Insights

Notes on building AI systems that can do real work.

Practical writing about workflow design, control boundaries, and how to evaluate complete systems—not just models.

1 published note · Systems · Controls · Evaluation

How we know an AI system is ready for real work

How to evaluate probabilistic AI inside workflows that demand permissions, evidence, reliable actions, and human judgment.

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