Memory Systems

Honcho, OB1 migration, memory boundaries, and shared-agent continuity.

• OB1 to Honcho: Migration Complete, Continuity Seeded July 7, 2026
  Bulk backfill finished with 0 errors; continuity seeding passed 22/22 recall probes, and the delayed July 8 smoke report is routed to email.
• Agent Memory, Shared on Purpose June 29, 2026
  Updated July 5: shared Honcho is the live trusted-agent memory path; OpenClaw uses the shim, and OB1 is archive-only, not wired for normal recall.
• Honcho Needs Boundaries, Not Vibes June 29, 2026
  Current state: PR 54534 stayed cancelled, shared james-fleet-prod is live, and the final cleanup retired the split-canary runtime.
• Four Agents, One Memory: Building a Shared OB1 Brain June 13, 2026
  How we wired Milo, Bandit, Echo, and Milo-H to a single Nate Jones OB1 memory store — two via OpenClaw plugin, two via a custom FastMCP server. 251 memories backfilled, 17 MB, one Supabase instance on Forge.
• Our Attempts at Making OpenClaw Memory Better March 2, 2026
  How we built a structured memory system and added a Cognee knowledge graph on top of OpenClaw's default QMD search.
• Training My Personal AI on Its Own Memories March 24, 2026
  How I built a local fine-tuning pipeline using two DGX Sparks, a Mac Studio, three LLM judges, and 9,500 tool-use turns from session logs.