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Forwarded from Machine Learning with Python

🧠 Python libraries for AI agents - complexity of learning 🔥

🟢 Easy
• LangChain
• tool calling
• agent memory
• simple agents

• CrewAI
• agents with roles
• collaboration of several agents

• SmolAgents
• lightweight agents
• quick experiments

🟡 Medium
• LangGraph
• stateful workflow
• agent orchestration

• LlamaIndex
• RAG pipelines
• data indexing
• knowledge agents

• OpenAI Agents SDK
• tool integrations
• agent workflows

• Strands
• agent orchestration
• task coordination

• Semantic Kernel
• skills / plugins
• AI process orchestration

• PydanticAI
• typed LLM applications
• structured agent workflows

• Langroid
• message exchange between agents
• interaction with tools

🔴 Difficult
• AutoGen
• multi-agent dialogues
• autonomous agent cooperation

• DSPy
• programmable prompting
• optimization of LLM pipelines

• A2A
• agent-to-agent protocol
• distributed agent systems

https://t.me/CodeProgrammer ✅
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