AWS Strands

Agentic Frameworks Deep Dive: pi-agent-core vs Google ADK vs AWS Strands vs CrewAI vs LangGraph vs Pydantic AI

1 February 2026·1753 words·9 mins

Technical Deep Dive AI Agents Frameworks Architecture LangGraph CrewAI AWS Strands Google ADK Pydantic AI OpenClaw

Building production AI agents requires choosing the right framework. This analysis examines pi-agent-core (OpenClaw’s runtime), Google ADK, AWS Strands, CrewAI, LangGraph, and Pydantic AI across critical dimensions: sessions, memory, protocols, agent loops, and replay support.

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