diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..4c49bd7 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +.env diff --git a/your-code/main.ipynb b/your-code/main.ipynb index 55ae2cd..4c6c528 100644 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -16,52 +16,56 @@ }, { "cell_type": "markdown", - "id": "baadf072", + "id": "19f6c7b2", "metadata": {}, "source": [ - "### Setup" + "## Setup" ] }, { "cell_type": "code", - "execution_count": null, - "id": "cafe37d8", + "execution_count": 2, + "id": "46e85167", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], "source": [ "import os\n", - "from langchain.agents import initialize_agent, AgentType, Tool\n", - "from langchain.chat_models import ChatOpenAI\n", - "from langchain.tools.tavily_search import TavilySearchResults\n", + "from langchain_classic.agents import initialize_agent, AgentType\n", + "from langchain_core.tools import Tool\n", + "from langchain_openai import ChatOpenAI\n", + "from langchain_community.tools.tavily_search import TavilySearchResults\n", "import tiktoken\n", "from IPython.display import Markdown, display\n", "from dotenv import load_dotenv\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "from langchain.tools.tavily_search import TavilySearchResults\n", + "import warnings \n", "\n", + "warnings.filterwarnings('ignore')\n", "load_dotenv()\n", + "print(\"TAVILY_API_KEY\" in os.environ)\n", "tavily_search = TavilySearchResults()\n", - "\n", "# LLM + Encoding\n", "llm = ChatOpenAI(model=\"gpt-4\", temperature=0)\n", "encoding = tiktoken.encoding_for_model(\"gpt-4\")\n", - "\n", "# Safe Tavily wrapper\n", "def safe_search(query: str) -> str:\n", " result = tavily_search.run(query)\n", - "\n", " # Ensure result is a string — Tavily returns dict with 'snippets' sometimes\n", " if isinstance(result, dict):\n", " result_text = result.get(\"content\", \"\") or str(result)\n", " else:\n", " result_text = str(result)\n", - "\n", " tokens = encoding.encode(result_text)\n", " trimmed = encoding.decode(tokens[:3500]) # leave room for GPT-4 response\n", " return trimmed\n", "\n", - "\n", "# LangChain tool\n", "tools = [Tool(name=\"TavilySafeSearch\", func=safe_search, description=\"Web search tool\")]\n", "agent = initialize_agent(tools=tools, llm=llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)" @@ -82,24 +86,54 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "f882ac3f", + "execution_count": 4, + "id": "2b0e8404", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mI need to search for the latest advancements in renewable energy technologies as of 2024.\n", + "Action: TavilySafeSearch\n", + "Action Input: latest advancements in renewable energy technologies 2024\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3m[{'title': 'Green Energy Technology Advances 2024: AI & Solar Trends', 'url': 'https://firstignite.com/exploring-the-latest-green-energy-technology-advancements-in-2024/', 'content': 'In the rapidly evolving landscape of green energy technology, we have witnessed remarkable advancements in recent years, including improvements in solar panel efficiency and energy storage solutions. One significant advancement in 2024 is the development of perovskite solar cells, which have achieved conversion efficiencies of over 25% and offer the potential for lower manufacturing costs and increased flexibility. Additionally, advancements in wind energy, such as turbine design, blade [...] In 2024, the academic and research community continues to drive innovation in green energy technology, with groundbreaking developments from leading universities. At MIT, a new redox flow battery using organic molecules promises higher energy density, longer cycle life, and lower costs compared to traditional lithium-ion batteries, potentially revolutionizing renewable energy storage and distribution. Meanwhile, researchers at the University of Oxford have advanced perovskite-based solar cells, [...] Conclusion: The Role of Green Energy Technology in Shaping a Sustainable Future in 2024\\n\\nAs we look towards the future, the advancements in green energy technology in 2024 hold immense promise for a more sustainable and environmentally-conscious world. The integration of cutting-edge innovations, such as AI-powered optimization, advanced energy storage solutions, and the widespread adoption of renewable energy sources, are paving the way for a cleaner and more resilient energy landscape.', 'score': 0.921929}, {'title': '[PDF] Advancements in Renewable Energy Technologies - Premier Science', 'url': 'https://premierscience.com/wp-content/uploads/2024/11/pjs-24-256.pdf', 'content': 'Cite this as: Wheatley MC. Advancements in Renewable Energy Technologies: A Decade in Review. Premier Journal of Science 2024;1:100013 DOI: PJS.100013 Received: 22 July 2024 Revised: 21 August 2024 Accepted: 25 August 2024 Published: 10 October 2024 Ethical approval: N/a Consent: N/a Funding: No industry funding Conflicts of interest: N/a Author contribution: Mary Christine Wheatley – Conceptualization, Writing – original draft, review and editing Guarantor: Mary Christine Wheatley Provenance [...] Opportunities Technological Innovations on the Horizon The future of renewable energy technologies is promis\\xad ing, with potential breakthroughs in materials science 6 DOI: | Premier Journal of Science 2024;1:100013 PREMIER JOURNAL OF SCIENCE REVIEW poised to radically transform the efficiency and appli\\xad cations of renewable systems. Significant advance\\xad ments in photovoltaic materials and energy storage solutions are expected to dramatically enhance the performance of solar and wind [...] significant strides have been made in solar thermal technology. Innovations involving concentrators and storage mate\\xad rials have led to better capturing and storing efficiency. 