Debug Loop

SkillDev tools

Use when debugging a failing test or runtime error with hypothesis-driven investigation, autonomous command validation, and systematic root cause elimination.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Debug Loop skill

What this skill tells your AI

The instructions your AI receives, as published by proffesor-for-testing/agentic-qe in .claude/skills/debug-loop/SKILL.md and read by ahel’s review.

Autonomous hypothesis-driven debugging against real data. No guessing, no simulating.

Arguments

  • <symptom> — Description of the bug or unexpected behavior. If omitted, prompt the user.

Phases

Phase 1 — Reproduce

Run the exact command that shows the bug. Capture and display the REAL output. Confirm the bug is visible.

If the bug cannot be reproduced, stop and explain what was tried.

Phase 2 — Hypothesize and Test (up to 5 iterations)

For each iteration:

  1. State a specific hypothesis (e.g., "the query targets v2 tables but data is in v3 tables")
  2. Run a REAL command to test it (e.g., sqlite3 [db path] '.tables' then SELECT COUNT(*) FROM [table])
  3. Record whether the hypothesis was confirmed or rejected
  4. If rejected, form the next hypothesis based on what you learned

Do NOT make code changes until you have a confirmed root cause.

Important checks:

  • Always check both v2 and v3 SQLite tables when data issues are suspected
  • Check dependency versions (e.g., sqlite3 vs better-sqlite3)
  • Check for hardcoded values that may have been missed

Phase 3 — Fix

Make the minimal targeted fix. Explain:

  • What the root cause was
  • What you're changing and why
  • What the blast radius is (which other code paths are affected)

Before applying, grep for ALL instances of the problematic pattern across the entire codebase.

Phase 4 — Verify

Run the SAME reproduction command from Phase 1. The output must now show correct values. If it doesn't, go back to Phase 2.

Show before/after output comparison.

Phase 5 — Regression

npm test

Run the full test suite. If tests fail, fix them before committing.

Rules

  • NEVER guess or simulate output — always run real commands
  • NEVER make code changes before confirming root cause
  • Always check for the pattern across the entire codebase, not just one file
  • If blocked after 5 hypotheses, stop and ask the user for guidance

Signals

GitHub stars
475
Forks
91
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
debug-loop-proffesor-for-testing
Source
github.com/proffesor-for-testing/agentic-qe