Thinking
Essays and intel notes from the AutoMinds archive.
Apr 17, 2026Operator Brief: Memory Systems Matter More Than Bigger Context Windows2 min readintel note
By James Han
Bigger context windows help with single-pass recall. Production agents break or improve based on how they decide what to remember, what to retrieve, and what to discard over time.
Apr 8, 2026Agent Observability: If You Can't Replay It, You Can't Debug It3 min readessaytechnical
By James Han
Apr 7, 2026Sandboxing Agents: Why Security Is Architecture, Not an Afterthought3 min readessaytechnical
By James Han