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This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. About. \\ud83c\\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo deepwisdom.ai/ Topics. agent multi-agent gpt hacktoberfest llm metagpt Resources. Readme\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT\",\"d\":\"github.com/geekan/MetaGPT\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework - GitHub\",\"u\":\"https://github.com/geekan/MetaGPT\"},{\"a\":\"MetaGPT. The Multi-Agent Framework. Assign different roles to GPTs to form a collaborative software entity for complex tasks. Get Started. View on Github. Agents. Explore agent creation, configuration, and management, including algorithms and techniques. Demos.\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/\",\"d\":\"docs.deepwisdom.ai\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/\"},{\"a\":\"MetaGPT is a Multi-agent system that utilizes Large Language models and Standardized Operating Procedures to generate code in real-time. It outperforms other AI agents in code generation, collaboration, and code review. Learn how to install and use MetaGPT with examples and benchmarks.\",\"ae\":null,\"c\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"d\":\"www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"da\":\"\",\"e\":\"2023-09-11T00:00:00.0000000\",\"h\":0,\"i\":\"www.unite.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Complete Guide to the Best AI Agent Available Right Now\",\"u\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\"},{\"a\":\"Internally, MetaGPT includes product managers / architects / project managers / engineers. It provides the entire process of a software company along with carefully orchestrated SOPs. Code = SOP (Team) is the core philosophy. 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You can create one app for free or subscribe for unlimited apps with MetaGPT.\",\"ae\":null,\"c\":\"https://interestingengineering.com/innovation/metagpt-create-apps-text-prompts\",\"d\":\"interestingengineering.com/innovation/metagpt-create-apps-text-prompts\",\"da\":\"\",\"e\":\"2023-05-08T12:57:00.0000000\",\"h\":0,\"i\":\"interestingengineering.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Create web-based apps with only text prompts\",\"u\":\"https://interestingengineering.com/innovation/metagpt-create-apps-text-prompts\"},{\"a\":\"MetaGPT is a new text-to-app generator that can create web apps from text descriptions. It uses ChatGPT's API and is free to use for commercial purposes. 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It ...\",\"ae\":null,\"b\":\"yt\\tYouTube\\twww.youtube.com\",\"c\":\"https://www.youtube.com/watch?v=wpgC5fmtU70\",\"d\":\"www.youtube.com/watch?v=wpgC5fmtU70\",\"da\":\"mlb_games,nba_games,ncaafb_games,ncaamb_games,nfl_games,nhl_games,soccer_games,translations,videos,wheretowatch\",\"h\":0,\"i\":\"www.youtube.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Meet MetaGPT A GPT-4-powered Application That Can Create ... - YouTube\",\"u\":\"https://www.youtube.com/watch?v=wpgC5fmtU70\"},{\"a\":\"Developed by New York-based company WhimsyWorks, MetaGPT offers users a no-code solution to turn their idea into a website or online app using AI. If you've recently used an AI chatbot, the ...\",\"ae\":null,\"c\":\"https://www.tomsguide.com/news/ai-tool-uses-chatgpt-to-build-you-a-website-in-30-minutes-and-we-tried-it\",\"d\":\"www.tomsguide.com/news/ai-tool-uses-chatgpt-to-build-you-a-website-in-30-minutes-and-we-tried-it\",\"da\":\"translations\",\"e\":\"2023-05-10T00:00:00.0000000\",\"h\":0,\"i\":\"www.tomsguide.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"AI tool uses ChatGPT to build you an app in 30 minutes - Tom's Guide\",\"u\":\"https://www.tomsguide.com/news/ai-tool-uses-chatgpt-to-build-you-a-website-in-30-minutes-and-we-tried-it\"},{\"a\":\"MetaGPT is a tool that lets you create no-code web applications using natural language. You can type in a text prompt and get a functional web app in seconds, using the power of GPT-4 and the Code Interpreter. Learn how to use MetaGPT for data science, analytics, and more.\",\"ae\":null,\"c\":\"https://www.kdnuggets.com/meet-metagpt-the-chatgptpowered-ai-assistant-that-turns-text-into-web-apps\",\"d\":\"www.kdnuggets.com/meet-metagpt-the-chatgptpowered-ai-assistant-that-turns-text-into-web-apps\",\"da\":\"\",\"e\":\"2023-09-08T00:00:00.0000000\",\"h\":0,\"i\":\"www.kdnuggets.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Meet MetaGPT: The ChatGPT-Powered AI Assistant That Turns Text Into Web ...\",\"u\":\"https://www.kdnuggets.com/meet-metagpt-the-chatgptpowered-ai-assistant-that-turns-text-into-web-apps\"},{\"a\":\"MetaGPT is a multi-agent system that uses large language models to perform complex tasks. It can understand, generate, and interact with natural language input and output. Learn about its features, capabilities, applications, and advantages in this complete guide.\",\"ae\":null,\"c\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"d\":\"www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"da\":\"\",\"e\":\"2023-12-13T00:00:00.0000000\",\"h\":0,\"i\":\"www.straight.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"A Complete Guide to MetaGPT: The Best AI Agent Available Now\",\"u\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\"},{\"a\":\"MetaGPT is an open-source AI framework that transforms GPTs into engineers, architects, and managers by using role-based action specifications and SOPs. It can generate high-quality code, design, and documentation for software engineering, data analysis, and game development tasks.\",\"ae\":null,\"c\":\"https://www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\",\"d\":\"www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\",\"da\":\"translations\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"www.marktechpost.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Meet MetaGPT: The Open-Source AI Framework That Transforms GPTs into ...\",\"u\":\"https://www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\"},{\"a\":\"MetaGPT is the maestro who brings harmony to this chaos. By encoding Standardized Operating Procedures (SOPs) into prompts, MetaGPT ensures structured collaboration akin to a well-rehearsed ...\",\"ae\":null,\"c\":\"https://medium.com/gta-generative-tech-advances/metagpt-an-interesting-approach-to-multi-agent-collaboration-5ace263c4fd8\",\"d\":\"medium.com/gta-generative-tech-advances/metagpt-an-interesting-approach-to-multi-agent-collaboration-5ace263c4fd8\",\"da\":\"\",\"e\":\"2023-08-15T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: An Interesting Approach to Multi-Agent Collaboration\",\"u\":\"https://medium.com/gta-generative-tech-advances/metagpt-an-interesting-approach-to-multi-agent-collaboration-5ace263c4fd8\"},{\"a\":\"Welcome to our video review! \\ud83c\\udfa5 Dive into the world of MetaGPT, a revolutionary project that's redefining the boundaries of AI. \\ud83e\\udd16 Imagine having an entire e...\",\"ae\":null,\"b\":\"yt\\tYouTube\\twww.youtube.com\",\"c\":\"https://www.youtube.com/watch?v=nqZlTV_L6Ao\",\"d\":\"www.youtube.com/watch?v=nqZlTV_L6Ao\",\"da\":\"mlb_games,nba_games,ncaafb_games,ncaamb_games,nfl_games,nhl_games,soccer_games,videos,wheretowatch\",\"e\":\"2023-09-04T00:00:00.0000000\",\"h\":0,\"i\":\"www.youtube.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT Setup: Launch a Startup with One \\ufe0f Prompt! - YouTube\",\"u\":\"https://www.youtube.com/watch?v=nqZlTV_L6Ao\"},{\"a\":\"MetaGPT is a model that uses the power of natural language to create and execute meta programs for multi-agent collaboration. Meta programs are programs that can generate or modify other programs ...\",\"ae\":null,\"c\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"d\":\"medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"da\":\"\",\"e\":\"2023-08-03T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: A Framework for Multi-Agent Meta Programming\",\"u\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\"},{\"a\":\"MetaGPT, available on Github (crossed 13,000 stars), aims to change the way we make software.This exciting tool can take a single line of what you want to do and turn it into many things like user ...\",\"ae\":null,\"c\":\"https://medium.com/@smraiyyan/metagpt-unleashed-crafting-your-virtual-software-company-from-scratch-6ea60cd70da1\",\"d\":\"medium.com/@smraiyyan/metagpt-unleashed-crafting-your-virtual-software-company-from-scratch-6ea60cd70da1\",\"da\":\"translations\",\"e\":\"2023-08-07T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT Lets You Create Your Own Virtual Software Company from ... - Medium\",\"u\":\"https://medium.com/@smraiyyan/metagpt-unleashed-crafting-your-virtual-software-company-from-scratch-6ea60cd70da1\"},{\"a\":\"Discover the revolutionary advancements of MetaGPT and its potential impact on the future of AI-powered solutions. Artificial Intelligence has experienced remarkable progress in recent years, with one term in particular capturing the attention of the digital landscape: MetaGPT online. It can also be referred to as one of the ChatGPT alternatives.In an increasingly competitive environment ...