Agentic AI refers to artificial intelligence systems that exhibit a sense of agency or autonomy in their decision-making processes. These systems are designed to act independently, make decisions, and take actions based on their understanding of the environment and their goals. Agentic AI is characterized by its ability to perceive, reason, and act in a way that mimics human-like agency, often involving complex cognitive processes and adaptive behaviors.
Great collection of GitHub AI agent frameworks:
https://www.awesomepython.org/?q=agentic
(Updated Feb 2025)
Langflow is a low-code app builder for RAG and multi-agent AI applications
https://github.com/langflow-ai/langflow
Pprogramming framework for agentic AI
https://github.com/microsoft/autogen
Framework for building LLM-powered agents over your data
https://github.com/run-llama/llama_index
Framework for orchestrating role-playing, autonomous AI agents
https://github.com/crewAIInc/crewAI
Framework for creating LLM services with memory
https://github.com/letta-ai/letta
LLM-powered knowledge curation system that researches a topic and generates a full-length report
https://github.com/stanford-oval/storm
Lightweight framework for building multi-modal Agents
https://github.com/agno-agi/agno
Agent Framework / shim to use Pydantic with LLMs
https://github.com/pydantic/pydantic-ai
Barebones library for agents that write python code to call tools and orchestrate other agents
https://github.com/huggingface/smolagents
Educational framework exploring ergonomic, lightweight multi-agent orchestration
https://github.com/openai/swarm
Framework designed with the concept of atomicity to be an extremely lightweight, built on top of Instructor and Pydantic
https://github.com/brainblend-ai/atomic-agents
Building effective agents by Anthropic - Dec 2024
https://www.anthropic.com/research/building-effective-agents
Sample from Chip Huyen's book AI Engineering - Jan 2025
https://huyenchip.com//2025/01/07/agents.html
Hugging Face blog on SmolAgents - Feb 2025
https://huggingface.co/blog/smolagents
https://huggingface.co/docs/smolagents
Google whitepaper on Agents - Sep 2024
https://www.kaggle.com/whitepaper-agents
Best AI Agent Frameworks: A Comprehensive Guide (which will clearly date quickly!) - Jan 2025
https://www.reddit.com/r/AI_Agents/comments/1hq9il6/best_ai_agent_frameworks_in_2025_a_comprehensive/
Framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory
https://github.com/griptape-ai/griptape
A compilation of the best multi-agent papers
https://github.com/kyegomez/awesome-multi-agent-papers
Agent paper collection by m-ric
https://huggingface.co/collections/m-ric/agents-65ba776fbd9e29f771c07d4e
Autonomous Agents-research papers, updated daily
https://github.com/tmgthb/Autonomous-Agents
Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
https://arxiv.org/abs/2501.09136
Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks (Microsoft)
https://arxiv.org/abs/2411.04468
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
https://arxiv.org/abs/2408.06292
TODO: more papers
Huggingface Agents Course (2025)
https://huggingface.co/agents-course
https://huggingface.co/learn/agents-course/unit0/introduction
https://github.com/huggingface/agents-course
Self-paced GenAI learning guide by Google (incl link to Agents whitepaper above) - Nov 2024
https://www.kaggle.com/learn-guide/5-day-genai
Building Agentic RAG with Llamaindex
https://learn.deeplearning.ai/courses/building-agentic-rag-with-llamaindex/
AI Agentic Design Patterns with AutoGen
https://learn.deeplearning.ai/courses/ai-agentic-design-patterns-with-autogen/
AI Agents in LangGraph
https://learn.deeplearning.ai/courses/ai-agents-in-langgraph/