Verify that Gemini CLI and Claude Code CLI are installed, authenticated, and API-reachable before starting collaboration workflows.
Use the Claude Code CLI as a depth-analysis co-pilot for paper-from-zero. Primary role: claim tree compression, logical hole detection, evidence sufficiency audit, and review/empirical routing judgment. Also supports generic code collaboration as fallback.
Use the Gemini CLI as a breadth-exploration co-pilot for paper-from-zero. Primary role: candidate direction expansion, adjacent work scanning, keyword cluster generation, and alternative framing proposals. Also supports generic code collaboration as fallback.
Draft IEEE-style empirical ML/AI papers from a structured research contract. Builds experiment plans, section skeletons, placeholder-safe results, and a near-submission draft without fabricating evidence.
Route a fixed research topic into a rigorous paper-generation workflow. Handles active literature search, innovation framing, contribution/evidence planning, and routes to either the review writer or empirical writer skill.
Back-fill verified experiment results into an existing empirical paper draft. Resolves placeholders, upgrades hypotheses to factual claims, generates figures/tables, drafts abstract, and runs rhythm refinement + QA.