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Use during implementation to run the smallest meaningful verification command after each focused change.
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Basé sur la classification professionnelle SOC
Use when debugging a failing test, broken build, runtime error, or unexpected system behavior. Drives hypothesis-based investigation, root-cause fixes, verification, and reusable learning capture.
Use when a claim, plan, spec, doc, or design must be attacked against source evidence before implementation or approval. Uses write tools, shell execution, and may spawn subagents. Invoke with enable_write_tools=true and enable_subagent_tools=true.
Use when fixing broken behavior and the priority is reproduce, root cause, regression proof, and the smallest safe repair. Uses write tools, shell execution, and may spawn subagents. Invoke with enable_write_tools=true and enable_subagent_tools=true.
Use when reviewing code changes with explicit stage, target, and focus so own-code checks and others’ PR reviews stay distinct but share one contract. Uses write tools, shell execution, and may spawn subagents. Invoke with enable_write_tools=true and enable_subagent_tools=true.
Use when the deliverable is docs or reference material and every claim must stay tied to observed behavior or cited source evidence. Uses write tools, shell execution, and may spawn subagents. Invoke with enable_write_tools=true and enable_subagent_tools=true.
Use when adding or changing product behavior that must ship with explicit purpose, scenarios, and verification. Uses write tools, shell execution, and may spawn subagents. Invoke with enable_write_tools=true and enable_subagent_tools=true.
| name | fast-feedback |
| description | Use during implementation to run the smallest meaningful verification command after each focused change. |
Use this skill while editing code, docs generation, scripts, or skills where a quick local check can prove the last change behaved as intended.
After each focused change, run the smallest command that can catch the likely mistake before continuing.
Prefer narrow checks over broad suites:
For vibe-lab skill work, the default loop is:
lazyai-cli compile
lazyai-cli doctor
lazyai-cli compile, then lazyai-cli doctor.