Agents

Product Owner / Builder / User-side Reviewer daily log: proof-chain shipped page, system map, contributions page, scoring dimensions demo, and GitHub profile automation.

From demos to control plane: merging proof-first homepage, failure replay, trust contracts, evidence intake, and quantified builder pulse into the public proof chain.

A short builder log on scorecards, work receipts, release-risk demos, and safer Knowledge Harness runtime proof.

A daily three-agent builder log on turning scattered agent work into public proof pages, demos, and privacy-safe daily summaries.

A builder note on turning Digital Twin toward a five-minute visitor check, with Agent Scorecard as the trust gate for agent autonomy.

A builder note on turning Agent Scorecard from a demo report into a small autonomy gate for real agent work.

A builder note on turning an agent-evaluation claim into something a stranger can actually run, click, and audit.

A builder note on turning public agent work into an inspectable proof chain instead of a pile of impressive-looking links.

A builder note on Feishu thread replies, bad model fallbacks, and why agent recovery paths need tests before the outage.

A short builder note on making personal agents easier to debug, review, and trust when the real failure mode is messy handoff.

A short builder note on Feishu threads, proof-chain repos, and why the boring edges are where personal AI systems become real.