[22] UNDERSTAND. Deep research from all sources — internal (code, git, logs) AND external (web, docs, best practices).
This pipeline performs genome-wide segmentation of CpG methylation profiles to identify Unmethylated Regions (UMRs), Low-Methylated Regions (LMRs), and Partially Methylat — from…
Prepares meeting materials by gathering context from Notion, enriching with Claude research, and creating both an internal pre-read and external agenda saved to Notion.
Classical end-to-end empirical analysis workflow in the modern tidyverse + econometrics R ecosystem — dplyr + tidyr + haven + fixest + sandwich + lmtest + clubSandwich + AER +…
Three.js 3D building system with spatial indexing, structural physics, and multiplayer networking. Use when creating survival games, sandbox builders, or any game with…
Complete Three.js building system with spatial indexing, structural physics, and multiplayer networking.
3D web graphics with Three.js (WebGL/WebGPU). Capabilities: scenes, cameras, geometries, materials, lights, animations, model loading (GLTF/FBX), PBR materials, shadows,…
Design rigorous experiments for 3D Gaussian Splatting research papers. Recommends datasets, baselines, metrics, ablation matrices, and visualization plans tailored to your method.
Read and summarize 3D Gaussian Splatting research papers. Extracts method architecture, core innovations, experimental results, and key findings from arXiv papers or local PDFs.
Signed Gaussian Splatting & TPSC (Transmittance-Preserving Subtractive Compositing): negative-opacity Gaussians that subtract color without consuming transmittance.
Diagnose and fix 3DGS training-time failures: NaN losses, OOM crashes, divergent optimization, floater artifacts, densification failures, hyperparameter sensitivity.
Generate publication-quality visualizations for 3DGS research: radar charts, comparison tables, method timelines. Supports both static (PDF/PNG) and interactive (HTML) output.
Use when validating whether a finding is real, designing a shuffled null, checking for label leakage, reviewing causal feature definitions, interpreting agent-reported z-scores,…
A股研报摘要/卖方观点汇总/券商研报速览。当用户说"研报"、"券商研报"、"分析师怎么看"、"卖方观点"、"research digest"、"XX最新研报"、"目标价"、"评级"、"研究报告"、"机构怎么说"、"研报摘要"、"分析师观点"、"研报汇总"时触发。MUST USE when user asks about research report…
Analyze any GitHub repository in AI-friendly format. Convert entire repos to single markdown documents, generate architecture diagrams with Mermaid, inspect structure trees,…
Use when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
Use when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
Use when designing or auditing AAAI experiments, including baselines, ablations, statistics, robustness, human evaluation, social-impact evidence, alignment/safety evaluation, and…
Use when strengthening an AAAI paper's reproducibility checklist, experimental traceability, seed reporting, compute disclosure, dataset access, code/data readiness, and evidence…
Use when designing or auditing AAMAS experiments - self-play and population-based training, opponent selection, equilibrium and regret metrics, game-theoretic simulations,…
Use when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact…
Use when deciding whether a project is a strong AAMAS fit, comparing AAMAS with AAAI, IJCAI, NeurIPS, ICML, EC, and the JAAMAS journal, identifying whether the agents are truly…
Use when planning an AAMAS project timeline from venue fit through abstract, full-paper or extended-abstract upload, supplementary material, the double-blind rebuttal, decision,…
Use when revising an AAMAS paper so the interaction contribution leads the first page, the solution concept or incentive property is named, the game and agents are legible, claims…
Integrate Red Hat Ansible Automation Platform (AAP) with HashiCorp Vault Enterprise for dynamic SSH credential management.
当你在为《自动化学报》(Acta Automatica Sinica, AAS) 设计与呈现实验、仿真或实物验证时调用。覆盖研究问题(RQ)驱动的实验设计、公平基线与对照、控制类的稳定性/收敛性/鲁棒性分析、模式识别类的指标与统计显著性、消融实验、仿真与实物平台的报告要素，帮助为控制理论、机器人、智能系统方向的中文稿搭建经得起 Acta…
Expert in statistical analysis for blind A/B and ABX audio testing. Validates randomization, calculates statistical significance, and ensures proper experimental design.
Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage.
Hypothesis-Test Loops via REPL for Exploratory Abductive Inference with Gay.jl colors
Write and sharpen research paper titles, abstracts (structured and unstructured), keywords, highlights, significance statements, graphical-abstract text and lay summaries.
