Source record

Published by LangChain Blog (T1.5 source). The original is at https://www.langchain.com/blog/self-correcting-memory-openwiki.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

OpenWiki addresses memory drift and poisoning by storing not just wiki claims but the evidence behind them, allowing the system to detect when that evidence has changed and revisit or correct stale knowledge as the underlying codebase evolves.

The post isolates an under-discussed failure mode in agent memory — staleness and poisoning — and offers an evidence-anchored pattern rather than another retrieval-only framing.

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