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INSIGHTS / QUALITY & REWORK

Quality and Rework

Generated output is only one moment in the life of a change. This collection looks at tests, review, defects, reversions, repeated attempts, and the work that follows an agent’s first answer.

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Rework is a signal, not automatically a failure

Correction can mean an avoidable mistake, but it can also be the normal cost of exploring a difficult problem. The useful question is what changed and whether the next attempt brought new understanding.

Completion needs engineering evidence

A working-looking patch still needs integration, review, testing, security checks, and ownership. Quality work connects those signals to the trajectory that produced the change.

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