error-recovery

A structured debugging protocol for validation failures uses a 3-strike approach: apply a targeted minimal fix, re-validate the same step, and escalate after three failed attempts. It addresses root causes rather than masking symptoms across build and runtime errors.

To diagnose validation failures, inspect the full error output and apply the smallest possible targeted fix. Re-run the exact same validation step to confirm the root cause is resolved before proceeding to alternative approaches.

You should escalate debugging efforts after three failed strikes: an initial targeted fix, an alternative tool or path attempt, and a broader approach rethink. Escalation ensures persistent validation failures get broader review rather than endless localized retries.

Yes, the 3-strike error recovery method works for network, authentication, and database errors. It applies across validation journeys by requiring full error output recording, minimal fixes, and re-validation after each strike before escalating.

The best way to log error recovery attempts is using structured error-log templates. Recording full error output and each strike's applied fix creates an evidence-backed trail that validates whether the root cause was actually addressed.

Validation keeps failing after a targeted fix when the root cause requires a broader rethink. If the first strike fails, attempt alternative tools or paths on the second strike, then fundamentally rethink the approach and escalate on the third strike.