The Feedback Loop

Session history, daemon-driven automation, chronicles, handoffs, and quality gates that make each session better than the last.

Session History. The first thing that paid off.

The Daemon. Background automation. Session summarization, handoffs, chronicles.

Session Summarization. How the daemon auto-summarizes sessions into knowledge.

Handoffs. /handoff and /pickup for context transfer between sessions.

Chronicles. Builder's logs generated from session data.

Q, the Task Agent. Executive function for agents.

The Review Loop. Audit, visual check, content review. Single-pass confidence is fake.

Evaluator as QA. Why the agent judging work shouldn't be the one doing it.

Quarterly Reviews. Health scoring, cleanup methodology, and system evolution.

Browser in the Loop. CDP bridge for visual review. Annotate in the browser, agent fixes in the code.