Searching protocol for "tool failures"
Deterministic recovery for tool failures.
Diagnose GitHub Actions failures quickly.
Dispatch parallel AI agents to fix failures.
Iterate tooltest failures into fixes.
Systematic error resolution and escalation.
Parallelize agent investigations.
Analyze agent sessions for issues.
Dispatch independent investigations in parallel.
Expose build failures instantly.
Test system resilience with controlled failures.
Debug failing GitHub Actions workflows quickly.
Fix multiple problems, simultaneously.