Digital Craftsman and SWE

A new analysis of more than 800,000 ChatGPT messages suggests that work is moving across occupational boundaries before roles catch up. The missing system is a task passport that carries authority, evidence, and review with it.

AI agents can produce scientific conjectures faster than institutions can test them. The useful system is therefore not the idea generator alone, but the evidence queue that decides what deserves contact with reality.

Google Quantum AI used error-correction signals to steer a processor while it ran. The deeper systems lesson is to separate immediate correction from bounded adaptation without letting either weaken the detector.

A trace, replay, and policy system for testing long-running agent workflows without repeating their external consequences.

An evidence-backed document workflow where model output remains a reviewable proposal with provenance and revision history.

Hybrid document search and grounded answers designed to refuse fluently when the collection cannot support a claim.