knowledge management4 articles
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What agent memory research taught me about twenty years of notes
Tiered memory for a personal knowledge base: what MemGPT, Zep, and Mem0 teach about structuring two decades of notes so AI agents find the right ten files.
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AI tools should copy GitHub's identity model, not your employer's
Enterprise workspaces hand you an account and take it back on departure. GitHub does the opposite. Multi-user AI tooling keeps picking the wrong one of the two.
I built the conformance validator Google's OKF repo didn't ship
Google's knowledge-catalog repo shipped no standalone OKF validator, so I built a checker for the format's three hard rules. Open-sourced as synthesis-okf.
When AI summaries become your sources
AI-generated summaries corrupt a knowledge base when derivative text is promoted to source. Not model collapse: no weights train, but the same failure shape.