\",\"ae\":null,\"c\":\"https://www.almabetter.com/bytes/articles/metagpt\",\"d\":\"www.almabetter.com/bytes/articles/metagpt\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"www.almabetter.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Future of Multi-Agent Collaboration in AI\",\"u\":\"https://www.almabetter.com/bytes/articles/metagpt\"},{\"a\":\"MetaGPT is a framework that uses different GPTs to generate APIs, user stories, data structures, and more. It can automate software development tasks, enhance existing programs, and collaborate with other agents. Learn how to get started, use cases, advantages, and alternatives of MetaGPT.\",\"ae\":null,\"c\":\"https://geekflare.com/metagpt-multi-agent-framework/\",\"d\":\"geekflare.com/metagpt-multi-agent-framework/\",\"da\":\"\",\"e\":\"2023-09-18T00:00:00.0000000\",\"h\":0,\"i\":\"geekflare.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Is This the Best Multi-Agent Framework Yet? - Geekflare\",\"u\":\"https://geekflare.com/metagpt-multi-agent-framework/\"},{\"a\":\"MetaGPT is a web app that allows users to build web applications using natural language prompts and ChatGPT, a multimodal language model. The service has been used to create dashboards, code-based visualisations, and even a marriage proposal, showing the potential of GPT-4 and its plugins.\",\"ae\":null,\"c\":\"https://analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\",\"d\":\"analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\",\"da\":\"\",\"e\":\"2023-04-26T00:00:00.0000000\",\"h\":0,\"i\":\"analyticsindiamag.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT \\u2014 Realising the GPT-4 Dream - Analytics India Magazine\",\"u\":\"https://analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\"},{\"a\":\"MetaGPT, or multimodal Generative Pretrained Transformers, represents a significant leap in the evolution of artificial intelligence. This new generation of AI models is capable of understanding ...\",\"ae\":null,\"c\":\"https://medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\",\"d\":\"medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"AutoGPT \\u2014 LangChain \\u2014 Deep Lake \\u2014 MetaGPT: A ... - Medium\",\"u\":\"https://medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\"},{\"a\":\"Overview of the MetaGPT framework. Presented is a two-layer architectural design: i) the Foundational Components Layer, which is essential for agent operations and system-wide communication, and ii) the Collaboration Layer, which facilitates agent coordination through key mechanisms such as knowledge sharing and workflow encapsulation.\",\"ae\":null,\"c\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"d\":\"generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"da\":\"translations\",\"e\":\"2023-08-14T00:00:00.0000000\",\"h\":0,\"i\":\"generativeai.pub\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Analyzing an exciting Generative AI research called MetaGPT.\",\"u\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\"},{\"a\":\"MetaGPT\\u5c06\\u4f1a\\u6309\\u7167\\u4e0b\\u8ff0\\u4f18\\u5148\\u7ea7\\u6765\\u8bfb\\u53d6\\u4f60\\u7684\\u914d\\u7f6e\\uff1aconfig/key.yaml > config/config.yaml > environment variable. \\u6211\\u8fd9\\u91cc\\u4f7f\\u7528\\u73af\\u5883\\u53d8\\u91cf\\u7684\\u65b9\\u5f0f\\u3002. \\uff081\\uff09\\u521b\\u5efa\\u4e00\\u4e2a\\u5de5\\u7a0b\\u76ee\\u5f55 MyMetaGPT\\uff0c\\u7528VSCode\\u6253\\u5f00. \\uff082\\uff09\\u65b0\\u5efa\\u4e00\\u4e2a.env\\u6587\\u4ef6\\uff0c\\u5c06\\u4ee5\\u4e0a\\u914d\\u7f6e\\u586b\\u52a0\\u5230\\u8be5\\u6587\\u4ef6\\u4e2d. \\u5728Python\\u6587\\u4ef6\\uff08MetaGPT_test.py\\uff09\\u4e2d\\u5c06\\u8be5.env\\u6587\\u4ef6 ...\",\"ae\":null,\"c\":\"https://blog.csdn.net/Attitude93/article/details/135550499\",\"d\":\"blog.csdn.net/Attitude93/article/details/135550499\",\"da\":\"translations\",\"e\":\"2024-01-13T00:00:00.0000000\",\"h\":0,\"i\":\"blog.csdn.net\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"AI Agent\\u7cfb\\u5217\\u3011\\u3010MetaGPT\\u30110. \\u4f60\\u7684\\u7b2c\\u4e00\\u4e2aMetaGPT\\u7a0b\\u5e8f - CSDN\\u535a\\u5ba2\",\"u\":\"https://blog.csdn.net/Attitude93/article/details/135550499\"},{\"a\":\"Here are nine of the best ChatGPT alternatives and generative AI APIs for developers that are worth checking out. 1. 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The online LLM program positions students to take advantage of Northeastern ...\",\"ae\":null,\"c\":\"https://graduate.northeastern.edu/program/master-of-laws-llm-online-17868/\",\"d\":\"graduate.northeastern.edu/program/master-of-laws-llm-online-17868/\",\"da\":\"\",\"h\":0,\"i\":\"graduate.northeastern.edu\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Master of Laws LLM-Online - Graduate Programs\",\"u\":\"https://graduate.northeastern.edu/program/master-of-laws-llm-online-17868/\"},{\"a\":\"LLM Programs. Our LLM (Master of Law) degree programs expand students' knowledge of law and legal processes and provide opportunities for them to gain expertise in a specialized field of law. To apply, students must have a JD from an ABA-accredited law school or a comparable legal degree from a university outside of the United States.\",\"ae\":null,\"c\":\"https://www.law.northwestern.edu/academics/degree-programs/llms/\",\"d\":\"www.law.northwestern.edu/academics/degree-programs/llms/\",\"da\":\"\",\"h\":0,\"i\":\"www.law.northwestern.edu\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"LLM Programs - Northwestern University Pritzker School of Law\",\"u\":\"https://www.law.northwestern.edu/academics/degree-programs/llms/\"},{\"a\":\"Large Language Models (LLMs) A large language model (LLM) is a specialized type of artificial intelligence (AI) that has been trained on vast amounts of text to understand existing content and generate original content.\",\"ae\":null,\"c\":\"https://www.gartner.com/en/information-technology/glossary/large-language-models-llm\",\"d\":\"www.gartner.com/en/information-technology/glossary/large-language-models-llm\",\"da\":\"\",\"h\":0,\"i\":\"www.gartner.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Large Language Models (LLMs) - Gartner\",\"u\":\"https://www.gartner.com/en/information-technology/glossary/large-language-models-llm\"},{\"a\":\"Large language models have limited reliability, limited understanding, limited range, and hence need human supervision. 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It can assist in requirements gathering, design, code generation, testing, and debugging ...\",\"ae\":null,\"c\":\"https://incubity.ambilio.com/metagpt-deep-dive-into-multi-agent-system-with-use-cases/\",\"d\":\"incubity.ambilio.com/metagpt-deep-dive-into-multi-agent-system-with-use-cases/\",\"da\":\"\",\"h\":0,\"i\":\"incubity.ambilio.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Deep Dive into Multi-Agent System with Use Cases\",\"u\":\"https://incubity.ambilio.com/metagpt-deep-dive-into-multi-agent-system-with-use-cases/\"},{\"a\":\"Published 4 months ago on September 11, 2023 By Aayush Mittal With Large Language Models (LLMs) like ChatGPT, OpenAI has witnessed a surge in enterprise and user adoption, currently raking in around $80 million in monthly revenue.\",\"ae\":null,\"c\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"d\":\"www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"da\":\"\",\"e\":\"2023-09-11T00:00:00.0000000\",\"h\":0,\"i\":\"www.unite.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Complete Guide to the Best AI Agent Available Right Now\",\"u\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\"},{\"a\":\"MetaGPT in Action: Use-cases Across Industries MetaGPT, a powerful language model developed by OpenAI, has been making waves across various industries due to its versatility and ability to generate human-like text. As artificial intelligence (AI) continues to advance, the potential applications of MetaGPT are becoming increasingly apparent.\",\"ae\":null,\"c\":\"https://ts2.pl/en/metagpt-in-action-use-cases-across-industries/\",\"d\":\"ts2.pl/en/metagpt-in-action-use-cases-across-industries/\",\"da\":\"\",\"e\":\"2023-06-12T00:00:00.0000000\",\"h\":0,\"i\":\"ts2.pl\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT in Action: Use-cases Across Industries\",\"u\":\"https://ts2.pl/en/metagpt-in-action-use-cases-across-industries/\"},{\"a\":\"MetaGPT is a multi-agent framework that takes one-line inputs to produce APIs, user stories, data structures, competitive analysis, and more. GPT is the short form for Generative Pretrained Transformers. MetaGPT framework can behave as a product manager, software engineer, and architect.\",\"ae\":null,\"c\":\"https://geekflare.com/metagpt-multi-agent-framework/\",\"d\":\"geekflare.com/metagpt-multi-agent-framework/\",\"da\":\"\",\"e\":\"2023-09-18T00:00:00.0000000\",\"h\":0,\"i\":\"geekflare.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Is This the Best Multi-Agent Framework Yet? - Geekflare\",\"u\":\"https://geekflare.com/metagpt-multi-agent-framework/\"},{\"a\":\"Software Company Multi-Role Schematic MetaGPT's Abilities MetaGPT started as a software company, but its capabilities are not limited to that. You can use this multi-agent framework in your own scenario to build your own application. For details, you can refer to Researcher under UseCases. Let's do it. Examples (fully generated by GPT-4)\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/get_started/introduction.