2 DOI: | Premier Journal of Science 2024;1:100013 PREMIER JOURNAL OF SCIENCE REVIEW attributed to advancements in manufacturing meth\\xad ods, expansion in global production capacities, as well as intensified competition among players which has led to lower costs per watt of solar electricity gener\\xad ated.18 Apart from', 'score': 0.8790744}, {'title': 'Record-Breaking Annual Growth in Renewable Power Capacity', 'url': 'https://www.irena.org/News/pressreleases/2025/Mar/Record-Breaking-Annual-Growth-in-Renewable-Power-Capacity', 'content': 'Solar and wind energy continued to expand the most, jointly accounting for 96.6% of all net renewable additions in 2024. Over three-quarters of the capacity expansion was in solar energy which increased by 32.2%, reaching 1 865 GW, followed by wind energy which grew by 11.1%. [...] Although 2024 marks yet another benchmark in renewable energy capacity and growth, progress still falls short of the 11.2 terawatts needed to align with the global goal to triple installed renewable energy capacity by 2030. To reach this goal, renewable capacity must now expand by 16.6 % annually until 2030. [...] Abu Dhabi, United Arab Emirates, 26 March 2025 – Renewable Capacity Statistics 2025 released by the International Renewable Energy Agency (IRENA) today shows a massive increase in renewable power capacity during 2024, reaching 4 448 gigawatts (GW). The 585 GW addition last year indicates a 92.5% share of the total capacity expansion, and a record rate of annual growth (15.1%).', 'score': 0.8358192}, {'title': 'Renewables 2024 – Analysis - IEA', 'url': 'https://www.iea.org/reports/renewables-2024', 'content': 'This edition of the IEA’s annual Renewables market report provides forecasts for the deployment of renewable energy technologies in electricity, transport and heat to 2030, while also exploring key challenges facing the industry and identifying barriers that are preventing faster growth. [...] At the COP28 UN Climate Change Conference in December, governments agreed to work together to triple the world’s installed renewable energy capacity by 2030. Renewables 2024 offers a comprehensive country-level analysis on tracking progress towards the global tripling target based on current policies and market developments. Additionally, it assesses the challenges to faster expansion. [...] In addition to its detailed market analysis and forecasts, the report also examines key developments for the sector, including policy trends driving deployment, solar PV and wind manufacturing, the costs of renewable technologies, electrolyser and renewable capacity for hydrogen production, prospects for renewable energy companies, and system integration of renewables, along with grid connection queues.\\n\\n#### Online table of contents\\n\\n###### 1.0 Executive summary\\n\\nRead online', 'score': 0.76279575}, {'title': '2024 Year in Review: Clean Energy Progress Steeped in Solar and ...', 'url': 'https://blog.ucs.org/john-rogers/2024-year-in-review-clean-energy-progress-steeped-in-solar-and-storage/', 'content': 'The United States entered 2024 with a lot of momentum, and that momentum carried us to greater heights by many metrics.\\n\\nSolar\\n\\nWind\\n\\nRenewable energy\\n\\nEnergy storage\\n\\n## Foundation boosts\\n\\n2024 is also notable for progress in areas that lay the groundwork for a lot more clean energy in the years to come.\\n\\nPolicy drivers', 'score': 0.7253574}]\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3mThe latest advancements in renewable energy technologies as of 2024 include improvements in solar panel efficiency and energy storage solutions. There has been significant development in perovskite solar cells, which have achieved conversion efficiencies of over 25% and offer potential for lower manufacturing costs and increased flexibility. There have also been advancements in wind energy, such as turbine design. A new redox flow battery using organic molecules has been developed at MIT, promising higher energy density, longer cycle life, and lower costs compared to traditional lithium-ion batteries. Researchers at the University of Oxford have advanced perovskite-based solar cells. There have also been significant strides in solar thermal technology, with innovations involving concentrators and storage materials leading to better capturing and storing efficiency. Solar and wind energy have expanded the most, accounting for 96.6% of all net renewable additions in 2024.\n", + "Final Answer: The latest advancements in renewable energy technologies as of 2024 include improvements in solar panel efficiency and energy storage solutions. There has been significant development in perovskite solar cells, which have achieved conversion efficiencies of over 25% and offer potential for lower manufacturing costs and increased flexibility. There have also been advancements in wind energy, such as turbine design. A new redox flow battery using organic molecules has been developed at MIT, promising higher energy density, longer cycle life, and lower costs compared to traditional lithium-ion batteries. Researchers at the University of Oxford have advanced perovskite-based solar cells. There have also been significant strides in solar thermal technology, with innovations involving concentrators and storage materials leading to better capturing and storing efficiency. Solar and wind energy have expanded the most, accounting for 96.6% of all net renewable additions in 2024.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + } + ], "source": [ "# Your prompt here\n", - "prompt_1 = \"\"\n", - "\n", + "prompt_1 = \"what are the latest advancements in renewable energy technologies as of 2024?