Trace software bugs to root causes before applying fixes.
npx skills add https://github.com/congthang12312/Sentinel-AI-test --skill debug-congthang12312
Please help me install this Agent Skill. Skill: debug Source: https://github.com/congthang12312/Sentinel-AI-test/tree/main/.agent/skills/debug Command: npx skills add https://github.com/congthang12312/Sentinel-AI-test --skill debug-congthang12312
Debugging often devolves into guesswork. This skill provides a disciplined framework to identify root causes before attempting fixes, reducing wasted effort and rework.
Run the bisection workflow to identify the polluting test and then follow this framework to trace the root cause and validate a fix.
High-intent search queries and answers about installing and using this skill.
Root-cause debugging systematically traces errors back through the call stack to their origin before applying fixes. This disciplined framework reduces wasted effort and rework by ensuring the underlying issue is resolved rather than just treating symptoms.
Debug flaky tests and performance regressions by running a bisection workflow to identify polluting tests. Then apply a four-phase methodology that traces issues across complex stacks and validates fixes through a verification gate before completion.
Yes, this debugging framework supports multi-layer validation scenarios. It implements defense-in-depth by validating at every layer, including entry points, business logic, environment, and debug instrumentation, to ensure comprehensive error detection.
The best way to trace test pollution is to run the bisection workflow to identify the polluting test. Once isolated, follow the four-phase systematic debugging methodology to trace the error back to its root cause and validate the fix.
No specific bug-tracking tools are required as dependencies. The framework operates independently using internal scripts and diagnostic references to guide the root-cause investigation and verification process across your software stack.
You must verify outputs before claiming completion because the framework enforces a strict verification gate. Running verification steps confirms the root-cause fix is effective, preventing regression and ensuring the software bug is truly resolved.
drimchanskyGuide systematic reproduction, isolation, diagnosis, and verification of software bugs.
kzahediValidate YARS rendering by comparing exported PNG frames against a reference screenshot.
levanminhducEnforce defense-in-depth validation across API boundaries, business logic, environment guards, and debug instrumentation.
zli5460Diagnose software bugs through root cause analysis and hypothesis testing.
