Localize software defects using deterministic feedback loops and root-cause analysis.
npx skills add https://github.com/highflame-ai/ai-factory --skill debug-highflame-ai
Please help me install this Agent Skill. Skill: debug Source: https://github.com/highflame-ai/ai-factory/tree/main/skills/debug Command: npx skills add https://github.com/highflame-ai/ai-factory --skill debug-highflame-ai
This skill eliminates the guesswork in debugging by enforcing a disciplined, spec-driven approach to building deterministic feedback loops, ensuring that bugs are localized and resolved at the root cause rather than through trial and error.
Use the debug skill to establish a deterministic feedback loop for the failing test in the current module.
High-intent search queries and answers about installing and using this skill.
Debug non-deterministic race conditions by constructing deterministic feedback loops that isolate the defect, applying a root-cause framework to distinguish symptoms from the underlying issue before applying a permanent code fix.
A deterministic feedback loop is a structured methodology to construct fast, repeatable pass/fail signals for failing tests or broken builds, ensuring bugs are localized through a disciplined approach rather than trial and error.
Identify the root cause of an integration test failure by applying the three-whys framework to separate symptoms from underlying defects, then verify the root cause rigorously within an isolated test harness before fixing it.
Yes, this debugging approach applies to unit, integration, and end-to-end test failures, as well as non-deterministic race conditions and environmental discrepancies, provided you can construct an isolated test harness.
Prevent software regressions by ensuring every root-cause fix is accompanied by a permanent test case, which guards against recurrence and verifies the isolated fix within the deterministic feedback loop.
Your debugging relies on trial and error because it lacks a spec-driven approach to building deterministic feedback loops, which are required to localize and resolve software defects at the actual root cause.
ste-bahDiagnose hard bugs and performance regressions through a deterministic feedback loop.
a29paulEnforce root cause investigation before bug fixes in software debugging workflows.
alangebAutomate SWE-bench benchmark execution and validation in Docker containers.
sumilee-pcuDetect non-deterministic test failures by analyzing CI logs and test artifacts.