\"\n", "# Run it\n", - "response_1 = agent.run(prompt_1)\n" + "response_1 = agent.run(prompt_1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "0c70b057", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/markdown": [ + "The latest advancements in renewable energy technologies as of 2024 include improvements in solar panel efficiency and energy storage solutions. There has been significant development in perovskite solar cells, which have achieved conversion efficiencies of over 25% and offer potential for lower manufacturing costs and increased flexibility. There have also been advancements in wind energy, such as turbine design. A new redox flow battery using organic molecules has been developed at MIT, promising higher energy density, longer cycle life, and lower costs compared to traditional lithium-ion batteries. Researchers at the University of Oxford have advanced perovskite-based solar cells. There have also been significant strides in solar thermal technology, with innovations involving concentrators and storage materials leading to better capturing and storing efficiency. Solar and wind energy have expanded the most, accounting for 96.6% of all net renewable additions in 2024." + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "display(Markdown(response_1))\n" ] @@ -119,13 +153,96 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "2109cbad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mI need to find information about the top emerging AI startups of 2025 and their innovations. I will use the TavilySafeSearch tool to find this information. \n", + "\n", + "Action: TavilySafeSearch\n", + "Action Input: Top AI startups 2025\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3m[{'title': 'Top AI Startups in 2025 - StartupBlink', 'url': 'https://www.startupblink.com/blog/top-ai-startups/', 'content': 'OpenAI continues to be one of the most dominant AI companies globally in 2025. Based in San Francisco, it remains at the forefront of artificial intelligence development thanks to its widely adopted GPT models and integrations across Microsoft products. While ByteDance remains highly valued and influential, OpenAI’s central role in shaping the AI ecosystem has only grown, reinforcing its position as the most influential AI-first startup in the world today. [...] ### 4. Bytedance\\n\\nSB Score: 768\\n\\nLocation: Beijing, China\\n\\nByteDance is a global technology company best known for developing TikTok and its Chinese counterpart Douyin, both powered by advanced AI-driven recommendation algorithms. Founded in 2012, the company has since evolved into one of the world’s most valuable startups, leveraging artificial intelligence across content discovery, personalization, and user engagement. [...] ### 2. DeepL\\n\\nSB Score: 863\\n\\nLocation: Cologne, Germany\\n\\nDeepLis a leading AI-powered language translation company known for its highly accurate neural machine translation technology. Founded in 2017, DeepL quickly gained recognition for outperforming traditional tools like Google Translate, particularly in preserving tone and context across languages. Its intuitive platform supports dozens of languages and is widely used by professionals, enterprises, and individuals alike.', 'score': 0.95261395}, {'title': 'Ranked: The Most Valuable Startups of 2025 - Visual Capitalist', 'url': 'https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/', 'content': 'All of these companies reached unicorn status in 2025, meaning they have a valuation of over $1 billion.\\n Thinking Machines Lab is a San Francisco-based AI startup founded in February 2025 by Mira Murati (former CTO of OpenAI) that aims to build more understandable, customizable AI systems.\\n Lovable, one of Sweden’s biggest startups, is a “vibe-coding” platform allowing users to build full-stack apps from simple natural-language prompts. [...] | Company | Industry | Value |\\n --- \\n| Thinking Machines Lab | AI | $12,000,000,000 |\\n| Abridge | AI | $5,300,000,000 |\\n| OpenEvidence | AI | $3,500,000,000 |\\n| Decart | AI | $3,200,000,000 |\\n| Baseten | AI | $2,000,000,000 |\\n| FieldAI | AI | $2,000,000,000 |\\n| Distyl AI | AI | $1,800,000,000 |\\n| Neko Health | AI | $1,800,000,000 |\\n| Lovable | AI | $1,800,000,000 |\\n| Modular AI | AI | $1,600,000,000 |\\n| OLIPOP | Beverages | $1,900,000,000 |\\n| Pathos | Biotech | $1,600,000,000 | [...] ## AI Startups Command High Valuations\\n\\nThe top 10 companies in this ranking are all linked to artificial intelligence in some shape or form.\\n\\nThinking Machines Lab is a San Francisco-based AI startup founded by Mira\\u202fMurati (former CTO of OpenAI) that aims to build more understandable, customizable AI systems. Its first product is called Tinker, a Python-based API for fine-tuning large language models (LLMs).', 'score': 0.9323611}, {'title': 'Forbes 2025 AI 50 List - Top Artificial Intelligence Companies Ranked', 'url': 'https://www.forbes.com/lists/ai50/', 'content': ', a three year-old AI startup that helps engineers write and edit code and has at least $100 million in annualized revenue; the $1 billion-valued AI language tutor app Speak, which is used by some 10 million people to learn English and Spanish; and Massachusetts-based unicorn OpenEvidence, which is building an AI-powered search platform that summarizes medical information for doctors. Model builders like OpenAI and Anthropic remain the biggest companies on the list, having raised large sums [...] valuation of about $9 billion. Meanwhile, Fei Fei Li, known as the “godmother of AI”, has launched her own startup too, World Labs ($291.5 million raised), to develop models that can understand physical spaces. And then there’s enterprise AI company Writer ($326 million raised), which is training its own models to handle mundane business tasks like writing marketing blogs and searching through troves of documents. (Read our feature story on Writer here.) Artificial intelligence companies [...] Image 10: Meet The Tiny Startup Building Stargate, OpenAI’s $500 Billion Data Center MoonshotMeet The Tiny Startup Building Stargate, OpenAI’s $500 Billion Data Center MoonshotBy Christopher Helman', 'score': 0.915091}, {'title': 'These 5 AI Startups Raised the Most Money in 2025 - Inc. Magazine', 'url': 'https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446', 'content': \"TheDatabricks platform is used by large language models at AI firms to combine and standardize data, helping them learn. In early January, the company, which was founded by Ali Ghodsi, Ion Stoica, Matei Zaharia, Patrick Wendell, Reynold Xin, Andy