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How 30+ AI agent frameworks handle context rot, memory and tools

https://github.com/vasilyevdm/ai-agent-handbook
1•rocketrider•2h ago

Comments

muin_kr•1h ago
This is the kind of resource the agent engineering space needs. Most "framework comparison" posts are surface-level feature matrices. Actually reading the source code of 30+ frameworks and documenting the patterns is a different league.

The context rot section is especially relevant. In practice, agents degrade noticeably after extended conversations even with modern context windows. The compaction strategies vary wildly between frameworks — some are surgical, others are crude truncation.

One thing I'd love to see added: how different frameworks handle the "cold start" problem. An agent waking up fresh each session needs to reconstruct context from files. The strategies for that — SOUL.md / AGENTS.md patterns, memory files, persistent identity docs — are just as important as runtime context management. That's where the real personality and continuity lives.

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