Turn a refined research proposal or method idea into a detailed, question- and mechanism-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.
Revise and polish academic drafts into clear, direct, human-sounding prose while preserving claims, numbers, citations, limitations, task type, and recommendation stance. Implicitly use when the user says 改写, 改稿, 润色, 润色论文, 像人一点, 更像人写的, 不要AI味, 减少AI味, 不要防御性写作, 去掉防御性表达, 写得自然一点, humanize, less defensive, reduce generic AI-style prose, strengthen an abstract or section, or requests a ResNet, Transformer, BERT, Raft, or MapReduce tone.
Apply anti-defensive editing and curated classic-paper structures to revise academic prose into clear, direct, human-sounding writing while preserving claims, numbers, citations, limitations, task type, and recommendation stance. Use when a higher-level skill routes revision, polishing, or humanization work here.
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.
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.
Lightweight AutoDL-first research pipeline: idea discovery → blueprint → experiment planning/AutoDL readiness checks → prompt-only review/audit → optional evidence-checked paper planning. Adapts to venue-only, reference-paper/codebase, idea-doc, existing-repo, or partial-results starts; avoids heavy local compute, defaults to concise artifacts, and prepares AutoDL/HPC approval-bounded runs. Use when user says "全流程", "full pipeline", "从找idea到投稿", "end-to-end research", or wants a complete but user-gated research lifecycle. Manuscript drafting is allowed only after formal runs and evidence audit pass.
Turn a refined research proposal or method idea into a detailed, question- and mechanism-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.
Revise and polish academic drafts into clear, direct, human-sounding prose while preserving claims, numbers, citations, limitations, task type, and recommendation stance. Implicitly use when the user says 改写, 改稿, 润色, 润色论文, 像人一点, 更像人写的, 不要AI味, 减少AI味, 不要防御性写作, 去掉防御性表达, 写得自然一点, humanize, less defensive, reduce generic AI-style prose, strengthen an abstract or section, or requests a ResNet, Transformer, BERT, Raft, or MapReduce tone.