validation
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Validate code quality, test coverage, performance, and security. Use
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loki
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Guide for implementing Grafana Loki - a horizontally scalable, highly available log aggregation system. Use when configuring Loki deployments, setting up storage backends (S3, Azure Blob, GCS),...
mobile-design
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Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building...
mobile-design
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Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building...
mobile-design
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Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building...
model_finetuning
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Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF,...
Docker 多服务部署最佳实践 - 遵循生产级 Dockerfile 和 Docker Compose 架构原则。核心原则：Dockerfile 不随环境变化、compose 不包含真实 secret、所有环境差异通过 .env 管理、容器可销毁但数据不可、恢复能力优于自动化炫技。涵盖：Dockerfile 优化、多服务 compose 架构、健康检查、数据持久化、安全配置。
google-app-engine
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Hugging Face Transformers best practices including model loading, tokenization, fine-tuning workflows, and inference optimization. Use when working with transformer models, fine-tuning LLMs,...
llm-integration
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Expert skill for integrating local Large Language Models using llama.cpp and Ollama. Covers secure model loading, inference optimization, prompt handling, and protection against LLM-specific...
TanStack Start
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pr-creator
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Create comprehensive pull requests with detailed descriptions, test plans,
cass
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Coding Agent Session Search - unified CLI/TUI to index and search local coding agent history from Claude Code, Codex, Gemini, Cursor, Aider, ChatGPT, Pi-Agent, Factory, and more. Purpose-built for...
cass
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Coding Agent Session Search - unified CLI/TUI to index and search local coding agent history from Claude Code, Codex, Gemini, Cursor, Aider, ChatGPT, Pi-Agent, Factory, and more. Purpose-built for...
Deep dive into Swift's async/await runtime, Sendable enforcement, actors, and migration strategies.
Comprehensive analysis of Swift 6 ownership, concurrency safety, and systems programming foundations.
从交互式或提供的原则输入创建或更新项目章程，确保所有依赖模板保持同步。用于项目管理、规范制定、章程维护和团队协作场景。触发词包括 "speckit章程"、"创建章程"、"更新章程"、"项目章程"、"制定规范"、"团队章程"。
troubleshooting-pods
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Debugs failing Kubernetes pods across all namespaces and layers. Use for pod crashes, CrashLoopBackOff, OOMKilled, ImagePullBackOff, pending pods, container errors, or when pods are not ready....
numpy-best-practices
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Best practices for NumPy array programming, numerical computing, and performance optimization in Python
newrelic
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Monitor APM, infrastructure, and observability on New Relic