Konwinski, and Arsalan Tavakoli-Shiraji, closed a Series J funding round for $10 billion, which it said it would use for expansion plans and product development. Backers included Meta, Thrive Capital, Andreessen Horowitz, DST Global, GIC, and Iconiq [...] Anthropic introduced its AI assistant Claude in March of 2023 and has been on a steady climb ever since. In September, the company, founded by Daniela Amodei and Dario Amodei, closed its biggest round yet,raising $13 billion, which brought its valuation to $183 billion. That’s nearly three times what the company was valued at in March of this year, when it closed a $3.5 billion round at a $61.5 valuation. The September round was led by Iconiq, Fidelity Management & Research and Lightspeed [...] Box CEO: AI-First Is a Nonnegotiable, Here Are the 2 Steps to Integrate It Effectively\\n\\n Japan’s SoftBank was the largest contributor, kicking in $30 billion. Other backers included Microsoft, Coatue, Altimeter and Thrive. OpenAI, at the time, said it woulduse the money to “push the frontiers of AI research even further” and further scale its compute infrastructure.\\n\\nFeatured Video\\n\\nAlexis Ohanian is Betting on Women's Sports as a Billion-Dollar Opportunity\", 'score': 0.9065293}, {'title': 'Top 156 AI Startups 2025 | Funded by Sequoia, YC, A16Z', 'url': 'https://topstartups.io/?industries=Artificial%20Intelligence', 'content': 'Take action: \\nSee who works here 🤝 \\nRead reviews ⭐ \\nCheck company site 📌\\n\\nView Jobs\\n\\n### Prepared\\n\\nWhat they do: \\nAssistive AI for every 911 call \\n Artificial Intelligence Public Safety\\n\\nQuick facts: \\n📍HQ: Remote \\n11-50 employees Founded: 2019\\n\\nFunding: \\n Andreessen Horowitz $80M Series C in 2025\\n\\nTake action: \\nSee who works here 🤝 \\nCheck company site 📌\\n\\nView Jobs\\n\\n### Ataraxis [...] ### Harmonic\\n\\nWhat they do: \\nBuilding mathematical superintelligence \\n Artificial Intelligence\\n\\nQuick facts: \\n📍HQ: San Francisco Bay Area, California, USA \\n11-50 employees Founded: 2023\\n\\nFunding: \\n Sequoia Kleiner Perkins $100M Series B in 2025\\n\\nTake action: \\nSee who works here 🤝 \\nCheck company site 📌\\n\\nView Jobs\\n\\n### Ambience Healthcare\\n\\nWhat they do: \\nAI operating system used for documentation, coding, and clinical workflows \\n Artificial Intelligence Healthcare [...] Take action: \\nSee who works here 🤝 \\nCheck company site 📌\\n\\nView Jobs\\n\\n### XBOW\\n\\nWhat they do: \\nUsing AI to revolutionize how we approach offensive security \\n Artificial Intelligence Cybersecurity\\n\\nQuick facts: \\n📍HQ: Remote \\n11-50 employees Founded: 2024\\n\\nFunding: \\n Sequoia $75M Series B in 2025\\n\\nTake action: \\nSee who works here 🤝 \\nCheck company site 📌\\n\\nView Jobs\\n\\n### OpenRouter', 'score': 0.8763069}]\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3mI have found a list of top AI startups in 2025 from various sources. I will now compile the information into the requested format. \n", + "\n", + "Action: None\n", + "Action Input: None\u001b[0m\n", + "Observation: None is not a valid tool, try one of [TavilySafeSearch].\n", + "Thought:\u001b[32;1m\u001b[1;3mI have gathered enough information to compile the report.\n", + "\n", + "Final Answer: \n", + "\n", + "# Top AI Startups — 2025\n", + "\n", + "**Executive Summary:**\n", + "- AI startups continue to dominate the tech industry in 2025, with companies like OpenAI and ByteDance leading the way.\n", + "- New startups like Thinking Machines Lab and Lovable are making waves with their innovative AI systems.\n", + "- AI startups are commanding high valuations, with many reaching unicorn status in 2025.\n", + "\n", + "**Startups & Innovations:**\n", + "- OpenAI — Continues to lead in AI development with its GPT models and integrations across Microsoft products. [Source](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- ByteDance — Known for TikTok and Douyin, leveraging AI for content discovery, personalization, and user engagement. [Source](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- DeepL — AI-powered language translation company known for its highly accurate neural machine translation technology. [Source](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- Thinking Machines Lab — Founded by former CTO of OpenAI, aims to build more understandable, customizable AI systems. [Source](https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/)\n", + "- Lovable — A “vibe-coding” platform allowing users to build full-stack apps from simple natural-language prompts. [Source](https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/)\n", + "- OpenEvidence — Building an AI-powered search platform that summarizes medical information for doctors. [Source](https://www.forbes.com/lists/ai50/)\n", + "- Writer — Training its own models to handle mundane business tasks like writing marketing blogs and searching through troves of documents. [Source](https://www.forbes.com/lists/ai50/)\n", + "- Databricks — Used by large language models at AI firms to combine and standardize data. [Source](https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446)\n", + "- Anthropic — Introduced its AI assistant Claude, aiming to push the frontiers of AI research. [Source](https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446)\n", + "- XBOW — Using AI to revolutionize how we approach offensive security. [Source](https://topstartups.io/?industries=Artificial%20Intelligence)\n", + "\n", + "**Trends & Insights**\n", + "- AI startups are commanding high valuations, with many reaching unicorn status in 2025.\n", + "- AI is being leveraged across various sectors, from language translation to content discovery and cybersecurity.\n", + "- AI is being used to simplify complex tasks, such as building full-stack apps and summarizing medical information.\n", + "- AI startups are focusing on making AI systems more understandable and customizable.\n", + "- AI is being used to standardize and combine data, aiding in the learning process of large language models.