42 Wanshuiyin ARIS
by @brycewang-stanford · plugin · 38 skills
42 Wanshuiyin ARIS from brycewang-stanford/Auto-Empirical-Research-Skills.
Install the whole plugin (CLI)
npx skillmds add brycewang-stanford/arxiv
npx skillmds add brycewang-stanford/dse-loop
npx skillmds add brycewang-stanford/rebuttal
npx skillmds add brycewang-stanford/vast-gpu
npx skillmds add brycewang-stanford/pixel-art
npx skillmds add brycewang-stanford/paper-plan
npx skillmds add brycewang-stanford/paper-write
npx skillmds add brycewang-stanford/idea-creator
npx skillmds add brycewang-stanford/paper-figure
npx skillmds add brycewang-stanford/paper-poster
npx skillmds add brycewang-stanford/paper-slides
npx skillmds add brycewang-stanford/proof-writer
npx skillmds add brycewang-stanford/research-lit
npx skillmds add brycewang-stanford/feishu-notify
npx skillmds add brycewang-stanford/novelty-check
npx skillmds add brycewang-stanford/paper-compile
npx skillmds add brycewang-stanford/paper-writing
npx skillmds add brycewang-stanford/grant-proposal
npx skillmds add brycewang-stanford/idea-discovery
npx skillmds add brycewang-stanford/run-experiment
npx skillmds add brycewang-stanford/system-profile
npx skillmds add brycewang-stanford/training-check
npx skillmds add brycewang-stanford/analyze-results
npx skillmds add brycewang-stanford/comm-lit-review-claude-single
npx skillmds add brycewang-stanford/experiment-plan
npx skillmds add brycewang-stanford/mermaid-diagram
npx skillmds add brycewang-stanford/research-refine
npx skillmds add brycewang-stanford/research-review
npx skillmds add brycewang-stanford/result-to-claim
npx skillmds add brycewang-stanford/ablation-planner
npx skillmds add brycewang-stanford/auto-review-loop
npx skillmds add brycewang-stanford/semantic-scholar
npx skillmds add brycewang-stanford/experiment-bridge
npx skillmds add brycewang-stanford/research-pipeline
npx skillmds add brycewang-stanford/formula-derivation
npx skillmds add brycewang-stanford/monitor-experiment
npx skillmds add brycewang-stanford/paper-illustration
npx skillmds add brycewang-stanford/auto-review-loop-llmSkills in this plugin
- ▌ arxiv · brycewang-stanfordSearch, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.
- ▌ dse-loop · brycewang-stanfordAutonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user says "DSE", "design space exploration", "sweep parameters", "optimize", "find best config", or wants iterative parameter tuning.
- ▌ rebuttal · brycewang-stanfordWorkflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.
- ▌ vast-gpu · brycewang-stanfordRent, manage, and destroy GPU instances on vast.ai. Use when user says "rent gpu", "vast.ai", "rent a server", "cloud gpu", or needs on-demand GPU without owning hardware.
- ▌ pixel-art · brycewang-stanfordGenerate pixel art SVG illustrations for READMEs, docs, or slides. Use when user says "画像素图", "pixel art", "make an SVG illustration", "README hero image", or wants a cute visual.
- ▌ paper-plan · brycewang-stanfordGenerate a structured paper outline from review conclusions and experiment results. Use when user says "写大纲", "paper outline", "plan the paper", "论文规划", or wants to create a paper plan before writing.
- ▌ paper-write · brycewang-stanford bundleDraft 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.
- ▌ idea-creator · brycewang-stanfordGenerate 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.
- ▌ paper-figure · brycewang-stanfordGenerate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.
- ▌ paper-poster · brycewang-stanfordGenerate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says "做海报", "制作海报", "conference poster", "make poster", "生成poster", "poster session", or wants to create a poster for a conference presentation.
- ▌ paper-slides · brycewang-stanfordGenerate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation slides", "生成slides", "写演讲稿", or wants beamer slides for a conference talk.
- ▌ proof-writer · brycewang-stanfordWrites rigorous mathematical proofs for ML/AI theory. Use when asked to prove a theorem, lemma, proposition, or corollary, fill in missing proof steps, formalize a proof sketch, 补全证明, 写证明, 证明某个命题, or determine whether a claimed proof can actually be completed under the stated assumptions.
