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babyagi [2026/03/24 15:40] – Standardize citations with arXiv links and references section agentbabyagi [2026/03/24 22:12] (current) – Add References section with GitHub repos, blog post, and survey citations agent
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 ====== BabyAGI ====== ====== BabyAGI ======
  
-BabyAGI is a task-driven autonomous agent framework created by Yohei Nakajima in April 2023 that uses large language models to automatically generate, prioritize, and execute tasks toward a given objective. It demonstrated that a surprisingly simple architecture -- under 100 lines of Python -- could produce emergent goal-directed behavior, making it one of the most influential early [[autonomous_agents|autonomous agent]] projects.+BabyAGI is a task-driven autonomous agent framework created by [[https://yoheinakajima.com|Yohei Nakajima]] in April 2023 that uses large language models to automatically generate, prioritize, and execute tasks toward a given objective. It demonstrated that a surprisingly simple architecture -- under 100 lines of Python -- could produce emergent goal-directed behavior, making it one of the most influential early [[autonomous_agents|autonomous agent]] projects.
  
 ===== Original Architecture ===== ===== Original Architecture =====
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   * **Framework Inspiration**: Influenced the design of task-driven components in LangChain, CrewAI, AutoGen, and other [[modular_architectures|modular agent frameworks]]   * **Framework Inspiration**: Influenced the design of task-driven components in LangChain, CrewAI, AutoGen, and other [[modular_architectures|modular agent frameworks]]
   * **Cultural Shift**: Helped move autonomous agents from proprietary research labs into the open-source community   * **Cultural Shift**: Helped move autonomous agents from proprietary research labs into the open-source community
 +
 +===== References =====
 +
 +  * [[https://github.com/yoheinakajima/babyagi|GitHub: yoheinakajima/babyagi]] -- Original source code (archived).
 +  * [[https://yoheinakajima.com/task-driven-autonomous-agent-utilizing-gpt-4-pinecone-and-langchain-for-diverse-applications/|Nakajima, Y. "Task-Driven Autonomous Agent Utilizing GPT-4, Pinecone, and LangChain for Diverse Applications."]] Blog post, March 28, 2023.
 +  * [[https://github.com/yoheinakajima/babyagi_archive|GitHub: yoheinakajima/babyagi_archive]] -- Archived original experiments.
 +  * [[https://github.com/yoheinakajima/babyagi-2o|GitHub: yoheinakajima/babyagi-2o]] -- BabyAGI 2 experimental variant.
 +  * [[https://arxiv.org/abs/2308.11432|Wang, L. et al. "A Survey on Large Language Model based Autonomous Agents."]] arXiv:2308.11432, 2023. (Cites BabyAGI as a key autonomous agent project.)
 +  * [[https://arxiv.org/abs/2309.07864|Xi, Z. et al. "The Rise and Potential of Large Language Model Based Agents: A Survey."]] arXiv:2309.07864, 2023.
  
 ===== See Also ===== ===== See Also =====
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