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/get_started/introduction.html\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/get_started/introduction.html\"},{\"a\":\"MetaGPT is a multi-agent system that utilizes Large Language Models (LLMs) to perform complex tasks. ... MetaGPT has demonstrated its capabilities in various usecases, including developing a CLI ...\",\"ae\":null,\"c\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"d\":\"www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"da\":\"\",\"e\":\"2023-12-13T00:00:00.0000000\",\"h\":0,\"i\":\"www.straight.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"A Complete Guide to MetaGPT: The Best AI Agent Available Now\",\"u\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\"},{\"a\":\"MetaGPT builds microapps - applications designed for specific tasks or usecases. Examples include Facebook Messenger, the project management app Trello, and even Microsoft Word. It only generates web apps - which can be viewed on mobile or desktop browsers but won't run as native apps on Android or iOS.\",\"ae\":null,\"c\":\"https://aibusiness.com/nlp/metagpt-text-to-app-ai-simplifies-web-dev\",\"d\":\"aibusiness.com/nlp/metagpt-text-to-app-ai-simplifies-web-dev\",\"da\":\"\",\"e\":\"2023-08-07T00:00:00.0000000\",\"h\":0,\"i\":\"aibusiness.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Text-To-App AI Simplifies Web Dev\",\"u\":\"https://aibusiness.com/nlp/metagpt-text-to-app-ai-simplifies-web-dev\"},{\"a\":\"Here's a simple example of how to useMetaGPT: python startup.py "Write a cli snake game" # Use code review will cost more money, but will opt for better code quality. python startup.py "Write a cli snake game" --code_review True. ... Over the last few months, we have looked into around 100 agents with various usecases, studied SDKs and ...\",\"ae\":null,\"c\":\"https://levelup.gitconnected.com/metagpt-the-future-of-multi-agent-collaboration-in-ai-a-brief-guide-fd4b4429336d\",\"d\":\"levelup.gitconnected.com/metagpt-the-future-of-multi-agent-collaboration-in-ai-a-brief-guide-fd4b4429336d\",\"da\":\"\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"levelup.gitconnected.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Future of Multi-Agent Collaboration in AI (A Brief Guide)\",\"u\":\"https://levelup.gitconnected.com/metagpt-the-future-of-multi-agent-collaboration-in-ai-a-brief-guide-fd4b4429336d\"},{\"a\":\"MetaGPT: The Multi-Agent Framework Assign different roles to GPTs to form a collaborative software entity for complex tasks. MetaGPT takes a one line requirement as input and outputs user stories / competitive analysis / requirements / data structures / APIs / documents, etc.\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT\",\"d\":\"github.com/geekan/MetaGPT\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework - GitHub\",\"u\":\"https://github.com/geekan/MetaGPT\"},{\"a\":\"You can check this by using:</span>\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> You can use conda to initialize a new python env</span>\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> conda create -n metagpt python=3.9</span>\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> conda activate metagpt</span>\npython3 --version\n\n<span...\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT?search=1\",\"d\":\"github.com/geekan/MetaGPT?search=1\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework - GitHub\",\"u\":\"https://github.com/geekan/MetaGPT?search=1\"},{\"a\":\"Now, let's get started! We will create a team of agents to write software based on one line of our instruction. First, import off-the-shelf roles. python. import asyncio from metagpt.roles import ( Architect, Engineer, ProductManager, ProjectManager, ) from metagpt.team import Team. Next, initiate the team, equip it with agents, set their ...\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/get_started/quickstart.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/get_started/quickstart.html\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Quickstart | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/get_started/quickstart.html\"},{\"a\":\"Stefan Silver \\u00b7 Follow Published in MLearning.ai \\u00b7 4 min read \\u00b7 Aug 9 4 Photo by Penfer on Unsplash Lately, there's been quite a buzz around automating problem-solving using multiagents...\",\"ae\":null,\"c\":\"https://medium.com/mlearning-ai/metagpt-multi-agent-harmony-for-complex-problem-solving-97bcb8f3fe94\",\"d\":\"medium.com/mlearning-ai/metagpt-multi-agent-harmony-for-complex-problem-solving-97bcb8f3fe94\",\"da\":\"\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Multi-Agent Harmony for Complex Problem Solving\",\"u\":\"https://medium.com/mlearning-ai/metagpt-multi-agent-harmony-for-complex-problem-solving-97bcb8f3fe94\"},{\"a\":\"Concepts. After this tutorial, you will be able to: Understand MetaGPT's concept of agent and environment. How agents interact with each other and what a multi-agent collaboration may look like. The goal is to provide an intuitive and simplified explanation of the concepts so that users have a background to further explore the tutorial series.\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/enus/guide/tutorials/concepts.html\",\"d\":\"docs.deepwisdom.ai/enus/guide/tutorials/concepts.html\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Concepts | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/enus/guide/tutorials/concepts.html\"},{\"a\":\"Capabilities/UseCase of MetaGPTMetaGPT has many potential applications and usecases in various fields and scenarios that involve multi-agent collaboration and coordination. Some of...\",\"ae\":null,\"c\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"d\":\"medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"da\":\"\",\"e\":\"2023-08-03T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: A Framework for Multi-Agent Meta Programming\",\"u\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\"},{\"a\":\"The metagpt.roles.researcher module provides a command-line interface for executing the functionalities of the Researcher. An example is as follows: bash. python3 -m metagpt.roles.researcher "dataiku vs. datarobot". Log output: log.txt Report output: dataiku vs. datarobot.md.\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/researcher.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/use_cases/agent/researcher.html\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Researcher: Search Web and Write Reports | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/use_cases/agent/researcher.html\"},{\"a\":\"You can check this by using:</span>\npython --version\n\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> Step 3: Clone the repository to your local machine, and install it.</span>\ngit clone https://github.com/geekan/metagpt\n<span class=\"pl-c1\">cd</span> metagpt\npython setup.py install</pre></div>\n<h3 tabindex=\"-1\" dir=\"auto\"><a id=\...\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/PlaiD3/MetaGPT/blob/main/README.md\",\"d\":\"github.com/PlaiD3/MetaGPT/blob/main/README.md\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Multi-Agent Meta Programming Framework - GitHub\",\"u\":\"https://github.com/PlaiD3/MetaGPT/blob/main/README.md\"},{\"a\":\"MetaGPT, as a cutting-edge framework, is not just a theoretical marvel but has been tested, showcasing its prowess in real-world applications. ... These articles cover a wide range of topics related to Generative AI, from introductions and usecases to exploring its potential and understanding its underlying layers. Happy reading!\",\"ae\":null,\"c\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"d\":\"generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"da\":\"translations\",\"e\":\"2023-08-14T00:00:00.0000000\",\"h\":0,\"i\":\"generativeai.pub\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Analyzing an exciting Generative AI research called MetaGPT.\",\"u\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\"},{\"a\":\"Here are 10 compelling usecases that demonstrate the vast potential of LangChain: Uses-Cases of LangChain. 1. Conversational AI and Chatbots ... MetaGPT, or multimodal Generative Pretrained ...\",\"ae\":null,\"c\":\"https://medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\",\"d\":\"medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"AutoGPT \\u2014 LangChain \\u2014 Deep Lake \\u2014 MetaGPT: A ... - Medium\",\"u\":\"https://medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\"},{\"a\":\"MetaGPT takes a one-line requirement as input and outputs user stories / competitive analysis/requirements/data structures / APIs / documents, etc. Internally, MetaGPT includes product managers/architects/project managers/engineers. It provides the entire process of a software company along with carefully orchestrated SOPs.\",\"ae\":null,\"c\":\"https://gpt3demo.com/apps/metagpt\",\"d\":\"gpt3demo.com/apps/metagpt\",\"da\":\"\",\"h\":0,\"i\":\"gpt3demo.