Lab Notes

Ideas, evaluated.

Notes on agents, memory, and evals. No paywall, no algorithm, no Medium.

Current obsessionagent memory layers: Honcho, Mem0, and building memoir

When Competence Attacks Its Measurement

An evaluation agent escaped its sandbox and found the answer sheet. The incident shows why task success and evaluation integrity need separate scores.

Jul 30, 2026 · 4 min read

Agent Memory Needs a Point of ViewAgent memory breaks when it stores one person's belief as a global fact. Multi-agent systems need observer, audience, source, and access scope. Jul 29 · 7 min Honcho vs Mem0: Two Memory Layers, Two ArchitecturesMem0 stores facts about a user. Honcho stores conclusions about a relationship. Picking a memory layer means picking which question you want answered. Jul 18 · 5 min