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revman-studio
Study-centric data management for systematic reviews. Add, edit, view, import, and remove studies with arm-level and outcome-level data. Use when the user types `revman studio`.
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Skill 资源库
AI Skill 资源库
把 Skill 的源码、资源快照、README、包体和安装信号放进一个可搜索、可筛选的公开目录。
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scientific-debugging
Senior-level debugging specifically for scientific code failure modes. Covers CUDA out-of-memory errors, numerical instability (NaN/Inf propagation), reproducibility failures, multiprocessing/GIL issu…
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scientific-simplifier
Simplify scientific code, LaTeX, and technical prose while preserving exact behavior, results, and meaning. Use when Codex needs to remove duplication, reduce unnecessary abstraction, clean up AI-gene…
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scikit-survival
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitt…
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sensitivity-analyst
Sensitivity analysis frameworks and assumption-testing methods
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simpo-training
Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for…
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slime-rl-training
Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data generation workflows, or needing tight Megatron-LM inte…
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sr-brainstorm
Phase 0 — Topic brainstorming and research gap exploration for EM/critical care SRs. Use when the user has a broad topic area but no specific question yet. Guides through landscape scanning, gap ident…
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rwkv-architecture
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential). Linux Foundation AI project. Production at Windows, Offi…
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scientific-plotting
Create and validate scientific figures in Python using Matplotlib and SciencePlots. Use when the user asks to plot data, generate a paper figure, reproduce a chart, or revise a scientific plot's layou…
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scientific-visualization
Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export PDF/EPS/TIFF, for journal-ready scientific plots.
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scrum-sage
AI-powered Scrum Master and Enterprise Agility Coach based on Jeff Sutherland, Taiichi Ohno, and First Principles thinking. Use when user needs help with Scrum, sprint analysis, backlog refinement, sc…
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sentencepiece
Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory), deterministic vocabulary. Used by T5, ALBERT, XLNe…
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simulation-architect
Design and implementation of comprehensive simulation studies
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sparse-autoencoder-training
Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. Use when discovering interpretable features, …
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sr-complex-interventions
Systematic reviews of complex interventions per Cochrane Handbook Ch 17. Use when the intervention has multiple interacting components, is context-dependent, or involves behaviour change. Logic models…
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scientific-code-craft
Writing scientific/research code at senior engineer level. Covers project structure, module organization, function design, type hints, naming, error handling, separation of concerns, idiomatic Python/…
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scientific-presenter
Build or revise scientific talks, posters, and Beamer slide decks from papers, codebases, figures, or LaTeX templates. Use when Codex needs to turn technical research into a clear presentation, preser…
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scikit-bio
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
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senior-scientific-code-review
Senior-level code review specifically for scientific/research code in bioinformatics, medical imaging, ML/DL pipelines, and statistical software. Covers correctness (numerical stability, data leakage,…
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session-log
Create a timestamped research-session progress log that records completed work, evidence, decisions, and next steps. Use when closing or checkpointing substantive project work that needs a durable chr…
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skypilot-multi-cloud-orchestration
Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or opti…
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sr-adverse-effects
Systematic review of adverse effects per Cochrane Handbook Ch 19. Use when the review includes harm outcomes, rare events, zero-event studies, or safety-focused synthesis. Includes different study des…
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sr-economic
Integrate economic evidence into SRs per Cochrane Handbook Ch 20 + 20.S. Use when the review includes cost-effectiveness, cost-utility, or cost-benefit analyses. CHEERS 2022 compliance, CHEC-list crit…
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