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT | Discover AI use cases - GPT-3 Demo\",\"u\":\"https://gpt3demo.com/apps/metagpt\"},{\"a\":\"Retrieve memory. When recorded memories are needed, such as serving as context for a LLM call, you can use self.get_memories. The function definition is as follows: python. def get_memories(self, k=0) -> list [Message]: """A wrapper to return the most recent k memories of this role, return all when k=0""" return self.rc.memory.get (k=k) For ...\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/tutorials/use_memories.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/tutorials/use_memories.html\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Use Memories | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/tutorials/use_memories.html\"},{\"a\":\"6 Conclusion Introduction Are you struggling to choose between MetaGPT Vs AutoGen? Comparing these two leading companies can help you make an informed decision. MetaGPT is a powerful tool designed for software developers, project managers, startups, technology companies, and AI enthusiasts.\",\"ae\":null,\"c\":\"https://smythos.com/ai-agents/agent-comparison/metagpt-vs-autogen/\",\"d\":\"smythos.com/ai-agents/agent-comparison/metagpt-vs-autogen/\",\"da\":\"\",\"h\":0,\"i\":\"smythos.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT Vs AutoGen: A Comprehensive Comparison\",\"u\":\"https://smythos.com/ai-agents/agent-comparison/metagpt-vs-autogen/\"},{\"a\":\"While some are just wrappers of OpenAI's APIs with added functionality like Forefront.ai or AnonChatGPT, others, like MemeCam or Bing Chat use the GPT-4 API to facilitate new use-cases altogether. OpenAI now needs to move faster, or risk their dream being stolen by others who are on the bleeding edge. Anirudh VK\",\"ae\":null,\"c\":\"https://analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\",\"d\":\"analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\",\"da\":\"\",\"e\":\"2023-04-26T00:00:00.0000000\",\"h\":0,\"i\":\"analyticsindiamag.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT \\u2014 Realising the GPT-4 Dream - Analytics India Magazine\",\"u\":\"https://analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\"},{\"a\":\"Override the _act method. 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But the law is anything but clear. By Will Oremus. and ...\",\"ae\":null,\"c\":\"https://www.washingtonpost.com/technology/2024/01/04/nyt-ai-copyright-lawsuit-fair-use/\",\"d\":\"www.washingtonpost.com/technology/2024/01/04/nyt-ai-copyright-lawsuit-fair-use/\",\"da\":\"news,translations\",\"e\":\"2024-01-04T12:01:54.0000000\",\"h\":0,\"i\":\"www.washingtonpost.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"AI copyright lawsuit hinges on the legal concept of 'fair use' - The ...\",\"u\":\"https://www.washingtonpost.com/technology/2024/01/04/nyt-ai-copyright-lawsuit-fair-use/\"},{\"a\":\"Here are some common usecases for Azure Table Storage: Centralized storage of logs, telemetry data and monitoring data. Storage of catalog and shopping cart data for e-commerce applications. Scalable task scheduling and metadata storage. Storage of sensory data and IoT telemetry data.\",\"ae\":null,\"c\":\"https://blog.netwrix.com/2024/01/09/azure-storage/\",\"d\":\"blog.netwrix.com/2024/01/09/azure-storage/\",\"da\":\"translations\",\"e\":\"2024-01-09T00:00:00.0000000\",\"h\":0,\"i\":\"blog.netwrix.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Understanding Six Popular Azure Storage Types and Their Use Cases\",\"u\":\"https://blog.netwrix.com/2024/01/09/azure-storage/\"},{\"a\":\"January 10, 2024 at 8:10 AM PST. Walmart Inc. opened up access to a generative artificial intelligence tool that allows shoppers to search for products by specific usecases, rather than look up ...\",\"ae\":null,\"c\":\"https://www.bloomberg.com/news/articles/2024-01-09/walmart-wmt-expands-rollout-of-generative-ai-shopping-search-tech\",\"d\":\"www.bloomberg.com/news/articles/2024-01-09/walmart-wmt-expands-rollout-of-generative-ai-shopping-search-tech\",\"da\":\"news,translations\",\"e\":\"2024-01-09T16:10:00.0000000\",\"h\":0,\"i\":\"www.bloomberg.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Walmart Expands Rollout of Generative AI Shopping Search, Tech\",\"u\":\"https://www.bloomberg.com/news/articles/2024-01-09/walmart-wmt-expands-rollout-of-generative-ai-shopping-search-tech\"},{\"a\":\"The purpose of this advisory is to alert healthcare providers and facilities to substantial increases in cases of influenza and COVID-19, at least partially driven by an emerging SARS-CoV-2 variant, and to recommend that healthcare and residential facilities advocate strongly for the use of masks within their facility to prevent transmission\",\"ae\":null,\"c\":\"https://health.ny.gov/press/releases/2024/docs/2024-01-08_masking_advisory.pdf\",\"d\":\"health.ny.gov/press/releases/2024/docs/2024-01-08_masking_advisory.pdf\",\"da\":\"translations\",\"e\":\"2024-01-08T00:00:00.0000000\",\"h\":0,\"i\":\"health.ny.gov\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"PDF Health Advisory: Nys Department of Health Recommends Masking in ...\",\"u\":\"https://health.ny.gov/press/releases/2024/docs/2024-01-08_masking_advisory.pdf\"},{\"a\":\"2:29. 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By taking a single line of requirement as input, MetaGPT outputs a comprehensive array of development components, including user stories, competitive analysis, requirements, data structures, APIs, and documents.\",\"ae\":null,\"c\":\"https://lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\",\"d\":\"lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\",\"da\":\"\",\"e\":\"2023-08-11T00:00:00.0000000\",\"h\":0,\"i\":\"lablab.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"This Week in AI: Exploring the Latest from MetaGPT and GPT-4 and more..\",\"u\":\"https://lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\"},{\"a\":\"MetaGPT utilizes an assembly line paradigm to assign diverse roles to various agents, efficiently breaking down complex tasks into subtasks involving many agents working together. 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It provides the entire process of a software company along with carefully orchestrated SOPs.\n \n\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/PlaiD3/MetaGPT/blob/main/README.md\",\"d\":\"github.com/PlaiD3/MetaGPT/blob/main/README.md\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Multi-Agent Meta Programming Framework - GitHub\",\"u\":\"https://github.com/PlaiD3/MetaGPT/blob/main/README.md\"},{\"a\":\"MetaGPT's architecture is divided into two layers: the Foundational Components Layer and the Collaboration Layer. Foundational Components Layer: This layer focuses on individual agent operations and facilitates system-wide information exchange. It introduces core building blocks such as Environment, Memory, Roles, Actions, and Tools.\",\"ae\":null,\"c\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"d\":\"www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"da\":\"\",\"e\":\"2023-09-11T00:00:00.0000000\",\"h\":0,\"i\":\"www.unite.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Complete Guide to the Best AI Agent Available Right Now\",\"u\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\"},{\"a\":\"Published Aug 6, 2023 + Follow Recent advances in large language models (LLMs) have opened up new opportunities for developing intelligent software agents capable of replicating human-level...\",\"ae\":null,\"b\":\"li\\tLinkedIn\\twww.linkedin.com\",\"c\":\"https://www.linkedin.com/pulse/metagpt-important-conceptual-advance-multi-agent-systems-brad-edwards\",\"d\":\"www.linkedin.com/pulse/metagpt-important-conceptual-advance-multi-agent-systems-brad-edwards\",\"da\":\"\",\"e\":\"2023-08-06T00:00:00.0000000\",\"h\":0,\"i\":\"www.linkedin.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Important Conceptual Advance in Multi-Agent Systems - LinkedIn\",\"u\":\"https://www.linkedin.com/pulse/metagpt-important-conceptual-advance-multi-agent-systems-brad-edwards\"},{\"a\":\"1. Enhanced Operational Efficiency. MetaGPT is designed to store, retrieve, and share information at varying levels, reducing redundancy and enhancing operational efficiency. This means that ...\",\"ae\":null,\"c\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"d\":\"www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"da\":\"\",\"e\":\"2023-12-13T00:00:00.0000000\",\"h\":0,\"i\":\"www.straight.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"A Complete Guide to MetaGPT: The Best AI Agent Available Now\",\"u\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\"},{\"a\":\"TheMetaGPT approach showcases its ability to decompose highlevel tasks into detailed actionable components handled by distinct roles (ProductManager, Architect, ProjectManager, Engineer, QA Engineer), thereby facilitating role-specific expertise and coordination. This methodology mirrors human software development teams.\",\"ae\":null,\"c\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"d\":\"generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"da\":\"translations\",\"e\":\"2023-08-14T00:00:00.0000000\",\"h\":0,\"i\":\"generativeai.pub\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Analyzing an exciting Generative AI research called MetaGPT.