Notes from the field.

Writing from the work itself: practical lessons, implementation notes, and patterns that show up when teams are trying to ship under real constraints.

Check, Call, Deduct.

The Race Condition That Can Bankrupt AI Apps

A single race condition can turn one credit into a thousand API calls. Every major coding LLM writes it. Every one of them can spot it — but only if you ask.

Published

Mar 11, 2026

Byline

Tyler Batten

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