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Execute an approved plan with focused edits, iterative verification, and strict attention to repo boundaries.
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Based on SOC occupation classification
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