Draft
Why ordinary AI search summaries are not enough
Moving from one-off answers to reviewable, versioned evidence projects.
02 / Notes
Engineering notes
Decision evidence, failure paths, and verification methods.
Research
CyberVerse: between technical prototype and production foundation
Reviewing a realtime digital-human Agent project through code, tests, deployment, and security boundaries.
Draft
Keeping paid AI provider tests bounded
Mock defaults, confirmation tokens, budget limits, and auditable failure paths.