Say sorry once and it happens again
When an agent is told it behaved wrongly, an apology changes nothing. The response that holds is an edit to the runtime plus a gate that catches a recurrence.
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When an agent is told it behaved wrongly, an apology changes nothing. The response that holds is an edit to the runtime plus a gate that catches a recurrence.
A gate that has never failed might detect nothing. The red fixture is the only evidence it works — and one that trips on two classes localises neither.
An auto-fix can satisfy a failing check by repairing the code or by weakening the check. Both go green, and only one of them is a repair.
Per-layer workers each pay full context assembly. Loading once and generating inline amortises it — and the measured saving was smaller than estimated.
A pipeline that reports green with steps that never ran has two states where it needs three. Not-run must block completion or it silently becomes success.
Staleness checked by timestamp or by memory fails quietly. A digest of the declared inputs, stamped beside the output, makes currency a comparison.
When several artifacts describe one screen, only the highest-fidelity one is read by codegen. Editing a lower tier looks like a change and reaches nothing.
Hand-editing generated source creates a divergence from the spec that nothing reports and the next regeneration silently erases. The fix belongs upstream.
A batch ceiling refuses work without telling you how much exists. Enumerating first turns an unknown amount of work into a finite list you can decide about.
When the coordinator writes a layer instead of dispatching its generator, the conventions the generator carries are gone and the output still compiles.
A change implemented directly in source skips the spec, so every report downstream is computed without it. The feature works and nothing can see it.
A generated artifact carries no record of how it was made once the process ends. A provenance sidecar makes which-path-produced-this answerable by grep.