\n", + "\n", + "**References**\n", + "- [StartupBlink](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- [Visual Capitalist](https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/)\n", + "- [Forbes](https://www.forbes.com/lists/ai50/)\n", + "- [Inc. Magazine](https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446)\n", + "- [TopStartups](https://topstartups.io/?industries=Artificial%20Intelligence)\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + } + ], "source": [ "# Your prompt here\n", - "prompt_2 = \"\"\n", + "prompt_2 = \"\"\"\n", + "Summarize the top emerging AI startups of 2025 and their innovations. \n", + "\n", + "Deliver a Markdown report with:\n", + "\n", + "# Top AI Startups — 2025\n", + "\n", + "**Executive Summary (3 bullets):**\n", + "- Key trends and notable companies.\n", + "\n", + "**Startups & Innovations (10 items):**\n", + "- Company name — one-line description of product/innovation.\n", + " Source: [URL]\n", + "\n", + "**Trends & Insights (5 bullets)**\n", + "- Short bullets highlighting major trends.\n", + "\n", + "**References (5 links)**\n", + "\n", + "Constraints:\n", + "- Focus on startups founded or prominent in 2025.\n", + "- Include URLs.\n", + "- Keep output concise (~500–700 words).\n", + "\"\"\"\n", + "\n", + "\n", "\n", "# Run it\n", "response_2 = agent.run(prompt_2)\n" @@ -133,10 +250,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "6504bd84", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/markdown": [ + "# Top AI Startups — 2025\n", + "\n", + "**Executive Summary:**\n", + "- AI startups continue to dominate the tech industry in 2025, with companies like OpenAI and ByteDance leading the way.\n", + "- New startups like Thinking Machines Lab and Lovable are making waves with their innovative AI systems.\n", + "- AI startups are commanding high valuations, with many reaching unicorn status in 2025.\n", + "\n", + "**Startups & Innovations:**\n", + "- OpenAI — Continues to lead in AI development with its GPT models and integrations across Microsoft products. [Source](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- ByteDance — Known for TikTok and Douyin, leveraging AI for content discovery, personalization, and user engagement. [Source](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- DeepL — AI-powered language translation company known for its highly accurate neural machine translation technology. [Source](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- Thinking Machines Lab — Founded by former CTO of OpenAI, aims to build more understandable, customizable AI systems. [Source](https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/)\n", + "- Lovable — A “vibe-coding” platform allowing users to build full-stack apps from simple natural-language prompts. [Source](https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/)\n", + "- OpenEvidence — Building an AI-powered search platform that summarizes medical information for doctors. [Source](https://www.forbes.com/lists/ai50/)\n", + "- Writer — Training its own models to handle mundane business tasks like writing marketing blogs and searching through troves of documents. [Source](https://www.forbes.com/lists/ai50/)\n", + "- Databricks — Used by large language models at AI firms to combine and standardize data. [Source](https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446)\n", + "- Anthropic — Introduced its AI assistant Claude, aiming to push the frontiers of AI research. [Source](https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446)\n", + "- XBOW — Using AI to revolutionize how we approach offensive security. [Source](https://topstartups.io/?industries=Artificial%20Intelligence)\n", + "\n", + "**Trends & Insights**\n", + "- AI startups are commanding high valuations, with many reaching unicorn status in 2025.\n", + "- AI is being leveraged across various sectors, from language translation to content discovery and cybersecurity.\n", + "- AI is being used to simplify complex tasks, such as building full-stack apps and summarizing medical information.\n", + "- AI startups are focusing on making AI systems more understandable and customizable.\n", + "- AI is being used to standardize and combine data, aiding in the learning process of large language models.\n", + "\n", + "**References**\n", + "- [StartupBlink](https://www.startupblink.com/blog/top-ai-startups/)\n", + "- [Visual Capitalist](https://www.visualcapitalist.com/ranked-the-most-valuable-startups-of-2025/)\n", + "- [Forbes](https://www.forbes.com/lists/ai50/)\n", + "- [Inc. Magazine](https://www.inc.com/chris-morris/these-5-ai-startups-raised-the-most-money-in-2025/91262446)\n", + "- [TopStartups](https://topstartups.io/?industries=Artificial%20Intelligence)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "display(Markdown(response_2))\n" ] @@ -155,24 +316,138 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "58ff7f14", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mI need to find information about the key features, pricing, and reviews of OpenAI’s ChatGPT Team and Anthropic’s Claude Pro. I will use the TavilySafeSearch tool to find this information.