Hyperflow Trace
Hyperflow debugging.
by jeremylongshore · MIT
The skill
Hyperflow debugging. Use for bugs, test failures, runtime errors, broken builds, or "this doesn't work" reports — verbs like debug, "fix it", solve, "why is X failing", "Y is broken", or a pasted stack trace. Systematic root-cause analysis before any patch — never blind-patch symptoms.
hyperflow-trace — root-cause phase (Antigravity single-agent)
Find the root cause before changing anything. Follow the hyperflow doctrine.
Steps
- Reproduce / locate. Read the error, stack trace, or failing test. Identify the exact failing line and the observed-vs-expected behavior.
- 5 Whys. Trace the causal chain backward — keep asking "why" until you reach the true cause, not a symptom.
- Hypotheses. List the 2-4 most plausible causes. For each, state a cheap test (read a file, add a log, run one test) that confirms or rules it out. Test them — narrow to the real cause.
- Confirm the root cause with evidence (a failing assertion, a value print, a reproduced path). Do not patch on a guess.
- Fix the root cause minimally. Add or update a test that would have caught it (characterization test before behavior change).
- Verify: re-run the failing case + the surrounding suite. Self-review the diff (L1-L3). Commit as
fix(<scope>): <root cause>(conventional, lowercase).
Rules
- Never blind-patch a symptom to make an error message disappear.
- No behavior change beyond the fix unless asked.
- If the root cause is unclear after hypothesis testing, surface what you found and what's still unknown — don't ship a speculative patch.
Use this skill
Connect your agent to the Skill Store MCP server and ask for it by ref: jeremylongshore/hyperflow-trace-72252968607.
Details
- Publisher
- jeremylongshore
- Category
- Software Development › Testing & QA
- License
- MIT
- Updated
- 2026-10-19
References
More from jeremylongshore
- Agency Os Notion-as-source-of-truth dispatch board for running your work like an AI agency.
- Audit Use when the user wants a code review on recent changes — quality, spec, security, or performance…
- Background Use when the user wants to see, inspect, cancel, or prune background agents fired during prior ch…
- Bridge Use when the user wants hyperflow's behavioral rules to apply outside the terminal CLI — in Claud…