- ▌ research-lit · brycewang-stanfordSearch and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.
- ▌ feishu-notify · brycewang-stanfordSend notifications to Feishu/Lark. Internal utility used by other skills, or manually via /feishu-notify. Supports push-only (webhook) and interactive (bidirectional) modes. Use when user says "发飞书", "notify feishu", or other skills need to send status updates.
- ▌ novelty-check · brycewang-stanfordVerify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.
- ▌ paper-compile · brycewang-stanfordCompile LaTeX paper to PDF, fix errors, and verify output. Use when user says "编译论文", "compile paper", "build PDF", "生成PDF", or wants to compile LaTeX into a submission-ready PDF.
- ▌ paper-writing · brycewang-stanfordWorkflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished, submission-ready PDF. Use when user says "写论文全流程", "write paper pipeline", "从报告到PDF", "paper writing", or wants the complete paper generation workflow.
- ▌ grant-proposal · brycewang-stanfordDraft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use when user says "write grant", "grant proposal", "申請書", "write KAKENHI", "科研費", "基金申请", "写基金", "NSF proposal", or wants to turn research ideas into a funding application.
- ▌ idea-discovery · brycewang-stanfordWorkflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.
- ▌ run-experiment · brycewang-stanfordDeploy and run ML experiments on local or remote GPU servers. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.
- ▌ system-profile · brycewang-stanfordProfile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", or wants performance analysis.
- ▌ training-check · brycewang-stanfordPeriodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. Use when training is running and you want automated health checks.
- ▌ analyze-results · brycewang-stanfordAnalyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
- ▌ comm-lit-review-claude-single · brycewang-stanfordCommunications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, scheduling, MAC/PHY, rate adaptation, channel estimation, beamforming, or communication-system research and the user wants papers, related work, a survey, or a landscape summary. Search Zotero, Obsidian, and local paper folders first when available, then search IEEE Xplore, ScienceDirect, ACM Digital Library, and broader web in that order.
- ▌ experiment-plan · brycewang-stanfordTurn a refined research proposal or method idea into a detailed, claim-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.
- ▌ mermaid-diagram · brycewang-stanfordGenerate Mermaid diagrams from user requirements. Saves .mmd and .md files to figures/ directory with syntax verification. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.
- ▌ research-refine · brycewang-stanfordTurn 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.
- ▌ research-review · brycewang-stanfordGet a deep critical review of research from GPT via Codex MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.
- ▌ result-to-claim · brycewang-stanfordUse when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. Codex MCP evaluates results against intended claims and routes to next action (pivot, supplement, or confirm). Use after experiments finish — before writing the paper or running ablations.
- ▌ ablation-planner · brycewang-stanfordUse when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Codex designs ablations from a reviewer's perspective, CC reviews feasibility and implements.
- ▌ auto-review-loop · brycewang-stanfordAutonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.
- ▌ semantic-scholar · brycewang-stanfordSearch published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and TLDR. Use when user says "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", or wants published literature beyond arXiv preprints.
- ▌ experiment-bridge · brycewang-stanfordWorkflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge", "从计划到跑实验", "deploy the plan", or has an experiment plan ready to execute.
- ▌ research-pipeline · brycewang-stanfordFull research pipeline: Workflow 1 (idea discovery) → implementation → Workflow 2 (auto review loop). Goes from a broad research direction all the way to a submission-ready paper. Use when user says "全流程", "full pipeline", "从找idea到投稿", "end-to-end research", or wants the complete autonomous research lifecycle.
- ▌ formula-derivation · brycewang-stanfordStructures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a paper-ready formula document. Use when the derivation target is not yet fully fixed, the main object still needs to be chosen, or the user needs a coherent derivation package rather than a finished theorem proof.
- ▌ monitor-experiment · brycewang-stanfordMonitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.
- ▌ paper-illustration · brycewang-stanfordGenerate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says "生成图表", "画架构图", "AI绘图", "paper illustration", "generate diagram", or needs visual figures for papers.
- ▌ auto-review-loop-llm · brycewang-stanfordAutonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".