\n", + "Action: TavilySafeSearch\n", + "Action Input: OpenAI’s ChatGPT Team key features, pricing, and reviews\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3m[{'title': '2025 ChatGPT Plus, Pro, Team Version Guide', 'url': 'https://www.cometapi.com/2025-chatgpt-plus-pro-team-version-comparison/', 'content': 'For collaborative or business use, ChatGPT Team ($25–30 per user) provides the features of Plus plus essential admin and data controls. Any small group (marketing team, startup, agency) with ≥2 users should consider Team. It adds a shared workspace, admin dashboard, and segregated billing, which are missing in the consumer plans. Team also excludes your business data from training by default, a plus for privacy. If your entire company (100+ people) or highly regulated workflows are involved, [...] OpenAI’s ChatGPT now offers several subscription tiers—Free, Plus, Pro, and Team—each unlocking different AI models, features, and usage limits. This guide breaks down the current (May 2025) offerings for the Plus, Pro, and Team plans (with context on the Free tier) so you can choose the best option for your needs. We explain which GPT and “o-series” models each plan can use, how they appear in the interface, the tools and capabilities included, usage caps, context windows, and global pricing. [...] In May 2025, OpenAI offers a clear hierarchy of ChatGPT plans. Plus (≈$20/mo) unlocks GPT-4o, the new o3/o4 models, and most premium tools – making it the best value for individuals. Pro ($200/mo) adds the most powerful models (o1 with pro mode) and virtually no usage caps, for expert users. Team ($25–30/mo/user) mirrors Plus features but adds a secure workspace, admin features, and doubled usage quotas for business teams. Below these, the Free tier remains available for light usage. Our tables', 'score': 0.9997603}, {'title': 'Is ChatGPT Teams right for your business? An honest 2025 review', 'url': 'https://www.eesel.ai/blog/chatgpt-teams', 'content': '| Feature | ChatGPT Plus | ChatGPT Teams |\\n --- \\n| Price | $20/user/month | $30/user/month (monthly) or $25/user/month (annually) |\\n| Users | 1 | 2+ |\\n| Workspace | Personal | Shared Team Workspace |\\n| Admin Controls | No | Yes |\\n| Data Training | Opt-out available | Never trained on your data by default |\\n| Custom GPTs | Create for personal use | Create and share within workspace |\\n| Early Access | Often receives new features first | Can lag behind the Plus plan | [...] In a nutshell, ChatGPT Teams is OpenAI’s subscription plan for businesses. It used to be called ChatGPT Team and was later renamed from ChatGPT Business, but the goal is the same: give teams a secure, shared workspace to access OpenAI’s best AI models.\\n\\nIt’s built for company use, which makes it different from the personal ChatGPT Plus plan. Here’s what you get: [...] Let’s talk money. Understanding the cost is key to figuring out if it’s worth it for your team.\\n\\n### What the price tag gets you\\n\\nChatGPT Teams is priced per person, with a minimum of two users to get started:\\n\\n $30 per user, per month if you pay monthly.\\n $25 per user, per month if you pay for the whole year upfront (which saves you about 17%).', 'score': 0.9995728}, {'title': 'ChatGPT Review: Is It Worth It in 2025? [In-Depth] | Juma (Team-GPT)', 'url': 'https://team-gpt.com/blog/chatgpt-review', 'content': 'Team: Starts from $25/month/seat when billed annually, which gives you access to unlimited access to GPT-4o mini and a higher message limit on the other AI models.\\n Enterprise: A high-speed access to ChatGPT’s AI models, an expanded context window for longer inputs, enterprise-grade security, and admin controls.\\n\\n➡️ We dived deeper into ChatGPT’s pricing model to help you figure out if the platform’s pricing structure works for your use case.\\n\\nRating: 9/10. [...] Integrations: 8/10. ChatGPT’s custom GPTs are a good way of connecting ChatGPT to your productivity platforms.\\n Team collaboration: 6/10. The AI solution has above-average team collaboration capabilities, but not as good as alternatives on the market.\\n Pricing model: 9/10. ChatGPT offers a plan for everyone – from university students to enterprises. [...] Access to OpenAI o1-preview and OpenAI o1-mini.\\n Access to GPT-4, GPT-4o, and GPT-4o mini.\\n Up to 5x more messages for GPT-4o compared to the free plan.\\n Access to DALL-E for image generation, and advanced voice mode.\\n The ability to create and publish custom GPTs.\\n\\nAnd if you’re looking for unlimited access to ChatGPT’s o1, o1-mini, GPT-4o, and voice, you’d need to be on their Pro plan that costs $200/month and adds:', 'score': 0.99947256}, {'title': 'ChatGPT Team: A learning assistant based on ChatGPT - ChatGPT', 'url': 'https://community.openai.com/t/chatgpt-team-a-learning-assistant-based-on-chatgpt/581180', 'content': 'Summary by ChatGPT-4: \\nThe blog post titled “Introducing ChatGPT Team” by OpenAI announces the launch of a new ChatGPT plan designed for teams. This plan, called ChatGPT Team, offers a secure and collaborative workspace optimized for use in work environments. Key features include: [...] 5. GPT Store: The introduction of the GPT Store where teams can find and utilize popular and useful GPTs.\\n6. Enhanced Efficiency and Quality of Work: The integration of AI into organizational workflows is shown to improve productivity and work quality. Testimonials from industry leaders and studies, like one from Harvard Business School, highlight these benefits.\\n7. Pricing: The service is priced at $25 per user per month when billed annually, and $30 per user per month when billed monthly. [...] 1. Access to Advanced Models and Tools: It provides access to OpenAI’s advanced models like GPT-4 and DALL·E 3. Additionally, it includes tools like Advanced Data Analysis, and GPT-4 with a 32K context window.\\n2. Collaborative Workspace and Admin Tools: ChatGPT Team comes with a dedicated collaborative workspace and administrative tools for effective team management.', 'score': 0.9985221}, {'title': 'ChatGPT Pricing Guide: Plans, Features, and Alternatives', 'url': 'https://www.cloudeagle.ai/blogs/blog-chatgpt-pricing-guide', 'content': 'This ChatGPT pricing guide breaks down every plan, from Free to Enterprise, to help you choose the right tier.\\n ChatGPT pricing varies by features, with Pro and Team plans offering advanced tools and model access.\\n Pro users enjoy unlimited GPT-4o access, faster responses, and priority features like o1 Pro mode.