\",\"u\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\"},{\"a\":\"Internally, MetaGPT includes product managers / architects / project managers / engineers. It provides the entire process of a software company along with carefully orchestrated SOPs. Code = SOP (Team) is the core philosophy. We materialize SOP and apply it to teams composed of LLMs. Software Company Multi-Role Schematic.\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/get_started/introduction.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/get_started/introduction.html\",\"da\":\"\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/get_started/introduction.html\"},{\"a\":\"MetaGPT is a multi-agent framework that takes one-line inputs to produce APIs, user stories, data structures, competitive analysis, and more. GPT is the short form for Generative Pretrained Transformers. MetaGPT framework can behave as a product manager, software engineer, and architect. This framework can act as an entire software company with ...\",\"ae\":null,\"c\":\"https://geekflare.com/metagpt-multi-agent-framework/\",\"d\":\"geekflare.com/metagpt-multi-agent-framework/\",\"da\":\"\",\"e\":\"2023-09-18T00:00:00.0000000\",\"h\":0,\"i\":\"geekflare.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Is This the Best Multi-Agent Framework Yet? - Geekflare\",\"u\":\"https://geekflare.com/metagpt-multi-agent-framework/\"},{\"a\":\"MetaGPT manages far more software complexity than GPT-3.5 or other open-source frameworks like AutoGPT and AgentVerse, measured by lines of produced code. Additionally, MetaGPT generates high-quality requirement papers, design artifacts, flowcharts, and interface specifications throughout the automated end-to-end process. ...\",\"ae\":null,\"c\":\"https://www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\",\"d\":\"www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\",\"da\":\"translations\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"www.marktechpost.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Meet MetaGPT: The Open-Source AI Framework That Transforms GPTs into ...\",\"u\":\"https://www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\"},{\"a\":\"MetaGPT is a new paper and open-source work that is making a lot of noise on GitHub! The researchers developed a new framework for combining or chaining large language models and mitigating hallucination risks by integrating human standardized operating procedures (SOPs) into the chaining process. This new design scheme allows the system to ...\",\"ae\":null,\"c\":\"https://www.louisbouchard.ai/metagpt/\",\"d\":\"www.louisbouchard.ai/metagpt/\",\"da\":\"\",\"e\":\"2023-08-27T00:00:00.0000000\",\"h\":0,\"i\":\"www.louisbouchard.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Mitigating AI Hallucinations: Exploring MetaGPT's Collaborative Framework\",\"u\":\"https://www.louisbouchard.ai/metagpt/\"},{\"a\":\"MetaGPT takes a one line requirement as input and outputs user stories / competitive analysis / requirements / data structures / APIs / documents, etc. Internally, MetaGPT includes product managers / architects / project managers / engineers. 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We have a public discord server.There's a free Chatgpt bot, Open Assistant bot (Open-source model), AI image generator bot, Perplexity AI bot, \\ud83e\\udd16 GPT-4 bot (Now with Visual capabilities (cloud vision)!) and channel for latest prompts.\",\"ae\":null,\"b\":\"r\\tReddit\\twww.reddit.com\",\"c\":\"https://www.reddit.com/r/ChatGPT/comments/14qhn00/metagpt_the_roadmap_has_been_released_come_and/\",\"d\":\"www.reddit.com/r/ChatGPT/comments/14qhn00/metagpt_the_roadmap_has_been_released_come_and/\",\"da\":\"translations\",\"h\":0,\"i\":\"www.reddit.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The roadmap has been released! Come and take a look ... - Reddit\",\"u\":\"https://www.reddit.com/r/ChatGPT/comments/14qhn00/metagpt_the_roadmap_has_been_released_come_and/\"},{\"a\":\"Business: MetaGPT can be used to create and execute business programs that can optimize or automate various processes, such as scheduling, planning, budgeting, marketing, etc. MetaGPT can also...\",\"ae\":null,\"c\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"d\":\"medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"da\":\"\",\"e\":\"2023-08-03T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: A Framework for Multi-Agent Meta Programming\",\"u\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\"},{\"a\":\"MetaGPT is an innovative solution that allows us to assign different roles to GPTs, forging a collaborative software force. In this guide, we'll explore how to harness the power of MetaGPT for...\",\"ae\":null,\"c\":\"https://xthemadgenius.medium.com/how-to-use-metagpt-to-operate-as-a-full-engineering-team-c0f6e53c1dc3\",\"d\":\"xthemadgenius.medium.com/how-to-use-metagpt-to-operate-as-a-full-engineering-team-c0f6e53c1dc3\",\"da\":\"translations\",\"e\":\"2023-08-12T00:00:00.0000000\",\"h\":0,\"i\":\"xthemadgenius.medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"How to use MetaGPT to Operate as a full Engineering Team\",\"u\":\"https://xthemadgenius.medium.com/how-to-use-metagpt-to-operate-as-a-full-engineering-team-c0f6e53c1dc3\"},{\"a\":\"MetaGPT, available on Github (crossed 13,000 stars), aims to change the way we make software.This exciting tool can take a single line of what you want to do and turn it into many things like user ...\",\"ae\":null,\"c\":\"https://medium.com/@smraiyyan/metagpt-unleashed-crafting-your-virtual-software-company-from-scratch-6ea60cd70da1\",\"d\":\"medium.com/@smraiyyan/metagpt-unleashed-crafting-your-virtual-software-company-from-scratch-6ea60cd70da1\",\"da\":\"translations\",\"e\":\"2023-08-07T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT Lets You Create Your Own Virtual Software Company from ... - Medium\",\"u\":\"https://medium.com/@smraiyyan/metagpt-unleashed-crafting-your-virtual-software-company-from-scratch-6ea60cd70da1\"},{\"a\":\"\\u57282023\\u5e7412\\u670819\\u65e5\\u65f6\\uff0c\\u542c\\u4e86\\u6797\\u4e49\\u7ae0\\u8001\\u5e08\\u5173\\u4e8e"\\u57fa\\u4e8eMetaGPT\\u8fdb\\u884c\\u667a\\u80fd\\u4f53\\u5f00\\u53d1"\\u7684\\u8bb2\\u5ea7\\uff1a \\u89c9\\u5f97\\u65b0\\u5947\\u6709\\u8da3\\uff0c\\u5982\\u679c\\u80fd\\u8fd9\\u6837\\u5728\\u5de5\\u4f5c\\u751f\\u6d3b\\u4e2d\\u5b8c\\u6210\\u81ea\\u5df1\\u7684\\u4efb\\u52a1\\uff0c\\u90a3\\u7b80\\u76f4\\u662f\\u4e8b\\u534a\\u529f\\u500d\\u3002\\u4e8e\\u662f\\u8fd9\\u4e24\\u5929\\u53c8\\u5b66\\u4e60\\u4e86\\u300aMetaGPT\\u667a\\u80fd\\u4f53\\u5f00\\u53d1\\u5165\\u95e8\\u300b\\u6559\\u2026\",\"ae\":null,\"c\":\"https://zhuanlan.zhihu.com/p/677608276\",\"d\":\"zhuanlan.zhihu.com/p/677608276\",\"da\":\"translations\",\"e\":\"2024-01-12T00:00:00.0000000\",\"h\":0,\"i\":\"zhuanlan.zhihu.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"\\u5b66\\u4e60\\u7b14\\u8bb0-\\u300aMetaGPT\\u667a\\u80fd\\u4f53\\u5f00\\u53d1\\u5165\\u95e8\\u300b\\u6559\\u7a0b - \\u77e5\\u4e4e\",\"u\":\"https://zhuanlan.zhihu.com/p/677608276\"},{\"a\":\"Roadmap \n Long-term Objective \n. 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As the digital landscape becomes more competitive, understanding and leveraging the capabilities of MetaGPT can be a game-changer for businesses, developers, and AI enthusiasts alike.\",\"ae\":null,\"c\":\"https://levelup.gitconnected.com/metagpt-the-future-of-multi-agent-collaboration-in-ai-a-brief-guide-fd4b4429336d\",\"d\":\"levelup.gitconnected.com/metagpt-the-future-of-multi-agent-collaboration-in-ai-a-brief-guide-fd4b4429336d\",\"da\":\"\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"levelup.gitconnected.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Future of Multi-Agent Collaboration in AI (A Brief Guide)\",\"u\":\"https://levelup.gitconnected.com/metagpt-the-future-of-multi-agent-collaboration-in-ai-a-brief-guide-fd4b4429336d\"},{\"a\":\"MetaGPT is a multi-agent framework that takes one-line inputs to produce APIs, user stories, data structures, competitive analysis, and more. GPT is the short form for Generative Pretrained Transformers. MetaGPT framework can behave as a product manager, software engineer, and architect. This framework can act as an entire software company with ...\",\"ae\":null,\"c\":\"https://geekflare.com/metagpt-multi-agent-framework/\",\"d\":\"geekflare.com/metagpt-multi-agent-framework/\",\"da\":\"\",\"e\":\"2023-09-18T00:00:00.0000000\",\"h\":0,\"i\":\"geekflare.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Is This the Best Multi-Agent Framework Yet? - Geekflare\",\"u\":\"https://geekflare.com/metagpt-multi-agent-framework/\"},{\"a\":\"Gaming: MetaGPT can be used to create and control intelligent agents that can cooperate or compete with human players or other agents in various games, such as board games, card games, video...