Decisions

• **Gradient descent framing adopted.** The entire PIOS intelligence system is designed as a convergence loop — the system improves through user corrections (DecisionLog), not through architectural perfection alone. This is THE mental model for all intelligence work.

Work Completed

• **jarvis07**: Deep research on Hermes Agent, gstack, Paperclip AI — `docs/research/agent-frameworks-deep-research.md` (comprehensive analysis, not surface-level)

Tasks Completed

• +Research: exhaustive analysis of 3 agent frameworks (Hermes, gstack, Paperclip)

Next Steps

• **JARVI-263** (A1) — Feedback signal fields on knowledge_items: add accessCount, lastAccessed, userRating, decayedScore, lifecycle, feedbackSignals to Convex schema + create knowledgeFeedback.ts mutations [HIGH]