\\n Team and Enterprise plans include collaboration tools, admin controls, and enhanced security. [...] ChatGPT Free offers GPT-3.5 and GPT-4o mini with limited message caps and slower response times during peak hours, making it suitable for light, occasional use. ChatGPT Plus at $20/month unlocks full GPT-4o access, faster response speeds, reliable availability even during high-traffic periods, higher message limits, and multimodal capabilities including image generation with DALL·E 3 and advanced voice mode. [...] ChatGPT Free offers GPT-3.5 and GPT-4o mini with limited message caps and slower response times during peak hours, making it suitable for light, occasional use. ChatGPT Plus at $20/month unlocks full GPT-4o access, faster response speeds, reliable availability even during high-traffic periods, higher message limits, and multimodal capabilities including image generation with DALL·E 3 and advanced voice mode.', 'score': 0.9984022}]\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3mI have found detailed information about the key features, pricing, and reviews of OpenAI’s ChatGPT Team. Now I need to find similar information about Anthropic’s Claude Pro.\n", + "Action: TavilySafeSearch\n", + "Action Input: Anthropic’s Claude Pro key features, pricing, and reviews\u001b[0m\n", + "Observation: \u001b[36;1m\u001b[1;3m[{'title': 'Claude Pro vs Claude Max : Pricing, Features & Ideal Use Cases', 'url': 'https://www.cometapi.com/how-much-does-claude-pro-and-max-cost/', 'content': 'Anthropic’s Claude subscription ecosystem now spans from free access to a robust Pro plan and a thoughtful, tiered Max offering. By pricing Claude\\u202fPro at $20\\u202fper month ($17\\u202fwith annual billing) and introducing two levels of Max—$100 for Expanded Usage and $200 for Maximum Flexibility—Anthropic addresses a broad spectrum of users, from occasional creators to enterprises embedding AI into core operations. Compared to competitors, Anthropic’s mid‑range flexibility stands out, filling a gap left by [...] ## What is Claude Pro?\\n\\n### How much does Claude Pro cost?\\n\\nClaude\\u202fPro is Anthropic’s mid‑tier subscription designed for everyday productivity and professional use. It is priced at $20\\u202fper month in the United States if billed monthly, or $17\\u202fper month (i.e., $200\\u202fper year) when billed annually . Internationally, pricing may vary slightly to accommodate local currencies and taxes .\\n\\n### What features are included with Claude Pro? [...] Here is a concise overview of what follows: Anthropic currently offers two paid subscription plans for its Claude AI assistant—Claude\\u202fPro and Claude\\u202fMax. Claude\\u202fPro provides enhanced access to Claude’s capabilities for $20\\u202fper month (or $17\\u202fper month when billed annually), delivering approximately five times the usage of the free tier. Claude\\u202fMax comprises two tiers—Expanded Usage at $100\\u202fper month (5× Pro’s limits) and Maximum Flexibility at $200\\u202fper month (20× Pro’s limits)—designed for', 'score': 0.8571119}, {'title': 'Claude Pro plan: usage tiers and premium features - Data Studios', 'url': 'https://www.datastudios.org/post/claude-pro-plan-usage-tiers-and-premium-features', 'content': 'Anthropic’s Claude Pro plan offers extended capabilities, faster performance, and priority access to advanced models designed for professionals and power users. While the Free tier works for casual interactions, Pro unlocks larger usage quotas, premium integrations, and enhanced features tailored for research, automation, and complex reasoning tasks. Understanding Claude Pro’s pricing, limits, and premium upgrades is essential to select the right plan for your workflow. [...] # Claude Pro unlocks premium access to advanced models\\n\\nThe Claude Pro subscription provides access to Anthropic’s most capable models, including Claude 3.5 Sonnet and Claude 3 Opus, while maintaining full compatibility with Claude’s standard reasoning capabilities. In addition to advanced model selection, Pro users gain: [...] | | | | |\\n --- --- |\\n| Feature | Pro | Max 5× | Max 20× |\\n| Monthly price | $20 | $100 | $200 |\\n| Model access | Sonnet + Opus | Sonnet + Opus | Sonnet + Opus |\\n| Usage boost | ~5× Free | ~5× Pro | ~20× Pro |\\n| Token capacity | 200K | 500K+ | 1M+ |\\n| Ideal for | Professionals needing premium features | Heavy users managing automation | Developers, research labs, and large-scale data pipelines |', 'score': 0.8003337}, {'title': 'Introducing Claude Pro - Anthropic', 'url': 'https://www.anthropic.com/news/claude-pro', 'content': 'With Claude Pro, subscribers can now gain 5x more usage of our latest model, Claude 2, for a monthly price of $20 (US) or £18 (UK). \\n \\nThis means you can level up your productivity across a range of tasks, including summarizing research papers, querying contracts, and iterating further on coding projects—like this recent demo of building an interactive map.', 'score': 0.79041743}, {'title': 'Read Customer Service Reviews of anthropic.com - Trustpilot', 'url': 'https://www.trustpilot.com/review/anthropic.com', 'content': 'Deliberately Designed to Force You to Buy More \\nI pay $20/month (including VAT) for Claude Pro and I\\'m being scammed. \\nWhat they promise: \\n \\nCollaborative AI assistant \\nWork together on projects and documents \\nProfessional tool for real work \\n \\nWhat you actually get: \\n1. Message quota designed to fail [...] ### Based on these reviews\\n\\nTheir \"pro\" version is not some kind of professional version, it\\'s a low tier very limited basic plan. They are mis-selling with these terms so be very careful what you sign up for and pay for. Softwa... See more\\n\\nI subscribe to Claude Pro for $20/month. I start using it to debug a problem I’m having with the Eclipse integrated development environment. About 45 minutes into my first paid session with Claude... See more [...] ## Paid Claude Pro Session Limited to Under an Hour of Use\\n\\nI subscribe to Claude Pro for $20/month. I start using it to debug a problem I’m having with the Eclipse integrated development environment. About 45 minutes into my first paid session with Claude Pro and a message pops up telling me I’ve exceeded my usage limit and to try again in 4 hours. \\n \\nI immediately canceled my subscription.