Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review → research-refine plus experiment-plan to go from a broad research direction to validated, pilot-tested ideas. Also handles robotics / embodied AI directions through simulation-first robotics mode. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", "robotics idea discovery", "embodied AI idea", or wants the complete idea exploration workflow.
Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
Turn one core reference paper and up to three comparable papers into evidence-grounded topic candidates. Use when the user asks to 拆解对标论文, 从论文找选题, analyze reference papers for research ideas, map conflicting findings, or wants a reference-led idea start before novelty checking.
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.
Generate a structured paper outline from audited formal experiment results and review conclusions. Use when user says "写大纲", "paper outline", "plan the paper", "论文规划", or wants a paper plan after formal runs and evidence audit. If only smoke, pilot, toy, or validation results exist, produce a gap report or next actions instead of routing to manuscript drafting.
Draft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.
Workflow 3: evidence-gated paper writing pipeline. Requires audited formal experiment evidence and an accepted paper plan before manuscript drafting. Orchestrates paper-plan → paper-figure → figure-spec/paper-illustration/mermaid-diagram → paper-write → paper-compile → auto-paper-improvement-loop only after the manuscript entry gate passes. If only smoke, pilot, toy, or validation results exist, stop and produce next actions or a gap report. Use when user says "写论文全流程", "write paper pipeline", "从报告到PDF", "paper writing", or wants complete paper generation from audited evidence.
Prompt-only by default in the lightweight pack; Claude/Gemini reviewer transport is explicit opt-in. Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.