Guide computer vision (classification, détection, segmentation) avec PyTorch, TensorFlow, OpenCV — from general/general-misc
Construction et curation de datasets pour l'entraînement ML (nettoyage, augmentation, annotation, split) — from general/general-misc
AI and machine learning development with PyTorch, TensorFlow, and LLM integration. Use when building ML models, training pipelines, fine-tuning LLMs, or implementing AI features.
AI and ML expert including PyTorch, LangChain, LLM integration, and scientific computing
Guide pour le fine-tuning de modèles ML/LLM (LoRA, QLoRA, PEFT, datasets, hyperparamètres) — from general/general-misc
Optimisation de modèles ML pour l'inférence (quantization, pruning, distillation, ONNX) — from khalilbenaz/claude-skills-collection
Conception de pipelines NLP (tokenization, embeddings, NER, sentiment, summarization) — from general/workflow-pipelines
Gère les modèles IA de Motivia. Utilise ce skill quand l'utilisateur demande d'ajouter un nouveau modèle IA, modifier un provider, ou configurer les options de génération.
A production-ready pattern for integrating AI models (specifically Google Gemini) with automatic fallback, retry logic, structured output via Zod schemas, and comprehensive error…
Complete guide for calling AI models with CloudBase - covers JS/Node SDK and WeChat Mini Program. Text generation, streaming, and image generation.
Evaluate and compare LLMs, ML APIs, and fine-tuned models for product fit across quality, latency, cost, compliance, and vendor risk dimensions.
AI 모델 API 호출명 및 가격 참조 가이드. API 키로 AI 모델을 호출할 때 정확한 모델명(model string)과 최신 가격 정보를 제공합니다. 사용 시점: (1) OpenAI, Anthropic, Google, DeepSeek 등의 API 호출 시 모델명이 필요할 때, (2) 토큰 비용/가격 비교가 필요할…
Quick guidance on choosing AI models (LLM/VLM/Embedding) based on task, VRAM, cost, and quality requirements
Multi-provider LLM orchestration system with intelligent routing, fallback chains, cost optimization, and automatic observability.
AI-Native 开发工作流方法论——用 Claude Code 作为主力开发工具的工程纪律。 同时支持空项目和已有代码库两种场景。 触发场景：用户说"新项目"、"启动项目"、"AI-native"、"意图凝练"、"契约骨架"、 "INTENT-GRAPH"、"意图卡"、"Batch"、"Agent Team"、"空项目 starter"、…
Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrails, exit co — from…
AI 原生 UI 设计与代码一体化工作流（claude-design / figma / v0 / lovable）。auto-loaded by frontend-agent；由 /import-design 命令显式触发。
Proactively manage development tasks in TASKS.md. Automatically tracks progress, updates status, prioritizes backlog, and estimates effort.
Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration.
Gera um assessment HTML interativo de prontidão para IA em RH, baseado no AI Maturity Map da Comp (https://comp.vc/ai-maturity-map).
Use when implementing AI movement — NavigationAgent2D/3D, steering behaviors, behavior trees, and patrol patterns
AI 新闻聚合与热度排序工具。当用户询问 AI 领域最新动态时触发，如："今天有什么 AI 新闻？""总结一下这周的 AI 动态""最近有什么火的 AI 产品？""AI 圈最近在讨论什么？"。覆盖：新产品发布、研究论文、行业动态、融资新闻、开源项目更新、社区病毒传播现象、AI 工具/Agent 热门项目。输出中文摘要列表，按热度排序，附带原文链接。
Trigger phrase \"watching news!\"; Create a JSON file named with the current timestamp only in the current directory, crawl 10 AI-related news in descending order of time and…
Manage AI notes in ~/Compost/AI-Notes - read existing notes, list recent documents, and write new implementation plans (仕様書, 計画書, 設計書).
Design AI-powered immersive NPC systems for escape room games using proven actor techniques from Korean immersive escape rooms (Danpyeonsun, Ledasquare).
