

Case 01 · Human-AI decision systems
AI-Assisted Review Workstation
Evidence-centered review with explicit human decisions.
Product proof across human-AI systems, enterprise SaaS, platform design, identity & trust, and complex workflows.


Evidence-centered review with explicit human decisions.


Cross-device check-in with shared state and recovery.


Guided capture, specific issues, bounded retry, and human handoff.


Candidate-first direction on an extensible platform foundation.


Role-aware inventory, distribution, assignment, and requests.


Hardware-aware palm capture with explicit failure recovery.