Articles
Security
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Test From the Specification Before Generated Code Becomes the Answer
When generated code arrives first, later tests can inherit its assumptions. Start from observable behaviour and protect the checker’s independence.
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Resumable AI workflows: what state must survive a human decision pause?
A resumable AI workflow must preserve more than the last message. Keep the workflow and stage identifiers, specification version, changed files, executed…
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A Green Test Run Cannot Prove the Product Promise
A green suite can faithfully prove the wrong interpretation. The missing link is an independent, reviewable connection between product promises and evidence.
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Loop Engineering 1: faster iteration does not replace a strong core
A Loop Engineering foundation is the set of stable inputs and controls the loop amplifies: intent, architecture, acceptance criteria, tests, state, decision…
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Loop Engineering: The Outer Loop Is Where Accountability Lives
Agents can run the inner cycle of investigation, implementation, and checking. Teams must still own the outer loop where evidence becomes a…
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A copy change and a payment migration should not use the same AI workflow
Risk based AI development routes work by blast radius, reversibility, sensitivity, and uncertainty. Low-risk edits use a fast lane.