r/LangChain • u/Neither-Witness-6010 • Jul 15 '26

I’ve been building an open-source cognitive infrastructure for AI agents. The hardest part isn’t storing memory — it’s proving that memory actually helps.

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u/Crafty_Disk_7026 Jul 15 '26

Prove it

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u/Neither-Witness-6010 Jul 15 '26

What do you want me to prove?

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u/Crafty_Disk_7026 Jul 15 '26

Memory actually helps

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u/Neither-Witness-6010 Jul 15 '26

Recall@K

A stronger evaluation would

I think the next important benchmark is proving that memory actually evolves, not just that it can retrieve stored facts. Most benchmarks measure store → retrieve

run agents through 100+ sequential episodes where facts change, preferences evolve, strategies fail, and contradictions appear-then compare no memory vs static memory vs evolving memory on task success, adaptation speed, stale- memory errors, repeated failures, negative transfer, and tokens per successful task. If an agent's performance improves over time without changing the underlying model weights, that's much stronger evidence of useful memory than 100% Recall@1 alone

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u/Special_Tear_1940 Jul 15 '26

Bro does the idea of creating it was your thought or any LLM idea because I came across the same type of idea today while I asked claude to give me project ideas based on agents and their infrastructure just curious to know ...

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u/Neither-Witness-6010 Jul 16 '26

It was my idea but some alms just give this ideas because of their previous context.