\",\"ae\":null,\"c\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"d\":\"medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\",\"da\":\"\",\"e\":\"2023-08-03T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: A Framework for Multi-Agent Meta Programming\",\"u\":\"https://medium.com/aimonks/metagpt-a-framework-for-multi-agent-meta-programming-6c79f2eafb8e\"},{\"a\":\"You can check this by using:</span>\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> You can use conda to initialize a new python env</span>\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> conda create -n metagpt python=3.9</span>\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> conda activate metagpt</span>\npython3 --version\n\n<span...\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT/blob/main/README.md\",\"d\":\"github.com/geekan/MetaGPT/blob/main/README.md\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework - GitHub\",\"u\":\"https://github.com/geekan/MetaGPT/blob/main/README.md\"},{\"a\":\"MetaGPT utilizes an assembly line paradigm to assign diverse roles to various agents, efficiently breaking down complex tasks into subtasks involving many agents working together. 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All communications between agents are contained in this environment.\",\"ae\":null,\"c\":\"https://www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\",\"d\":\"www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\",\"da\":\"translations\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"www.marktechpost.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Meet MetaGPT: The Open-Source AI Framework That Transforms GPTs into ...\",\"u\":\"https://www.marktechpost.com/2023/08/09/meet-metagpt-the-open-source-ai-framework-that-transforms-gpts-into-engineers-architects-and-managers/\"},{\"a\":\"This paper presents MetaGPT, a multi-agent framework that extends complex problem solving capabilities by encoding SOPs that incorporate real-world expertise into LLM agents, and shows through experiments that it can generate more consistent and comprehensive solutionsthan existing methods.\",\"ae\":null,\"c\":\"https://ai-scholar.tech/en/articles/agent-simulation/meta-gpt\",\"d\":\"ai-scholar.tech/en/articles/agent-simulation/meta-gpt\",\"da\":\"\",\"e\":\"2023-08-18T00:00:00.0000000\",\"h\":0,\"i\":\"ai-scholar.tech\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT, a multi-agent framework in which AI consistently develops ...\",\"u\":\"https://ai-scholar.tech/en/articles/agent-simulation/meta-gpt\"},{\"a\":\"The core advantage of MetaGPT also lies in the easy and flexible development of a team of agents. Under MetaGPT framework, users can enable interactions between agents with a minimal amount of codes. ... we need three steps to set up the team and make it function: Define each role capable of intended actions; Think about the Standard Operating ...\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/tutorials/multi_agent_101.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/tutorials/multi_agent_101.html\",\"da\":\"translations\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MultiAgent 101 | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/tutorials/multi_agent_101.html\"},{\"a\":\"MetaGPT is a groundbreaking multi-agent framework that is transforming the way software development is approached. By taking a single line of requirement as input, MetaGPT outputs a comprehensive array of development components, including user stories, competitive analysis, requirements, data structures, APIs, and documents.\",\"ae\":null,\"c\":\"https://lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\",\"d\":\"lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\",\"da\":\"\",\"e\":\"2023-08-11T00:00:00.0000000\",\"h\":0,\"i\":\"lablab.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"This Week in AI: Exploring the Latest from MetaGPT and GPT-4 and more..\",\"u\":\"https://lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\"},{\"a\":\"MetaGPT then asks for a few additional details, such as the required inputs from the user. Subscribe to our Newsletter. ... One only needs to look at the success of AutoGPT, an open-source project looking to allow GPT-4 to function autonomously. Other similar projects include BabyAGI, a GPT API powered task management system, ...\",\"ae\":null,\"c\":\"https://analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\",\"d\":\"analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\",\"da\":\"\",\"e\":\"2023-04-26T00:00:00.0000000\",\"h\":0,\"i\":\"analyticsindiamag.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT \\u2014 Realising the GPT-4 Dream - Analytics India Magazine\",\"u\":\"https://analyticsindiamag.com/metagpt-realising-the-gpt-4-dream/\"},{\"a\":\"In MetaGPT, class Action is the logical abstraction for an action. Users may use LLM to empower this Action by simply invoking the self._aask function, which will make LLM api call under the hood. In our scenario, we define a SimpleWriteCode subclassed Action.\",\"ae\":null,\"c\":\"https://docs.deepwisdom.ai/main/en/guide/tutorials/agent_101.html\",\"d\":\"docs.deepwisdom.ai/main/en/guide/tutorials/agent_101.html\",\"da\":\"translations\",\"h\":0,\"i\":\"docs.deepwisdom.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Agent 101 | MetaGPT\",\"u\":\"https://docs.deepwisdom.ai/main/en/guide/tutorials/agent_101.html\"},{\"a\":\"Understanding MetaGPTMetaGPT, a concept originating from a research paper that received significant attention, represents a leap forward in Artificial Intelligence, specifically in multi-agent collaboration using large language models (LLMs).\",\"ae\":null,\"c\":\"https://www.almabetter.com/bytes/articles/metagpt\",\"d\":\"www.almabetter.com/bytes/articles/metagpt\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"www.almabetter.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Future of Multi-Agent Collaboration in AI\",\"u\":\"https://www.almabetter.com/bytes/articles/metagpt\"},{\"a\":\"MetaGPT is a trending GitHub repository that simulates different roles in a software company using GPT-4. It's like a software company in a box (or CLI to be precise).\",\"ae\":null,\"c\":\"https://medium.com/@korolalexei/metagpt-a-multi-agent-framework-revolutionizing-software-development-f585fe1aa950\",\"d\":\"medium.com/@korolalexei/metagpt-a-multi-agent-framework-revolutionizing-software-development-f585fe1aa950\",\"da\":\"translations\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: A Multi-Agent Framework Revolutionizing Software ... - Medium\",\"u\":\"https://medium.com/@korolalexei/metagpt-a-multi-agent-framework-revolutionizing-software-development-f585fe1aa950\"},{\"a\":\"You can check this by using:</span>\npython --version\n\n<span class=\"pl-c\"><span class=\"pl-c\">#</span> Step 3: Clone the repository to your local machine, and install it.</span>\ngit clone https://github.com/geekan/metagpt\n<span class=\"pl-c1\">cd</span> metagpt\npython setup.py install</pre></div>\n<h3 tabindex=\"-1\" dir=\"auto\"><a id=\...\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/PlaiD3/MetaGPT/blob/main/README.md\",\"d\":\"github.com/PlaiD3/MetaGPT/blob/main/README.md\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Multi-Agent Meta Programming Framework - GitHub\",\"u\":\"https://github.com/PlaiD3/MetaGPT/blob/main/README.md\"},{\"a\":\"\\u2014 MetaGPT is a multi-agent framework that enables collaboration among AI agents to tackle complex tasks and achieve collective intelligence. How does MetaGPT work? \\u2014 MetaGPT assigns specific roles to GPT agents based on their strengths and expertise, allowing them to collaborate, communicate, and share information to effectively tackle ...\",\"ae\":null,\"c\":\"https://eightify.app/summary/computer-science-and-technology/metagpt-advanced-autonomous-ai-agents-installation-tutorial\",\"d\":\"eightify.app/summary/computer-science-and-technology/metagpt-advanced-autonomous-ai-agents-installation-tutorial\",\"da\":\"\",\"h\":0,\"i\":\"eightify.app\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Advanced Autonomous AI Agents Installation Tutorial\",\"u\":\"https://eightify.app/summary/computer-science-and-technology/metagpt-advanced-autonomous-ai-agents-installation-tutorial\"},{\"a\":\"Therefore, we introduce MetaGPT, an innovative framework that incorporates efficient human workflows as a meta programming approach into LLM-based multi-agent collaboration. Specifically, MetaGPT encodes Standardized Operating Procedures (SOPs) into prompts to enhance structured coordination. ... SOPs act as a meta-function, taking the team and ...\",\"ae\":null,\"b\":\"arx\\tarXiv.org\\tarxiv.org\",\"c\":\"https://ar5iv.labs.arxiv.org/html/2308.00352\",\"d\":\"ar5iv.labs.arxiv.org/html/2308.00352\",\"da\":\"translations\",\"e\":\"2023-09-05T00:00:00.0000000\",\"h\":0,\"i\":\"ar5iv.labs.arxiv.org\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Meta Programming for Multi-Agent Collaborative Framework\",\"u\":\"https://ar5iv.labs.arxiv.org/html/2308.00352\"},{\"a\":\"Discover MetaGPT, a cutting-edge technology that harnesses Standardized Operating Procedures (SOPs) to orchestrate Large Language Model (LLM)-driven multi-agent systems, revolutionizing software development and collaborative task resolution. Explore its key features, delve into the core mechanisms, and learn how it enhances collaboration efficiency.\",\"ae\":null,\"c\":\"https://www.freegpttools.org/metagpt\",\"d\":\"www.freegpttools.org/metagpt\",\"da\":\"\",\"h\":0,\"i\":\"www.freegpttools.org\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Unlocking the Power of MetaGPT: A Multi-Agent Framework for Complex ...