Notes on shipping software with confidence: security, code review, and visual QA.
If your agent verifies its own actions, you are already generating labelled data. Real numbers on what that label is worth, and the five rules that stop an agent learning from its own mistakes.
READWe pointed our own QA agents at two dozen real websites in a day and found five ways they reported a failure to measure as a result. Why automated testing tools produce false positives, and the one primitive that fixes most of them.
READEvery bot that reads your pull requests is executing code it did not write. A field guide to sandboxing, secret isolation, and least privilege for AI and CI pipelines.
READReviewing the diff is half the job. The other half is the running app. Here is why ShipGuarde folds both into a single verdict you can gate a release on.
READCode review checks the diff. ShipGuarde also checks the running product, so a release does not ship on the hope that nothing broke.
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