sanctuary for **seafood and steak** aficionados. Despite its upscale **dining prices**, patrons appreciate its excellent service and memorable dining experiences. Known for a diverse menu inspired by both **local seafood** and classic steak dishes, this restaurant is a testament to fine dining in San Francisco.\\n\\n### Savor Delightful Seafood at Scoma’s Restaurant\\n**Location**: 47 Pier, San Francisco \\n**Price**: $$$ \\n**Summary**: Located on the scenic San Francisco pier, Scoma's Restaurant combines exquisite dishes with an unbeatable view. It's praised for specialties like lobster risotto and crab parfait, complementing its commitment to local seafood sourcing. With friendly staff and a breathtaking backdrop, Scoma’s offers an immersive **seafood dining** experience.\\n\\n### Iconic Californian Fare at Sears Fine Food\\n**Location**: 439 Powell St, San Francisco \\n**Price**: $$ \\n**Summary**: Sears Fine Food blends the best of **Californian dining** with a classic twist, offering a curated menu of breakfast and dinner delights. Noted for delivering value and a welcoming atmosphere, Sears is a favorite for those looking to experience authentic Californian flavors in a relaxed setting within the bustling city.\\n\\n### Conclusion\\nFrom the bustling vibrancy of Mexican eateries to the elegant charm of seafood restaurants on the bay, the San Francisco Bay Area's restaurant scene is rich and varied. These top spots represent the area’s culinary excellence, providing dining experiences that cater to every occasion and preference. Whether seeking traditional fare or innovative dishes, San Francisco's eateries promise culinary adventures that are simply unforgettable.\\n```\\n\\nThis retains the structure and the new emphasis on SEO keywords for optimal search ranking.\", type='TextMessage')], stop_reason=None)" ] }, - "execution_count": 21, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "stream = assistant_agent.run_stream(task='now write a brief article discussing the unique points of each restaurant individually.')\n", + "from autogen_agentchat.messages import TextMessage\n", + "\n", + "task_list = [TextMessage(source='user', content=\"Now analyze your article and tell me the key search terms it is likely to rank highly for.\"),\n", + " TextMessage(source='user', content=\"Using your analysis suggest changes to the original article to improve keyword ranking.\"),\n", + " TextMessage(source='user', content=\"Based on your suggestions, edit and modify your article to improve SEO keyword ranking. Give a new list of top keywords\"),\n", + " TextMessage(source='user', content=\"When it is ready, publish the article by saving it to a markdown file.\")\n", + "]\n", + "stream = review_agent.run_stream(task=task_list)\n", "await Console(stream)" ] }, @@ -475,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ From 2b1b997a3116e81496116bf2292f54b14f24d58b Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 11:57:33 -0700 Subject: [PATCH 4/9] includes transformers dependency --- python-recipes/agents/04_autogen_agent.ipynb | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index c8954793..2e0b8a18 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -45,7 +45,7 @@ } ], "source": [ - "%pip install -q autogen autogen_agentchat\n", + "%pip install -q autogen autogen_agentchat transformers\n", "%pip install -q \"autogen-ext[redisvl]\"" ] }, @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -74,14 +74,12 @@ ], "source": [ "# NBVAL_SKIP\n", - "'''\n", "%%sh\n", "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n", "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n", "sudo apt-get update > /dev/null 2>&1\n", "sudo apt-get install redis-stack-server > /dev/null 2>&1\n", - "redis-stack-server --daemonize yes\n", - "'''" + "redis-stack-server --daemonize yes" ] }, { From cbaf404a3acfdc80dcd3b798d99a695c7e88cc82 Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 12:03:05 -0700 Subject: [PATCH 5/9] includes openai dependency --- python-recipes/agents/04_autogen_agent.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index 2e0b8a18..fd811dd0 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -45,7 +45,7 @@ } ], "source": [ - "%pip install -q autogen autogen_agentchat transformers\n", + "%pip install -q autogen autogen_agentchat transformers openai\n", "%pip install -q \"autogen-ext[redisvl]\"" ] }, From d013c689706d60dd565370670c14011e08ba6e39 Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 12:15:32 -0700 Subject: [PATCH 6/9] corrects silly cell execution error --- python-recipes/agents/04_autogen_agent.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index fd811dd0..5cc4dc54 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { From 54c2000664c74a73580af04e7025aa426f8c1e63 Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 12:19:30 -0700 Subject: [PATCH 7/9] why is sentence_transformers not already included? --- python-recipes/agents/04_autogen_agent.