Working thesis
Where AI belongs in an automation system
Use models for ambiguity; use schemas, constraints, and deterministic code for everything else.
Insights
Notes from systems in the field.
Practical writing on agent design, automation reliability, evaluation, and the operational side of applied AI.
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Engineering note
Postmortem: the 2 AM financial-news pipeline
What failed, what changed, and how the production workflow became observable and recoverable.
Field note
Designing for the human reviewer
Agreement scores are useful, but evidence, controls, and correction paths make an editorial agent operational.