AlgoThoughts AI News by Jason Ead. Practical AI engineering for business owners, builders, and the people learning to become them.
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ORIGINAL ALGOTHOUGHTS ARTICLE · November 3, 2026
Reproduce a concurrent run-ID mix-up, then keep task-local event labels with Python ContextVar. Includes ten tests, cancellation cleanup and a child-task inheritance check.
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BY JASON EAD
Build an uncropped, labeled contact sheet and source manifest for campaign candidates. A tested local Pillow workflow keeps creative reviews tied to the right…
BY JASON EAD
Make decimal input and rounding stages explicit in an AI quote handoff. Reproduce the one-cent policy difference and 13 runtime tests before adapting the…
BY JASON EAD
Find intended files that ordinary Git status can omit. Reproduce indexed, ignored, untracked and missing handoff states with seven isolated checks.
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