Work on latest feedback updates

Author: crpietschmann

01_Azure_Overview/media/azure-template-json-example.png

@@ -1,12 +1,12 @@
 # Overview of Azure Cosmos DB
 
-[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed, multi-model database service that enables querying and storing data using NoSQL models using one of five APIs: NoSQL (document database), Cassandra (column-family), MongoDB (document database), Azure Table, and graph database. It provides turnkey global distribution, elastic scaling of throughput and storage worldwide, single-digit millisecond latencies at the 99th percentile, and guaranteed high availability with multi-homing capabilities. Azure Cosmos DB provides comprehensive service level agreements (SLAs) for throughput, latency, availability, and consistency guarantees, something not found in any other database service.
+[Azure Cosmos DB](https://learn.microsoft.com/azure/cosmos-db/introduction) is a globally distributed and serverless vector database for storing and querying both NoSQL and vector data, with a serverless option. It has multiple APIs, the most notable being the native NoSQL document API and MongoDB API. It provides turnkey global distribution, elastic and dynamic scaling of throughput and storage, and a comprehensive SLA (service level agreement) for single-digit millisecond latency and 99.999% high-availability.
 
 ## Azure Cosmos DB and AI
 
 The surge of AI-powered applications has led to the need to integrate data from multiple data stores, introducing another layer of complexity as each data store tends to have its own workflow and operational performance. Azure Cosmos DB simplifies this process by providing a unified platform for all data types, including AI data. In particular, its support for vector storage and retrieval is a game-changer for generative AI applications. By representing complex data elements like text, images, or sound as high-dimensional vectors, Azure Cosmos DB allows for efficient storage, indexing, and querying of these vectors, which is crucial for many generative AI tasks.
 
-Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports relational, document, vector, key-value, graph, and table data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions.
+Unlike traditional databases requiring separate workarounds for different data types, Azure Cosmos DB supports multiple data models within a single, integrated environment. This simplification means you can leverage the same robust platform for all your AI data needs. Many AI applications rely on external stand-alone vector stores, which can be cumbersome to manage and maintain. Azure Cosmos DB's native support for vector storage and retrieval eliminates the need for these external stores as all the application's data is located in a single place thus streamlining the development and deployment of AI applications. These features enable the building, deploying, and scaling of AI applications to be more efficient and reliable, making Azure Cosmos DB an ideal choice for handling the complex data requirements of modern generative AI solutions.
 
 ## Azure Cosmos DB for NoSQL
 

02_Overview_Cosmos_DB/README.md

@@ -114,7 +114,7 @@ The following is an example system message that could be used to constrain the L
 ```text
 You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.
 
-Your name is Cosmo.
+Your name is Willie.
 
 You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.
 

04_Overview_AI_Concepts/README.md

@@ -189,7 +189,7 @@ tools.extend([
 ```python
 agent_instructions = """           
         You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.
-        Your name is Cosmo.
+        Your name is Willie.
         You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.
         If you don't know the answer to a question, respond with "I don't know."      
         Only answer questions related to Cosmic Works products, customers, and sales orders.

10_LangChain/README.md

@@ -70,7 +70,7 @@ def __init__(self, session_id: str):
         )
         agent_instructions = """           
                 You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.
-                Your name is Cosmo.
+                Your name is Willie.
                 You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.
                 If you don't know the answer to a question, respond with "I don't know."      
                 Only answer questions related to Cosmic Works products, customers, and sales orders.

Backend/cosmic_works/cosmic_works_ai_agent.py

@@ -326,7 +326,7 @@
     "# A system prompt describes the responsibilities, instructions, and persona of the AI.\n",
     "system_prompt = \"\"\"\n",
     "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n",
-    "Your name is Cosmo.\n",
+    "Your name is Willie.\n",
     "You are designed to answer questions about the products that Cosmic Works sells.\n",
     "\n",
     "Only answer questions related to the information provided in the list of products below that are represented\n",
@@ -397,7 +397,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -411,7 +411,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,

Labs/lab_3_cosmosdb_vector_search.ipynb

@@ -219,7 +219,7 @@
     "# Note the addition of the templated variable/placeholder for the list of products and the incoming question.\n",
     "system_prompt = \"\"\"\n",
     "You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store. \n",
-    "Your name is Cosmo.\n",
+    "Your name is Willie.\n",
     "You are designed to answer questions about the products that Cosmic Works sells.\n",
     "\n",
     "Only answer questions related to the information provided in the list of products below that are represented\n",
@@ -416,7 +416,7 @@
    "source": [
     "agent_instructions = \"\"\"           \n",
     "        You are a helpful, fun and friendly sales assistant for Cosmic Works, a bicycle and bicycle accessories store.\n",
-    "        Your name is Cosmo.\n",
+    "        Your name is Willie.\n",
     "        You are designed to answer questions about the products that Cosmic Works sells, the customers that buy them, and the sales orders that are placed by customers.\n",
     "        If you don't know the answer to a question, respond with \"I don't know.\"      \n",
     "        Only answer questions related to Cosmic Works products, customers, and sales orders.\n",
@@ -490,7 +490,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -504,7 +504,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,