field notes

observations from the practice of directing ai

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we publish what we learn. operational discoveries, methodology refinements, honest accounts of what works and what does not. practitioner notes, not thought leadership. the work comes first. the writing follows.

published

Human-AI Teaming: A Practitioner Case Study -- Single-Response Optimization, Structurally Produced Perspective Divergence, and the Director Model. michael j katz, april 2026.

read the full paper: /reader/hait-study