Menu
O SkillsMP coletou 60 skills de wookat/ai-research-skills. Abra uma skill para revisar a origem e os detalhes.
Mostrando 40 de 60 skills coletadas.
Lightweight pattern-driven research ideation with no script dependencies - generates 5-10 candidate ideas from a direction or gap matrix using proven ideation patterns, each with mechanism, falsification plan, and minimal validation experiment. Use for quick…
Idioma do texto original: chinês
Generate ONE reviewer-defensible, implementable research idea with a concrete method and falsification plan from a stated research direction. Use when the user asks for a research idea, novelty analysis, bottleneck diagnosis, or paper-shape suggestion. Skip…
Idioma do texto original: inglês
Search papers across arXiv, DBLP, OpenAlex, OpenReview, Semantic Scholar, and Crossref for a given query and year range, using ./scripts/search_papers.py. Use when the user asks to find papers, related work, prior art, or recent publications on a specific…
Idioma do texto original: inglês
Orchestrate the full research lifecycle (literature → ideation → novelty check → idea critique → experiments → paper writing → review simulation → rebuttal → thesis) with human decision cards between stages. Use when the user asks to start/resume a research…
Idioma do texto original: chinês
Check whether a proposed research novelty (given a problem statement and claimed idea/novelty) overlaps with existing published work. TRIGGER when the user asks to verify research novelty, check if an idea is new, compare a proposed contribution to prior art,…
Idioma do texto original: inglês
Fresh-context cross-model review protocol that prevents self-congratulatory score inflation - routes verdict-bearing reviews (idea critique, paper review, claim audits) to a different model or a zero-context fresh thread with a bias guard. Use when running…
Idioma do texto original: chinês
Select and run the correct hypothesis test based on data properties. Covers parametric/non-parametric tests, effect sizes, and multiple comparison correction.
Idioma do texto original: Vários idiomas
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Do not use for general experiment design (use experiment-design).
Idioma do texto original: inglês
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results" or needs to interpret experimental data. Do not use for run-vs-run alignment and tracking (use compare).
Idioma do texto original: Vários idiomas
Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.
Idioma do texto original: inglês
Autonomous multi-round research review loop. Repeatedly reviews via external reviewer backend (Codex or manual), implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes",…
Idioma do texto original: inglês
SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention. Use when user says "batch experiments", "队列实验", "run grid", "multi-seed sweep", "auto-chain experiments", or when…
Idioma do texto original: inglês
Draft 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…
Idioma do texto original: inglês
Adversarial attack-defense exercise on a near-final paper - a fresh reviewer writes the single strongest 200-word rejection memo, a second fresh reviewer defends point-by-point, and an adjudicator classifies each attack point as answered / partially answered…
Idioma do texto original: chinês
Unattended overnight research iteration - runs bounded experiment/tuning loops with objective machine-checkable stop conditions, safety rules, per-iteration logging, and a morning report, while explicitly excluding verdict-bearing decisions from automation.…
Idioma do texto original: chinês
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Uses a fresh cross-model reviewer with NO prior context to prevent confirmation bias. Use when user says "审查论文数据", "check paper claims", "verify…
Idioma do texto original: inglês
Generate publication-quality AI illustrations for academic papers via pluggable image backends (Gemini / OpenAI gpt-image / any OpenAI-compatible endpoint, with mermaid fallback). Creates architecture diagrams, method illustrations with Claude-supervised…
Idioma do texto original: Vários idiomas
Build a one-off HTML single-page academic poster with measurement-driven hard gates, real paper figures, a two-hue design-token system, and print-ready PDF via headless Chromium. Use only for "HTML 单页海报" or "one-off HTML poster" requests. Do not use for…
Idioma do texto original: inglês
Generate 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…
Idioma do texto original: inglês
Render an ARIS Markdown / JSON artifact (IDEA_REPORT, AUTO_REVIEW, KILL_ARGUMENT, PAPER_PLAN, research-wiki state, etc.) into a single-file HTML view designed for human reading. Use when the user says "渲染 HTML", "出一份 HTML 报告", "render html", "make this…
Idioma do texto original: inglês
Use when the user wants to prepare code for open-source release, create reproducible research artifacts, or structure a repository for publication. Triggers on phrases like "publish code", "open source release", "reproducibility", "research repository", "code…
Idioma do texto original: Vários idiomas
Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle. Inspired by Karpathy's LLM Wiki pattern. Use when user says "知识库", "research wiki", "add paper", "wiki…
Idioma do texto original: inglês
Use 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…
Idioma do texto original: inglês
Autonomous 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".
