Analyze source files for needed tests

Analyze failing tests for root cause

Debugging tests when you need to distinguish flakiness from real failures and identify patterns.

• · failing_test_logs (list)
• · source code (optional)

• · root cause per test; flakiness indicators; recommendations

• · test log parser
• · analyzer agent

Test logs must be available; should contain stack traces and timestamps.

Logs are too terse to diagnose; flakiness cannot be isolated; source code not available.