Writing
Articles
Practical write-ups from building and running a persistent AI workflow with Claude Code — agent memory, autonomy, and the failure modes that only show up in daily use.
Persistent Memory for AI Agents Without a Vector Database
You don't need RAG to give an agent long-term memory. The session-lineage architecture — plain markdown, a bootloader, and a session-end hook — that gave Claude Code continuity across 200+ sessions, and when to use a vector database instead.
Read articleBuilding a Personal AI Operating System
What months of daily Claude Code use taught me about persistent memory, behavioral adaptation, and real failure modes — the honest version, including what breaks.
Read case studyMore coming. In the meantime: the open-source memory system · back home.