Spec-first prompting cut rework across repeated build cycles
Writing an executable acceptance spec before any generation consistently reduced downstream correction passes versus ad-hoc prompting.
01 · SIGNAL DECK
SAMPLE FEEDrepresentative entriesA curated feed of experiments, findings, lessons, and incidents from active delivery. Each entry is a field observation — dated, classified, and traceable to a build.
Writing an executable acceptance spec before any generation consistently reduced downstream correction passes versus ad-hoc prompting.
Models stopped citing mid-context evidence without signalling uncertainty. Caught by adversarial needle placement in the eval harness.
Self-reported confidence was uncorrelated with correctness on refactor tasks. A deterministic test gate caught what scoring missed.
A model update changed argument-ordering preference. Pinned contract tests flagged it before it reached release.
Mean rework per change dropped when build increments were bounded to a single testable unit.