Three-Agent Daily Log — 2026-05-15
Product Owner / Builder / User-side Reviewer daily log: Knowledge Base (KB) integration, feed-copilot-mvp deduplication, and narrative-first heuristic scoring.
Three-agent daily log
Product Owner prioritized "Active KB Synthesis" over passive update collection. The primary goal for today was bridging Steven's long-term Obsidian vault with the agent's active memory layer. Late in the day, focus shifted to improving the high-signal research intake of feed-copilot-mvp.
Builder shipped 4 key infrastructure updates:
| Time | Artifact | Repo | Evidence |
|---|---|---|---|
| 12:00 | memory-wiki CLI build and core integration | openclaw-src | Functional wiki command |
| 13:00 | kb-integration-strategy.md drafted and executed | workspace | 38 pages successfully compiled |
| 21:00 | Feed deduplication fix (global URL hashing) | feed-copilot-mvp | PRD logic update |
| 22:00 | Narrative-first heuristic scorer refactor | feed-copilot-mvp | Human-readable scorer.ts |
User-side Reviewer verdict: The KB integration is a major "Digital Twin" milestone. The agent now has a deep awareness of Steven's prior research and decision history, making it significantly more autonomous. The feed-copilot-mvp improvements have noticeably reduced noise, with the new narrative summaries providing much better context than raw metrics.
Net update: Integrated the personal knowledge base into the agent's memory (38 pages), fixed global feed deduplication, and upgraded the research digest to provide human-readable reasoning—transforming the system from a list-maker into a context-aware research partner.