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index 5cc4dc54..24220089 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -45,7 +45,7 @@ } ], "source": [ - "%pip install -q autogen autogen_agentchat transformers openai\n", + "%pip install -q autogen autogen_agentchat sentence_transformers transformers openai\n", "%pip install -q \"autogen-ext[redisvl]\"" ] }, From 28b50f6d28a38f372650cd694a30c4dc7f613140 Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 13:24:16 -0700 Subject: [PATCH 8/9] includes new autogen notebook in README --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 72bfd5b2..598bcd06 100644 --- a/README.md +++ b/README.md @@ -126,6 +126,7 @@ AI gateways manage LLM traffic through a centralized, managed layer that can imp | 👥 **CrewAI Agents** - Notebook to get started with CrewAI and lang-graph | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/agents/01_crewai_langgraph_redis.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/01_crewai_langgraph_redis.ipynb) | | 🧠 **Memory Agent** - Building an agent with short term and long term memory using Redis | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/agents/03_memory_agent.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/03_memory_agent.ipynb) | | 🛠️ **Full-Featured Agent** - Notebook builds full tool calling agent with semantic cache and router | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/agents/02_full_featured_agent.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/02_full_featured_agent.ipynb) | +| 🥗 **Autogen Agent** - Builds a blog writing agent with Autogen and Redis memory | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/agents/04_autogen_agent.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/04_autogen_agent.ipynb) | ### Computer Vision | Recipe | GitHub | Google Colab | From cab1f16837d49396ff3c25d7006893054692c789 Mon Sep 17 00:00:00 2001 From: Justin Cechmanek Date: Fri, 1 Aug 2025 14:54:19 -0700 Subject: [PATCH 9/9] adds more markdown descriptions --- python-recipes/agents/04_autogen_agent.ipynb | 32 ++++++++++++++++++-- 1 file changed, 29 insertions(+), 3 deletions(-) diff --git a/python-recipes/agents/04_autogen_agent.ipynb b/python-recipes/agents/04_autogen_agent.ipynb index 24220089..b8032d57 100644 --- a/python-recipes/agents/04_autogen_agent.ipynb +++ b/python-recipes/agents/04_autogen_agent.ipynb @@ -131,7 +131,7 @@ "source": [ "## Building our agent\n", "\n", - "We'll be building a product review writing agent that takes in a set of product descriptions, collects relevant information, and provides a summary and analysis you can use for SEO.\n" + "We'll be building a restaurant review writing agent that takes in a set of restaurant reviews, collects relevant information, and provides a summary and analysis you can use for SEO." ] }, { @@ -139,9 +139,14 @@ "metadata": {}, "source": [ "### Defining tools\n", - "One of the defining the features of an agent is its ability to use tools so let's give it some.\n", + "One of the defining the features of an agent is its ability to use tools so let's give it some. Our agent will decide when to call each tool, construct the appropriate arguments, then retrieve and utilize the results.\n", "\n", - "For use with Autogen that just requires we define a well named function with type hints in its signature" + "With Autogen that just requires we define a well named function with type hints in its signature.\n", + "\n", + "We will have three main tools:\n", + "1. A `summarize()` function that can take in a collection of reviews and boil them all down to a single summary.\n", + "2. A `get_keywords()` function to count the most common words present in the article, becuase LLM's often struggle with character counting.\n", + "3. A `publish_article()` function that will write our final article to a separate file we can then upload elsewhere." ] }, { @@ -419,6 +424,17 @@ "outputs": [], "source": [] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's a lot of output from our agent, and it can be hard to parse through all of it.\n", + "\n", + "Take a moment to scan the main points and you'll see the agent takes in the user's task as a `TextMessage`, then proceeds to perform a series of `ToolCallRequestEvent`, `ToolCallExecutionEvent`, `ThoughtEvent`, and `MemoryQuery` actions. The input and output of each of these is printed.\n", + "\n", + "There's no need for us to read it closely as we'll have the final article written to an external file cleanly when we're - or rather our agent - is finished." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -584,6 +600,16 @@ "await Console(stream)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The finished product\n", + "We got another large block of agent output showing us it's hard work. We can see the same `ThoughtEvent` and other actions happening, but what we really care about it is the finished product. Check your local directory for a markdown file with our finished article.\n", + "\n", + "That's it!" + ] + }, { "cell_type": "markdown", "metadata": {},