Notes on making AI useful at work.

AI infrastructure

NotchFuel makes the MacBook camera notch useful by keeping Claude Code, Codex, and Grok CLI usage visible without another dashboard.

AI infrastructure

Use AI to plan, correlate, and document a penetration test, while deterministic tools, external policy, and a human tester retain control of every risky action.

Company adoption

An AI rollout can remove drafting while adding review, exception handling, surveillance, and accountability. A work-delta review makes that transfer visible before launch.

AI infrastructure

Two ordinary writes create a crash gap between an agent's decision and its external effect. Commit the decision and an outbox event together, then let a conventional relay handle delivery.

Company adoption

A steering committee cannot own the daily decisions inside every AI-assisted process. Define who owns the governance system, the workflow, the platform, specialist review, and residual risk.

AI infrastructure

A task marked running can stay stuck after a worker dies, then collide with a replacement if the old worker returns. Expiring leases make ownership recoverable; guarded writes keep stale workers from acting.