Idioma do texto original: inglês
Zero-context verification that every cited bibliography entry is real, correctly attributed, and actually supports the sentence citing it - catching hallucinated references, wrong metadata, and wrong-context citations with per-entry KEEP/FIX/REPLACE/REMOVE…
Idioma do texto original: chinês
Use when the user wants to analyze dataset bias, create stratified samples, evaluate fairness, or plan dataset collection. Triggers on phrases like "dataset bias", "stratified sample", "class imbalance", "data distribution", "fairness analysis", or "ethical…
Idioma do texto original: inglês
Hypothesis-driven experiment loop with fair-comparison discipline - reproduce baselines, run minimal validation, iterate via hypothesis tree, and build the ablation/evidence base for a paper. Use when the user asks to run experiments, validate an idea,…
Idioma do texto original: chinês
Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.
Idioma do texto original: inglês
Use when the user wants to verify paper claims against code or data, audit numerical accuracy, check formula-code alignment, or validate citation accuracy. Triggers on phrases like "verify claims", "check numbers", "do the numbers match", "formula vs code",…
Idioma do texto original: inglês
Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, Related Work, Method, Experiments, or Conclusion; polishing…
Idioma do texto original: inglês
Render a pre-extracted paper's structured 9-section spec (`paper_spec.md`) into a single-page HTML academic poster, fit the layout to the page via an iterative measured-fill loop, and export it to print-ready PDF + PNG thumbnail. Requires the upstream…
Idioma do texto original: inglês
Use this Skill to write structured academic peer-review rebuttals: point-by-point responses, tone calibration, LaTeX templates, and cover letters for re-submission. Also read references/rebuttal-strategy.md for concern triage (misunderstanding / fixable /…
Idioma do texto original: inglês
Deploy and run ML experiments on local, remote, Vast.ai, or Modal serverless GPU. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.
Idioma do texto original: inglês
Convert one or more published/submitted conference papers into a master's thesis - restructuring from paper format to thesis chapters, expanding background and related work, unifying notation, and complying with the university LaTeX template and Chinese…
Idioma do texto original: chinês
Systematic literature survey plus research-gap mining. Builds a structured literature table and a method-problem-dataset gap matrix, surfacing contradictions and unexplored cells that seed research ideas. Use when the user asks for a literature review, survey…
Idioma do texto original: chinês
Same-epoch comparison of training runs across wandb, neptune, tensorboard, or mlflow. Aligns runs at the student's current step (never current-vs-final-of-baseline) and separates proxy metrics from downstream targets. Use when the user asks to compare runs,…
Idioma do texto original: inglês
Use when the user wants to design experiments, plan ablation studies, structure baselines, or create incremental evaluation strategies. Triggers on phrases like "design ablation", "plan experiment", "what experiments should I run", "baseline comparison", or…
Idioma do texto original: inglês
Judge whether a research idea contains genuine insight (vs. combinatorial stitching), passes domain-intuition sanity checks, and would survive peer review. Three-layer critique - insight tests, domain pitfall checks, multi-persona reviewer simulation -…
Idioma do texto original: chinês
End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / VALSE / 投稿 talks).…
Idioma do texto original: inglês
Extract a research paper PDF into a structured set of poster-agnostic assets reusable by any downstream renderer (paper2poster, paper2blog, paper2audio, paper2video). Produces a `<outdir>/` containing the paper's full text (assets/meta/text.txt), per-figure…
Idioma do texto original: inglês