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Notes on practical systems.

Short writing on AI workflows, durable knowledge, product surfaces, and the small decisions that keep software useful.

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May 20, 2026

Practical AI systems need boring edges

A sample note on why useful AI products depend on review loops, source-backed claims, and constrained automation.