HOW TO FIX TESTS

Phase 1: Understand & Reproduce (before any code changes)

1. Analyze errors: Review logs, error messages, and stack traces to identify the module or method where the failure occurs.
2. [CRITICAL] Run failing test first: Execute ONLY the failing test to confirm the failure and capture the exact error output. This baseline MUST be established before any code changes.
3. Study tests: Examine the test code, comments, and descriptions to understand the expected behavior.
4. Review codebase: Locate the relevant sections of the code being tested and consult documentation, READMEs, or comments to grasp the overall architecture.
5. Reproduce issue: Create a minimal example that replicates the error to determine if it depends on specific data or configuration.

Phase 2: Hypothesize & Fix

6. Create hypothesis: Identify the most likely root cause of the error.
7. Test hypothesis: Methodically test the hypothesis, making small, incremental changes and documenting each step. Run the failing test after each change.
8. If the hypothesis is incorrect, create a new one and test it again.
9. If the hypothesis is correct, make the minimal changes to the code to fix the error.

Phase 3: Validate

10. [CRITICAL] Verify: Run the full test suite to confirm the fix and ensure no regressions.

Verification

• Failing tests identified and isolated.
• Root cause determined via hypothesis testing.
• Minimal fix applied (no production code changed beyond what's needed).
• Full test suite passes after the fix.