Tag: claude-code
All the articles with the tag "claude-code".
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Every audit deleted the audit before it
A monthly job reduced three months of outcome labels to unknown, every time it ran. The row survived, the totals moved, and the only witness was a backup the job itself had just written.
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You can't measure a memory hook by the times it spoke
I tagged sixty hook activations, concluded retrieval was fine, and wrote down a verdict. Then I measured the prompts where the hook said nothing at all, and the number flipped.
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Ninety days of scars
Ninety days ago I started enforcing corrections outside the model. This week I pulled the first real metrics, and it is a mixed result. The busiest hook gets ignored 62% of the time, two of my own tools disagreed about the same number, and the dashboard stayed green while a whole layer was dead.
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The optimization you wrote isn't the one that runs
I had the optimization written and approved, and a week later it still wasn't what ran. The fix wasn't a better design. It was making the trigger deterministic and leaving the judgment to the model.