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[ARTICLE · art-46176] src=pub.towardsai.net ↗ pub= topic=ai-agents verified=true sentiment=· neutral

LangChain Deep Agents: Your Agent’s Filesystem Is a Decision. Most People Make It by Accident.

LangChain's Deep Agents framework provides each AI agent with a filesystem, but developers must choose where that filesystem resides—in memory, on disk, or in durable storage—a decision that significantly impacts agent behavior and performance.

read1 min views33 publishedJul 1, 2026

Part 4: Deep Agents gives every agent a filesystem, but where that filesystem actually lives is your call: in memory, on disk, in durable… Continue reading on Towards AI »

source & further reading
pub.towardsai.net — original article Structured Output From an LLM Can Be Perfect JSON and Completely Wrong AI Coding Agent Context Budget: Test the Instructions That Make Agents Slower A Customer Request Is Not a Booking: Designing Memory for AI Assistants
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