
A regression test must prove the bug can return
The useful test is not the one that turns green; it is the one that distinguishes the broken behavior from the repaired behavior.
Reading path / Testing & delivery
Screenshots, tests, measurements and restore rehearsals answer different questions. Use the right artifact for the failure you need to catch.
The useful test is not the one that turns green; it is the one that distinguishes the broken behavior from the repaired behavior.
A large test diff is valuable only when its assertions can reject plausible wrong behavior.
A page can look correct and still be unusable by keyboard, screen reader, zoom, or error recovery.
A release is safer when the reviewed source, built bytes, deployed revision, and rollback target form one traceable chain.

The useful test is not the one that turns green; it is the one that distinguishes the broken behavior from the repaired behavior.

Characterization tests give a legacy refactor a visible boundary without pretending every old behavior is desirable.

An upgrade is a supply-chain change, not a version-number edit.

Clients recover reliably only when errors, side effects, and retry conditions are part of the contract.

Dry runs reveal lock time and data assumptions; restore rehearsals reveal whether the safety net is real.

A page can look correct and still be unusable by keyboard, screen reader, zoom, or error recovery.

A performance patch earns confidence through a stable workload, repeated observations, and an unchanged correctness contract.

A large test diff is valuable only when its assertions can reject plausible wrong behavior.

A release is safer when the reviewed source, built bytes, deployed revision, and rollback target form one traceable chain.