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.
Audit a plan for missing architecture, evaluation, safety, or verification coverage before implementation.
Execute an approved plan with focused edits, iterative verification, and strict attention to repo boundaries.