\",\"u\":\"https://www.freegpttools.org/metagpt\"},{\"a\":\"Message Function: Retained for event notification, weakened data transportation. Configuration Optimization: Default to gpt-4-1106-preview. ~/.metagpt for highest priority config, reading config.yaml. METAGPT_PROJECT_ROOT for workspace path specification. project_name specification via command line, generated by ProductManager. CLI Support\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT/releases\",\"d\":\"github.com/geekan/MetaGPT/releases\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Releases \\u00b7 geekan/MetaGPT \\u00b7 GitHub\",\"u\":\"https://github.com/geekan/MetaGPT/releases\"},{\"a\":\"SOPs act as a meta-function here, coordinating agents to auto-generate code based on defined inputs. In simple terms, it's as if you've turned a highly coordinated team of software engineers into an adaptable, intelligent software system. ... 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This emerging paradigm disrupts the existing limitations of LLMs in fostering effective collaboration and task decomposition in complex, real-world applications.\",\"ae\":null,\"c\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"d\":\"www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\",\"da\":\"\",\"e\":\"2023-09-11T00:00:00.0000000\",\"h\":0,\"i\":\"www.unite.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Complete Guide to the Best AI Agent Available Right Now\",\"u\":\"https://www.unite.ai/metagpt-complete-guide-to-the-best-ai-agent-available-right-now/\"},{\"a\":\"The methods of integrating open source LLM and integrating some non-openai closed source models (such as Baidu Wenxinyiyan, iFLYTEK Spark, Zhipu ChatGLM, etc.) are similar, the main difference is the configuration. 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It is designed to overcome the limitations of LLMs in fostering effective collaboration and...\",\"ae\":null,\"c\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"d\":\"www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\",\"da\":\"\",\"e\":\"2023-12-13T00:00:00.0000000\",\"h\":0,\"i\":\"www.straight.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"A Complete Guide to MetaGPT: The Best AI Agent Available Now\",\"u\":\"https://www.straight.com/guides/software/a-complete-guide-to-metagpt-the-best-ai-agent-available-now/\"},{\"a\":\"The advent of MetaGPT and similar LLM agents represents a significant leap forward in the realm of process management and optimization. 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Contributors 55 + 41 contributors Languages.\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT\",\"d\":\"github.com/geekan/MetaGPT\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: The Multi-Agent Framework - GitHub\",\"u\":\"https://github.com/geekan/MetaGPT\"},{\"a\":\"Aug 27, 2023 \\u2022 6 min read Watch the video! MetaGPT: Redefining Multi-Agent Collaboration for Complex Tasks Watch on Thanks to GPT and the recent large language models, we've seen the popularization of a new type of AI-based system\\u2026 agents. An agent is basically an AI model like ChatGPT that can access and interact with one or more applications.\",\"ae\":null,\"c\":\"https://www.louisbouchard.ai/metagpt/\",\"d\":\"www.louisbouchard.ai/metagpt/\",\"da\":\"\",\"e\":\"2023-08-27T00:00:00.0000000\",\"h\":0,\"i\":\"www.louisbouchard.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Mitigating AI Hallucinations: Exploring MetaGPT's Collaborative Framework\",\"u\":\"https://www.louisbouchard.ai/metagpt/\"},{\"a\":\"MetaGPT is a groundbreaking multi-agent framework that is transforming the way software development is approached. By taking a single line of requirement as input, MetaGPT outputs a comprehensive array of development components, including user stories, competitive analysis, requirements, data structures, APIs, and documents.\",\"ae\":null,\"c\":\"https://lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\",\"d\":\"lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\",\"da\":\"\",\"e\":\"2023-08-11T00:00:00.0000000\",\"h\":0,\"i\":\"lablab.ai\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"This Week in AI: Exploring the Latest from MetaGPT and GPT-4 and more..\",\"u\":\"https://lablab.ai/blog/this-week-in-ai-exploring-the-latest-from-metagpt-and-gpt4-and-more\"},{\"a\":\"This iteration focuses on MetaGPT, a new approach to improving collaborations between AI agents (e.g., ChatGPT-based entities mimicking human roles). ... 3D-LLM Unleashes Language Models into the ...\",\"ae\":null,\"b\":\"li\\tLinkedIn\\twww.linkedin.com\",\"c\":\"https://www.linkedin.com/pulse/what-metagpt-llm-agents-collaborating-solve-complex-bouchard-\",\"d\":\"www.linkedin.com/pulse/what-metagpt-llm-agents-collaborating-solve-complex-bouchard-\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"www.linkedin.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"What is MetaGPT? 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LLM Agents Collaborating to Solve Complex Tasks\",\"u\":\"https://towardsai.net/p/machine-learning/what-is-metagpt-llm-agents-collaborating-to-solve-complex-tasks\"},{\"a\":\"You know how those multi-agent systems powered by Large Language Models (LLMs) have the potential to mimic and jazz up human workflows? But, the real world's a tangled place, and these systems...\",\"ae\":null,\"c\":\"https://medium.com/mlearning-ai/metagpt-multi-agent-harmony-for-complex-problem-solving-97bcb8f3fe94\",\"d\":\"medium.com/mlearning-ai/metagpt-multi-agent-harmony-for-complex-problem-solving-97bcb8f3fe94\",\"da\":\"\",\"e\":\"2023-08-09T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Multi-Agent Harmony for Complex Problem Solving\",\"u\":\"https://medium.com/mlearning-ai/metagpt-multi-agent-harmony-for-complex-problem-solving-97bcb8f3fe94\"},{\"a\":\"T he essence of MetaGPT is the seamless integration of SOPs to craft a highly coordinated LLM-based multi-agent ecosystem. With a focus on emulating human-like roles and intricate workflows, it...\",\"ae\":null,\"c\":\"https://medium.com/@yousra.aoudi/navigating-the-future-metagpts-innovative-approach-to-multi-agent-collaboration-ed1cc5835011\",\"d\":\"medium.com/@yousra.aoudi/navigating-the-future-metagpts-innovative-approach-to-multi-agent-collaboration-ed1cc5835011\",\"da\":\"translations\",\"e\":\"2023-08-10T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Navigating the Future: MetaGPT's Innovative Approach to ... - Medium\",\"u\":\"https://medium.com/@yousra.aoudi/navigating-the-future-metagpts-innovative-approach-to-multi-agent-collaboration-ed1cc5835011\"},{\"a\":\"Recently, remarkable progress has been made on automated problem solving through societies of agents based on large language models (LLMs). Previous LLM-based multi-agent systems can already solve simple dialogue tasks.\",\"ae\":null,\"c\":\"https://openreview.net/forum?id=VtmBAGCN7o\",\"d\":\"openreview.net/forum?id=VtmBAGCN7o\",\"da\":\"\",\"e\":\"2023-09-22T00:00:00.0000000\",\"h\":0,\"i\":\"openreview.net\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Meta Programming for Multi-Agent Collaborative Framework\",\"u\":\"https://openreview.net/forum?id=VtmBAGCN7o\"},{\"a\":\"Deep Lake is a remarkable answer to the problem of storing gigabytes of data for LLMs \\u2014 efficiently, easily, and practically. Its unique configuration allows the optimal usage of finances. OpenAI's LLM Operational Cost Daily is on average 700,000 USD a day. Some are even predicting bankruptcy for the company.\",\"ae\":null,\"c\":\"https://hackernoon.com/autogpt-langchain-deep-lake-metagpt-building-the-ultimate-llm-app\",\"d\":\"hackernoon.com/autogpt-langchain-deep-lake-metagpt-building-the-ultimate-llm-app\",\"da\":\"\",\"e\":\"2023-08-29T00:00:00.0000000\",\"h\":0,\"i\":\"hackernoon.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Deep Lake \\u2014 MetaGPT: Building the Ultimate LLM App - HackerNoon\",\"u\":\"https://hackernoon.com/autogpt-langchain-deep-lake-metagpt-building-the-ultimate-llm-app\"},{\"a\":\"The MetaGPT approach showcases its ability to decompose highlevel tasks into detailed actionable components handled by distinct roles (ProductManager, Architect, ProjectManager, Engineer, QA Engineer), thereby facilitating role-specific expertise and coordination. This methodology mirrors human software development teams.\",\"ae\":null,\"c\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"d\":\"generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\",\"da\":\"translations\",\"e\":\"2023-08-14T00:00:00.0000000\",\"h\":0,\"i\":\"generativeai.pub\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Analyzing an exciting Generative AI research called MetaGPT.\",\"u\":\"https://generativeai.pub/analyzing-an-exciting-generative-ai-research-called-metagpt-2106385312db\"},{\"a\":\"In this work, we present MetaGPT, a promising framework for collaborative agents using SOPs that leverages LLMs to mimic efficient human workflows. MetaGPT is a meta programming technology that utilizes SOPs to coordinate LLM-based multi-agent systems. Specifically, to encode SOPs into prompts, MetaGPT manages multi-agents through role ...