\\n\\nNovember 8, 2025\\n\\nUnprompted review\\n\\n## Another update, another quality drop.', 'score': 0.75377536}, {'title': 'Claude Review: Is It Worth It in 2025? [In-Depth] | Juma (Team-GPT)', 'url': 'https://team-gpt.com/blog/claude-review', 'content': 'Pro Plan: $20/month/user, which gives you priority access to Claude 3 Opus and Haiku, as well as early access to new features.\\n Team Plan: $25/month for five users when paid annually, which gives you access to more usage than the Pro Plan with early access to collaboration features.\\n Enterprise Plan: Custom pricing for a custom team size, which gives you access to data source integrations, expanded content window, and more usage than the Team plan.\\n\\nRating: 9/10. [...] Range of features: 8/10.\\n User interface and usability: 9/10.\\n Security measures: 7/10.\\n Team collaboration capabilities: 8/10\\n Integrations: 8/10.\\n Pricing model: 9/10.\\n\\nWhich gives Claude an average rating of 8/10 for me.\\n\\nTo summarize:\\n\\n#### Claude is the right choice if you:\\n\\n✅ Operate alone and are looking for a free AI platform to use, similar to ChatGPT.\\n\\n✅ Are looking for different AI models that can accommodate simpler and more complex tasks. [...] Average rating: 8/10.\\n\\n## Claude Overview\\n\\nClaude is a product of Anthropic that lets you use its 3 core AI models to generate content, code, and analyze images.\\n\\nThe generative AI platform has gained popularity with its advanced self-editing capabilities and fact-checking.\\n\\nClaude is particularly suitable for enterprises looking to integrate AI into workflows requiring deep technical analysis, accurate content creation, and fast problem-solving.', 'score': 0.74273956}]\u001b[0m\n", + "Thought:\u001b[32;1m\u001b[1;3mI have found detailed information about the key features, pricing, and reviews of Anthropic’s Claude Pro. Now I can compare the two and provide a structured response in Markdown.\n", + "Final Answer: \n", + "# OpenAI’s ChatGPT Team vs Anthropic’s Claude Pro\n", + "\n", + "## Key Features\n", + "\n", + "### OpenAI’s ChatGPT Team\n", + "- Access to advanced models like GPT-4 and DALL·E 3\n", + "- Tools like Advanced Data Analysis, and GPT-4 with a 32K context window\n", + "- Collaborative Workspace and Admin Tools\n", + "- Shared workspace, admin dashboard, and segregated billing\n", + "- Business data excluded from training by default for privacy\n", + "- Access to DALL-E for image generation, and advanced voice mode\n", + "- The ability to create and publish custom GPTs\n", + "\n", + "### Anthropic’s Claude Pro\n", + "- Access to Anthropic’s most capable models, including Claude 3.5 Sonnet and Claude 3 Opus\n", + "- Larger usage quotas, premium integrations, and enhanced features tailored for research, automation, and complex reasoning tasks\n", + "- Priority access to Claude 3 Opus and Haiku, as well as early access to new features\n", + "\n", + "## Pricing\n", + "\n", + "### OpenAI’s ChatGPT Team\n", + "- $25 per user per month when billed annually\n", + "- $30 per user per month when billed monthly\n", + "\n", + "### Anthropic’s Claude Pro\n", + "- $20 per month if billed monthly\n", + "- $17 per month when billed annually\n", + "\n", + "## Reviews\n", + "\n", + "### OpenAI’s ChatGPT Team\n", + "- Overall rating: 9/10\n", + "- Team collaboration capabilities: 6/10\n", + "- Pricing model: 9/10\n", + "\n", + "### Anthropic’s Claude Pro\n", + "- Overall rating: 8/10\n", + "- Team collaboration capabilities: 8/10\n", + "- Pricing model: 9/10\n", + "- Some users have reported dissatisfaction with the usage limits on the Pro plan\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + } + ], "source": [ - "# Your prompt here\n", - "prompt_3 = \"\"\n", "\n", + "# Your prompt here\n", + "prompt_3 = \"Compare the key features, pricing, and reviews of OpenAI’s ChatGPT Team and Anthropic’s Claude Pro. Ensure the agent outputs a structured response in Markdown.\"\n", "# Run it\n", - "response_3 = agent.run(prompt_3)\n" + "response_3 = agent.run(prompt_3)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "b8bf9711", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/markdown": [ + "# OpenAI’s ChatGPT Team vs Anthropic’s Claude Pro\n", + "\n", + "## Key Features\n", + "\n", + "### OpenAI’s ChatGPT Team\n", + "- Access to advanced models like GPT-4 and DALL·E 3\n", + "- Tools like Advanced Data Analysis, and GPT-4 with a 32K context window\n", + "- Collaborative Workspace and Admin Tools\n", + "- Shared workspace, admin dashboard, and segregated billing\n", + "- Business data excluded from training by default for privacy\n", + "- Access to DALL-E for image generation, and advanced voice mode\n", + "- The ability to create and publish custom GPTs\n", + "\n", + "### Anthropic’s Claude Pro\n", + "- Access to Anthropic’s most capable models, including Claude 3.5 Sonnet and Claude 3 Opus\n", + "- Larger usage quotas, premium integrations, and enhanced features tailored for research, automation, and complex reasoning tasks\n", + "- Priority access to Claude 3 Opus and Haiku, as well as early access to new features\n", + "\n", + "## Pricing\n", + "\n", + "### OpenAI’s ChatGPT Team\n", + "- $25 per user per month when billed annually\n", + "- $30 per user per month when billed monthly\n", + "\n", + "### Anthropic’s Claude Pro\n", + "- $20 per month if billed monthly\n", + "- $17 per month when billed annually\n", + "\n", + "## Reviews\n", + "\n", + "### OpenAI’s ChatGPT Team\n", + "- Overall rating: 9/10\n", + "- Team collaboration capabilities: 6/10\n", + "- Pricing model: 9/10\n", + "\n", + "### Anthropic’s Claude Pro\n", + "- Overall rating: 8/10\n", + "- Team collaboration capabilities: 8/10\n", + "- Pricing model: 9/10\n", + "- Some users have reported dissatisfaction with the usage limits on the Pro plan" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "display(Markdown(response_3))\n" ] @@ -190,7 +465,7 @@ ], "metadata": { "kernelspec": { - "display_name": "llm", + "display_name": "base", "language": "python", "name": "python3" }, @@ -204,7 +479,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.10" + "version": "3.13.5" } }, "nbformat": 4,