Searching protocol for "output verification"
Verify before claiming completion.
Never claim success without fresh verification.
Second-opinion verification with Codex CLI.
Validate outputs against schemas before finishing.
Verify claims with fresh evidence, every time.
Verify work with fresh evidence before claims.
Verify claims with fresh evidence before claiming.
Verify complex .NET outputs with snapshots.
Verify before claiming completion, every time.
QA checkpoints to verify AI outputs.
Evidence before assertions
Automate API surface and output verification.