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Work examined in context: the problem, the decisions, the evidence, and what we learned.

Human–AI collaboration · Infrastructure

Governed Human–AI Collaboration in Production Infrastructure

A self-hosted mail deployment became a practical study in bounded AI contribution, human authority, evidence-driven troubleshooting, and independent validation.

Production case study2026
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