Use when reviewing, revising, or deciding whether to complete a Research Architect draft, especially when its reference adaptation, design, evidence, citations, claim boundaries, copying risk, or missing upstream artifacts need an auditable diagnosis.
Use when a Research Architect project has an evidence-ready spine, evidence and claim trail, citation support, terminology/object identities, and display logic that need to become an evidence-first, promise-aware first draft or audited revision.
Use when a user needs the end-to-end Research Architect workflow to turn a raw idea, user-designated accessible target reference paper, partial research materials, results, or an existing draft into an auditable research plan, draft, or revision path.
Use when Experiment must build, run, compare, or record reproducible ML/AI paper experiments locally or through the Research Assistant-configured ssh-bash tool and verified SSHFS workspace, including baselines, datasets, controlled trials, multi-seed formal evidence, ablations, and results promotion. Examples: user…
Search and organize OpenReview and arXiv paper candidates, returning structured results for a user-given topic, time range, and data sources. Use proactively when the user asks to find papers, restrict a time range, prefer OpenReview/arXiv results, or wants examples of what a research direction looks like in target…
Use when Writing must assess, draft, revise, or audit an empirical ML/AI method paper whose claims depend on experiment-record.md and results/, including baseline fairness, multi-seed reporting, ablations, formula-rich methods, result tables, citation verification, and derived submission artifacts. Do not use its…
Invoke only when the user explicitly mentions $crux. When invoked, analyze papers, coach research, or support consequential decisions by finding the variable that could change the outcome, separating evidence from rhetoric, and controlling how much help to reveal. Do not activate for ordinary paper, research, or…