ai-regression-testing

Design regression tests for AI-assisted development by targeting model blind spots such as sandbox versus production path drift, response-shape mismatches, untested bug fixes, and same-model review failures. Use after AI-generated code changes, bug fixes, API edits, or feature-flag/sandbox changes.

testingairegressionquality

shipshitdev

353

execution-debugging

Scoped debugging methodology for when a test or build fails during execution/stabilization. Use to diagnose the failing check without scope-creeping — read the full error, reproduce in isolation, hypothesize before changing, localize, fix the root cause not the symptom, and guard with a regression test.

debuggingtestingroot-causestabilization

shipshitdev

353