Add abstracts to .bib file entries by searching academic databases (arXiv, Semantic Scholar, CrossRef) with browser fallback.
Craft structured research abstracts that maximize clarity and journal acceptance
Refines long medical academic texts into SCI-style unstructured Chinese and English abstracts; use when you need to condense drafts/reports/summaries into bilingual abstracts and…
12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclosure/rebuttal-audit).
Multi-perspective academic paper review with dynamic reviewer personas. Simulates 5 independent reviewers (EIC + 3 peer reviewers + Devil's Advocate) with field-specific — from…
Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> final — from…
Sole curriculum decision-maker: re-judges the plan after each taught unit and stamps the next unit in full.
Medical AI paper optimization for AI search engines (Perplexity, ChatGPT web, Elicit, Consensus, SciSpace) and RAG-based literature tools.
Expert in cultural systems, rituals, kinship, belief systems, and ethnographic method — builds culturally coherent societies that feel lived-in rather than invented
Fair comparison methodology, controlling for hardware, citing published baselines, statistical significance in benchmarks.
Citation formatting rules for law review articles using The Bluebook (21st ed.) academic style
Search, verify, and map citations for CS/AI/ML papers. Produces VERIFIED/UNVERIFIED reference lists with Citation-to-Claim maps and Exemplar Sets.
Build or tailor an academic CV for faculty, postdoc, research or fellowship applications: publications, grants, teaching, supervision and service in the order the field expects,…
Last-pass polish for academic writing: strip the surface markers that make a paper, abstract or academic blog post read as machine-generated, without flattening the prose or…
學術簡報動畫引擎:以 slides_content.json 統一規格驅動的雙引擎動態簡報產生器。引擎A html-canvas 產出自包含 HTML 簡報+Canvas 粒子特效(particle-burst、drift-field、network-lines,僅限封面/章節頁);引擎B native-pptx 產出原生 PowerPoint…
Transparent, rigorous research with full methodology — not a black-box API wrapper. Conducts exhaustive investigation through mandated 2-cycle research per theme, APA 7th — from…
Audit, run, or verify experimental evidence for CS/AI/ML papers. Produces Evidence Inventory with evidence_type annotations (newly_run/preexisting_artifact/user_claim) and…
Create, revise, or audit academic figures for CS/AI/ML papers. Two paths: architecture figure prompting (tool-agnostic structured prompts) and data figure code generation…
Generate prompts for AI image tools to produce modern ML/RL paper-style figures matching the aesthetic of recent ICLR/NeurIPS/ICML 2024-2025 publications.
Generates submission-ready Elsevier/SCI Highlights from manuscript text or extracted PDF/DOCX/TXT content.
Draft, audit, or minimally revise English- or Chinese-language academic prose to reduce formulaic, vacuous, mechanically repetitive, or process-leaking language while preserving…
台灣商管領域中文論文審查與潤飾。以資深學者觀點優化中文文句、去除 AI 慣用語（值得注意的是、在當今數位時代、綜上所述等）、對齊台灣學術文風（控制股東、盈餘分配權與控制權偏離、TESG 等術語），並嚴格區分『審查意見』與『潤飾後文本』兩區塊輸出。適用領域：家族企業、公司治理、ESG/TESG、TEJ panel 研究的中文稿。觸發詞：中文潤飾、論文潤飾、去…
Generate tiered sentence frames for academic tasks that scaffold language production across proficiency levels.
Use when working on academic paper LaTeX layout, figure/table float placement, draft-to-template LaTeX generation, existing .tex project layout repair, figures piling up, figures…
Use when writing recommendation letters, reference letters, or award nominations for students, postdocs, or colleagues.
Expert in narrative theory, story structure, character arcs, and literary analysis — grounds advice in established frameworks from Propp to Campbell to modern narratology
Multi-source literature search, citation verification, strict independent other-citation audits, article-level citation metric tables, influential citer profiling with…
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts.
Use when a user needs lawful academic full text, CNKI institutional access, English OA retrieval, publisher API access, institutional browser fallback, or supporting information…
标准化实验日志记录——接收原始材料（图/语音/文字），产出带 YAML frontmatter 的标准日志到 Obsidian vault。需配合飞书 CLI 或手动输入使用。 — from hamzabellouch/agent-skills