Synthesis Engineering·Synthesis Coding·Synthesis Writing·Synthesis Project Management

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.

August 18, 2026·6 min read

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.

February 1, 2026·7 min read