zfinix/aster/debug-systematically

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Finding the cause of a bug instead of guessing at fixes. Use when something fails and the cause is not obvious, when a fix did not work, or when the user reports a bug without a clear trigger.

Install

npx vskill@latest install zfinix/aster/debug-systematically

SKILL.md

Debug systematically

  1. Reproduce before touching anything. Find the exact command or input

that shows the failure and run it. A bug you cannot reproduce is a bug you cannot claim to have fixed.

  1. Read the actual error, not the vibe of it. The message, the file, the

line. Half of debugging is refusing to skim.

  1. One hypothesis at a time. State it ("the config is read before the env

is set"), pick the cheapest observation that would falsify it, run that. Never stack three speculative fixes in one edit.

  1. Instrument close to the failure. A print or assert at the suspect line

beats re-reading the whole module. Remove the instrumentation after.

  1. Bisect when lost. Halve the search space: does the failure survive

with half the input, the previous commit, the feature flag off? git bisect exists for exactly this.

  1. When the fix lands, explain the mechanism in one sentence. "The cache

key ignored the locale, so the first locale won." If you cannot say it, you patched a symptom.

  1. Re-run the original reproduction last. The fix is proven by the same

command that showed the bug, plus the neighboring tests.

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