agent_nature-skills

Search, plan, and organize literature for RL, MARL, LLM, and LLM Agent research. Use for finding papers, building related-work maps, identifying baselines, benchmark provenance, citation gaps, and recent work tracking.

Build, audit, and organize citation evidence for RL, MARL, LLM, and LLM Agent manuscripts. Use for related work matrices, citation gaps, DOI/BibTeX checks, baseline provenance, benchmark provenance, and Nature-style support for claims.

Prepare Data Availability, Code Availability, Model Availability, Prompt Availability, and reproducibility statements for RL, MARL, LLM, and LLM Agent manuscripts.

Help legally obtain, organize, and archive academic papers, PDFs, BibTeX, supplementary files, code links, and benchmark documents for RL, MARL, LLM, and LLM Agent research. Do not bypass paywalls or access controls.

Create, revise, or audit Nature-style scientific figures for RL, MARL, LLM, and LLM Agent papers. Use for Python/R plotting, training curves, ablations, benchmark bars, architecture diagrams, agent workflow figures, trajectory visualizations, and publication export QA.

Build a repeatable literature discovery, scoring, reading, and archiving pipeline for RL, MARL, LLM, and LLM Agent research. Use for daily/weekly paper tracking, topic watchlists, benchmark monitoring, and research-note automation.

Convert RL, MARL, LLM, or LLM Agent research into a preliminary technical invention disclosure or Chinese patent-style draft. Use for invention points, claims, embodiments, flowcharts, and technical effects. Not legal advice.

Convert RL, MARL, LLM, and LLM Agent papers into Chinese or English presentation decks, slide outlines, speaker notes, figure explanations, and defense/report structures.

Polish, rewrite, translate, or tighten academic prose for RL, MARL, LLM, and LLM Agent manuscripts. Use for Nature-style English, SCI writing, paragraph flow, terminology consistency, LaTeX expression, and claim-risk reduction.

Build a research proposal before drafting a paper for RL, MARL, LLM, and LLM Agent projects. Use for topic selection, hypothesis design, contribution sharpening, experiment planning, thesis chapters, grant-style proposals, and SCI paper planning.

Create a structured reader for RL, MARL, LLM, and LLM Agent papers. Use for paper summaries, Chinese-English reading notes, method decomposition, experiment extraction, reproducibility analysis, and idea mining.

Draft, revise, or audit point-by-point reviewer responses for RL, MARL, LLM, and LLM Agent manuscripts. Use for rebuttal, major revision, response letter, experiment planning, limitation rewriting, and claim softening.

Simulate a Nature-style reviewer assessment for RL, MARL, LLM, and LLM Agent manuscripts. Use for pre-submission review, novelty assessment, technical soundness, reproducibility, benchmark fairness, safety, and reviewer-style critique.

Draft, restructure, or plan Nature-style manuscript sections for RL, MARL, LLM, and LLM Agent research. Use for abstracts, introductions, related work, methods, experiments, discussion, titles, claims, contribution framing, and Chinese-to-English academic drafting.