القائمة
Execute an approved plan with focused edits, iterative verification, and strict attention to repo boundaries.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Instructions for triggering external Context7 connections
Lightweight research-plan-implement workflow for small tweaks, isolated bugfixes, copy edits, and low-blast-radius polish in this repo. Use when the change can be understood from 1-3 files and stays inside one subsystem without changing shared data flow.
Implements tree-based attack branching and prompt refinement optimization.
Fetch external library or framework documentation only when local docs are insufficient.
Guidance for JudgeAgent scoring, guardrail synthesis, and anti-hallucination validation work.
Full research-plan-implement workflow for new features, architectural updates, multi-file changes, or any task with non-trivial blast radius in RedThread.
| name | implement |
| description | Execute an approved plan with focused edits, iterative verification, and strict attention to repo boundaries. |
Use this skill when research and planning are complete.
pytest for touched modulesruff check for touched packages when practicalmypy on the narrowest relevant surface when practical