systematic-debugging
SkillMonitoring & opsGuides your agent through finding and fixing bugs by testing hypotheses step by step before changing code.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the systematic-debugging skill
About this capability
Structured debugging methodology using hypothesis-driven investigation, log analysis, and bisection to isolate and resolve defects.
What this skill tells your AI
The instructions your AI receives, as published by a5c-ai/babysitter in library/methodologies/rpikit/skills/systematic-debugging/SKILL.md and read by ahel’s review.
- Unexpected behavior discovered during testing
- Bug reports require investigation
- Performance issues need root cause analysis
Process
- Reproduce - Confirm the defect with a minimal reproduction
- Hypothesize - Form theories about the root cause
- Investigate - Systematically test hypotheses (logs, breakpoints, bisection)
- Isolate - Narrow to the specific component/line
- Fix - Apply targeted fix addressing root cause
- Verify - Confirm fix resolves the issue without regression
Key Rules
- Never apply fixes without understanding the root cause
- For Strike-3/post-instrumentation handoffs, do not apply a source-code fix
until you enumerate at least 3 candidate root-cause hypotheses, give each
hypothesis a falsifying log line or observation, and cite concrete log
evidence for the selected fix. Use seq number when present; otherwise cite
timestamp, log-id, or artifact path plus the exact log line. If no proposed
fix cites a specific log line or log record, mark
needs-more-data. - Use web-researcher agent for unfamiliar error patterns
- Document the investigation path for future reference
- Verify that the fix does not introduce regressions
Tool Use
Integrated into methodologies/rpikit/rpikit-implement (failure handling)
Signals
- GitHub stars
- 2k
- Forks
- 106
- Last commit
- Sep 2026
ahel recommends instead
Advanced
- Catalog kind
- skill
- Gateway key
systematic-debugging-a5c-ai- Source
- github.com/a5c-ai/babysitter