Use when implementing any feature or bugfix, before writing implementation code
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sns
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AWS SNS notification service for pub/sub messaging. Use when creating topics, managing subscriptions, configuring message filtering, sending notifications, or setting up mobile push.
data-scientist
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Expert data scientist for advanced analytics, machine learning, and
data-scientist
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Expert data scientist for advanced analytics, machine learning, and
data-scientist
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Expert data scientist for advanced analytics, machine learning, and
data-scientist
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Expert data scientist for advanced analytics, machine learning, and
Develop software with validation requirements first. Emphasizes writing tests before implementation to guide design decisions.
docstring
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Write docstrings for PyTorch functions and methods following PyTorch conventions. Use when writing or updating docstrings in PyTorch code.
Estimate GPU memory usage for Megatron-based MoE (Mixture of Experts) and dense models. Use when users need to (1) estimate memory from HuggingFace model configs (DeepSeek-V3, Qwen, etc.), (2)...
tdd
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Test-Driven Development workflow. Use for ALL code changes - features, bug fixes, refactoring. TDD is non-negotiable.
commit-push-pr
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Commit changes, push to GitHub, and open a PR. Includes quality checks (security, patterns, simplification). Use --quick to skip checks.
infographic-creator
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基于给定文字内容创建精美信息图。当用户请求创建信息图时使用。
Feedback Analyzer
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Analyze customer feedback to extract actionable insights, identify patterns, and prioritize improvements
Use when you have implemented an equivariant model and need to verify it correctly respects the intended symmetries. Invoke when user mentions testing model equivariance, debugging symmetry bugs,...
Onboarding Designer
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Design effective user onboarding flows that drive activation, adoption, and retention
ray-train
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Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic...
ray-train
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Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic...
Comprehensive n8n workflow testing including execution lifecycle, node connection patterns, data flow validation, and error handling strategies. Use when testing n8n workflow automation applications.
audio-analysis
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Audio analysis with Tone.js and Web Audio API including FFT, frequency data extraction, amplitude measurement, and waveform analysis. Use when extracting audio data for visualizations, beat...
create-skill-file
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Guides Claude in creating well-structured SKILL.md files following best practices. Provides clear guidelines for naming, structure, and content organization to make skills easy to discover and execute.