Lightweight pattern-driven research ideation with no script dependencies - generates 5-10 candidate ideas from a direction or gap matrix using proven ideation patterns, each with mechanism, falsification plan, and minimal validation experiment. Use for quick…
Generate ONE reviewer-defensible, implementable research idea with a concrete method and falsification plan from a stated research direction. Use when the user asks for a research idea, novelty analysis, bottleneck diagnosis, or paper-shape suggestion. Skip…
Search papers across arXiv, DBLP, OpenAlex, OpenReview, Semantic Scholar, and Crossref for a given query and year range, using ./scripts/search_papers.py. Use when the user asks to find papers, related work, prior art, or recent publications on a specific…
Orchestrate the full research lifecycle (literature → ideation → novelty check → idea critique → experiments → paper writing → review simulation → rebuttal → thesis) with human decision cards between stages. Use when the user asks to start/resume a research…
Check whether a proposed research novelty (given a problem statement and claimed idea/novelty) overlaps with existing published work. TRIGGER when the user asks to verify research novelty, check if an idea is new, compare a proposed contribution to prior art,…
Fresh-context cross-model review protocol that prevents self-congratulatory score inflation - routes verdict-bearing reviews (idea critique, paper review, claim audits) to a different model or a zero-context fresh thread with a bias guard. Use when running…
Select and run the correct hypothesis test based on data properties. Covers parametric/non-parametric tests, effect sizes, and multiple comparison correction.
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Do not use for general experiment design (use experiment-design).