4everWZ

Use for substantial coding, refactoring, architecture, research, or ML work that needs disciplined execution, stronger verification, clear user decision points, or structured docs such as specs, design docs, implementation matrices, tradeoff logs, and status/handoff records. Do not use for trivial low-risk local edits such as minor UI text changes, comments, or narrow fixes.

Use when explicitly requested for paper-writing or literature-grounded work: paper search/indexing, BibTeX/reading notes, idea refinement, repo-to-paper Markdown drafting, claim/citation audits, writing-style revision, or paper handoff.