\",\"ae\":null,\"b\":\"arx\\tarXiv.org\\tarxiv.org\",\"c\":\"https://ar5iv.labs.arxiv.org/html/2308.00352\",\"d\":\"ar5iv.labs.arxiv.org/html/2308.00352\",\"da\":\"translations\",\"e\":\"2023-09-05T00:00:00.0000000\",\"h\":0,\"i\":\"ar5iv.labs.arxiv.org\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: Meta Programming for Multi-Agent Collaborative Framework\",\"u\":\"https://ar5iv.labs.arxiv.org/html/2308.00352\"},{\"a\":\"MetaGPT: Meta Programming for Multi-Agent Collaborative Framework. Topsakal, O., & Akinci, T.C. (2023). Creating Large Language Model Applications Utilizing LangChain: A Primer on Developing LLM ...\",\"ae\":null,\"c\":\"https://medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\",\"d\":\"medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"AutoGPT \\u2014 LangChain \\u2014 Deep Lake \\u2014 MetaGPT: A ... - Medium\",\"u\":\"https://medium.com/technology-hits/autogpt-langchain-deep-lake-metagpt-a-revolutionary-framework-for-building-advanced-ai-e2c579d86494\"},{\"a\":\"Louis , starting with a trending topic: AI agents! This iteration focuses on MetaGPT, a new approach to improving collaborations between AI agents (e.g., ChatGPT-based entities mimicking human roles).\",\"ae\":null,\"c\":\"https://louisbouchard.substack.com/p/what-is-metagpt-llm-agents-collaborating\",\"d\":\"louisbouchard.substack.com/p/what-is-metagpt-llm-agents-collaborating\",\"da\":\"\",\"e\":\"2023-08-28T00:00:00.0000000\",\"h\":0,\"i\":\"louisbouchard.substack.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"What is MetaGPT? LLM Agents Collaborating to Solve Complex Tasks\",\"u\":\"https://louisbouchard.substack.com/p/what-is-metagpt-llm-agents-collaborating\"},{\"a\":\"Today, LLM-powered applications are running predominantly in the cloud. However, many use cases that would benefit from running LLMs locally on Windows PCs, including gaming, creativity, productivity, and developer experiences. AT CES 2024, NVIDIA announced several developer tools to accelerate LLM inference and development on NVIDIA RTX ...\",\"ae\":null,\"c\":\"https://developer.nvidia.com/blog/supercharging-llm-applications-on-windows-pcs-with-nvidia-rtx-systems/\",\"d\":\"developer.nvidia.com/blog/supercharging-llm-applications-on-windows-pcs-with-nvidia-rtx-systems/\",\"da\":\"\",\"e\":\"2024-01-08T00:00:00.0000000\",\"h\":0,\"i\":\"developer.nvidia.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Supercharging LLM Applications on Windows PCs with NVIDIA RTX Systems\",\"u\":\"https://developer.nvidia.com/blog/supercharging-llm-applications-on-windows-pcs-with-nvidia-rtx-systems/\"},{\"a\":\"Supported Ollama as underlying LLM #603 by @better629; Enabled MetaGPT to be used as a dependency for web applications, such as https: ... PIP Support: pip install metagpt is now available for installing and using metagpt, enabling direct access to the command-line version of metagpt.\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT/releases\",\"d\":\"github.com/geekan/MetaGPT/releases\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Releases \\u00b7 geekan/MetaGPT \\u00b7 GitHub\",\"u\":\"https://github.com/geekan/MetaGPT/releases\"},{\"a\":\"If you want to support <code>http: //ip:11434/api/chat</code>, you can do as follows:</p>\n<div class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"service ollama stop\n\nOLLAMA_HOST=0.0.0.0 OLLAMA_ORIGINS=* ollama serve # one terminal\n\nollama run llama2 # ot...\",\"ae\":null,\"b\":\"gh\\tGitHub\\tgithub.com\",\"c\":\"https://github.com/geekan/MetaGPT-docs/blob/main/src/en/guide/tutorials/integration_with_open_llm.md\",\"d\":\"github.com/geekan/MetaGPT-docs/blob/main/src/en/guide/tutorials/integration_with_open_llm.md\",\"da\":\"\",\"h\":0,\"i\":\"github.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Integration with open LLM - GitHub\",\"u\":\"https://github.com/geekan/MetaGPT-docs/blob/main/src/en/guide/tutorials/integration_with_open_llm.md\"},{\"a\":\"With LLM-based agents empowered by the MetaGPT framework, companies can streamline their workflows and improve productivity. These agents can assist employees by automating repetitive tasks, generating reports, and even coming up with creative solutions to problems. The MetaGPT framework allows for fine-tuning the LLM-based agents based on ...\",\"ae\":null,\"c\":\"https://mathaware.org/ai/empowering-ai-with-llm-based-agents-metagpt-framework-transforms-human-sops/\",\"d\":\"mathaware.org/ai/empowering-ai-with-llm-based-agents-metagpt-framework-transforms-human-sops/\",\"da\":\"\",\"h\":0,\"i\":\"mathaware.org\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Empowering AI with LLM-based Agents: MetaGPT Framework Transforms Human ...\",\"u\":\"https://mathaware.org/ai/empowering-ai-with-llm-based-agents-metagpt-framework-transforms-human-sops/\"},{\"a\":\"Check out popular companies that use MetaGPT and some tools that integrate with MetaGPT. ... On top of llm, there is a CLI application, llm-cli, which provides a convenient interface for running inference on supported models. Chroma. It is an open-source embedding database. Chroma makes it easy to build LLM apps by making knowledge, facts, and ...\",\"ae\":null,\"c\":\"https://stackshare.io/metagpt\",\"d\":\"stackshare.io/metagpt\",\"da\":\"\",\"h\":0,\"i\":\"stackshare.io\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT - Reviews, Pros & Cons | Companies using MetaGPT - StackShare\",\"u\":\"https://stackshare.io/metagpt\"},{\"a\":\"MetaGPT is the maestro who brings harmony to this chaos. By encoding Standardized Operating Procedures (SOPs) into prompts, MetaGPT ensures structured collaboration akin to a well-rehearsed ...\",\"ae\":null,\"c\":\"https://medium.com/gta-generative-tech-advances/metagpt-an-interesting-approach-to-multi-agent-collaboration-5ace263c4fd8\",\"d\":\"medium.com/gta-generative-tech-advances/metagpt-an-interesting-approach-to-multi-agent-collaboration-5ace263c4fd8\",\"da\":\"\",\"e\":\"2023-08-15T00:00:00.0000000\",\"h\":0,\"i\":\"medium.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"MetaGPT: An Interesting Approach to Multi-Agent Collaboration\",\"u\":\"https://medium.com/gta-generative-tech-advances/metagpt-an-interesting-approach-to-multi-agent-collaboration-5ace263c4fd8\"},{\"a\":\"NVIDIA recently extended TensorRT to text-based applications with TensorRT-LLM for Windows, an open-source library for accelerating LLMs. The latest update to TensorRT-LLM, available now, adds Phi-2 to the growing list of pre-optimized models for PC, which run up to 5x faster compared to other inference backends.\",\"ae\":null,\"c\":\"https://nvidianews.nvidia.com/news/generative-ai-rtx-pcs-and-workstations\",\"d\":\"nvidianews.nvidia.com/news/generative-ai-rtx-pcs-and-workstations\",\"da\":\"\",\"e\":\"2024-01-08T00:00:00.0000000\",\"h\":0,\"i\":\"nvidianews.nvidia.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"NVIDIA Brings Generative AI to Millions, With Tensor Core GPUs, LLMs ...\",\"u\":\"https://nvidianews.nvidia.com/news/generative-ai-rtx-pcs-and-workstations\"},{\"a\":\"The BigDL LLM library extends support for fine-tuning LLMs to a variety of Intel GPUs, including the Intel\\u00ae Data Center GPU Flex 170 and Intel\\u00ae Arc\\u2122 series graphics. Specifically, using the Intel\\u00ae Data Center GPU Flex 170 hardware as an example, you can complete the fine-tuning of the Llama 2 7B model in approximately 2 hours on a single ...\",\"ae\":null,\"b\":\"ark\\tIntel Processor Specification\\tark.intel.com\",\"c\":\"https://www.intel.com/content/www/us/en/developer/articles/technical/finetuning-llms-on-intel-gpus-using-bigdl-llm.html\",\"d\":\"www.intel.com/content/www/us/en/developer/articles/technical/finetuning-llms-on-intel-gpus-using-bigdl-llm.html\",\"da\":\"\",\"e\":\"2023-12-22T00:00:00.0000000\",\"h\":0,\"i\":\"www.intel.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Fine-tuning Llama 2 models on Intel\\u00ae Data Center GPUs using BigDL LLM\",\"u\":\"https://www.intel.com/content/www/us/en/developer/articles/technical/finetuning-llms-on-intel-gpus-using-bigdl-llm.html\"},{\"a\":\"Large language models (LLMs) have strong capabilities in solving diverse natural language processing tasks. 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Yard Management. 25 reviews on 28 vendors. chevron_right. Zero Trust Network Access. 733 reviews on 47 vendors. chevron_right. Read the latest Gartner-verified reviews covering over 500+ software categories and find the best enterprise software or services for your organization.\",\"ae\":null,\"c\":\"https://www.gartner.com/reviews/market/dsml-engineering-platforms/compare/dataiku-vs-datarobot\",\"d\":\"www.gartner.com/reviews/market/dsml-engineering-platforms/compare/dataiku-vs-datarobot\",\"da\":\"\",\"h\":0,\"i\":\"www.gartner.com\",\"k\":null,\"m\":0,\"o\":0,\"p\":0,\"s\":\"bingv7aa\",\"t\":\"Explore Enterprise Software Categories | Gartner Peer Insights\",\"u\":\"https://www.gartner.com/reviews/market/dsml-engineering-platforms/compare/dataiku-vs-datarobot\"},{\"a\":\"1. Dataiku is a versatile desktop application comprised of a wide range of tools, including automated machine learning, notebooks, and workflow management. 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