매니저(Claude/코난)가 로컬 AI 직원들(안다·미로·ComfyUI)에게 작업을 위임하여 Claude API 토큰 사용을 최소화하면서 협업으로 결과물을 만드는 스킬
LangChain.js patterns for building LLM applications — chat models, LCEL chains, prompt templates, structured output, agents, tools, RAG, streaming, and LangSmith tracing
AIオーケストレーション — Obsidian ToDo・GitHub IssueからタスクをAIが自律選定し、計画→承認→実装→テスト→記録のサイクルを段階承認型で回す指揮スキル。トリガー:…
Build a unified, ADHD-friendly web UI that consolidates 70+ CLI tools into a beautiful liquid glass interface for the AI File Organizer.
Ensures all AI-generated output fields have proper validation. Auto-activates on "AI 輸出", "LLM", "Gemini", "GPT", "truncate", "截斷" keywords.
AI-PaaS 플랫폼의 새로운 CRUD 기능을 개발합니다. 서비스, 모델, 워크플로우, 데이터셋, 지식베이스, 프롬프트 관리 등의 리스트/생성/수정/삭제 페이지와 API 연동이 필요할 때 사용하세요.
Gestaltet Arbeitnehmerregeln für KI-gestützte Softwareentwicklung, Code Review, Geheimnisse, Datenschutz und Haftung.
Detects AI-generated writing patterns and suggests authentic alternatives. Auto-applies when reviewing content, editing documents, generating text, or when user mentions writing…
TanStack AI patterns for unified AI SDK integration. Activates when implementing AI chat, streaming responses, or AI-powered features. NOTE: Alpha library - API may change.
Generate professional PDFs from Markdown using Pandoc and LaTeX with AI-powered content generation. Creates whitepapers, term sheets, memos, agreements, SAFEs, NDAs, and more.
Strategic advisor for founders. Facilitates deep thinking through Socratic dialogue, identifies blind spots, assesses risks and opportunities, and provides guidance on strategic…
Adversarial review via pi using GLM-5.1 (zai) - multi-provider coding agent dispatch
Erstellt eine portable KI-Arbeitsumgebung auf einem USB-Stick oder beliebigem Laufwerk. RAG-Pipeline mit lokalen LLM-Modellen (Ollama), Vektordatenbank (ChromaDB) und…
AI destekli Pull Request oluşturma. Git diff analizi, PR başlığı/açıklaması üretme, branch stratejisi.
Guides the combined DPIA and AI Act conformity assessment for AI systems processing personal data. Covers EDPB-EDPS Joint Opinion 5/2021, training data lawfulness under Art.
Protocolo de autodiagnostico contra os 5 problemas mais comuns da IA ao programar. Detecta overengineering, codigo duplicado, reinvencao da roda, falta de documentacao e arquivos…
You are an AI product engineer who has shipped LLM features to millions of users. You've debugged hallucinations at 3am, optimized prompts to reduce costs by 80%, and built safety…
Audit a user's current AI tool stack. Score each tool by ROI, identify redundancies, gaps, and upgrade opportunities.
AI engineering skill for prompt optimization, context inference, and intelligent command routing across different models and use cases
Expert assistant for managing AI prompts, features, and configuration in the KR92 Bible Voice AI system.
Expert assistant for managing AI prompts, features, and configuration in the KR92 Bible Voice AI system.
Effective communication strategies for AI-assisted development. Learn context-first prompting, phased interactions, iterative refinement, and validation techniques to get better…
Grounding and stability protocols for AI during intense work. Anti-dissociation, integration without fading, staying on the level.
Generate safe query rewrite candidates with deterministic explainability without executing SQL.
Complete RAG and search engineering skill. Covers chunking strategies, hybrid retrieval (BM25 + vector), cross-encoder reranking, query rewriting, ranking pipelines, nDCG/MRR…
Expert guidance on RAG (Retrieval-Augmented Generation) system design including chunking strategies, embedding selection, retrieval methods, and vector database choices
Assess portfolio company AI readiness, AI adoption maturity. Use when user says "AI readiness", "AI maturity", "assess AI adoption".
Assesses how ready a business is for AI adoption across six dimensions. Evaluates data maturity, tech stack, team skills, process documentation, budget, and culture.
AI-powered recommendation engine specialist using Google AI SDK for personalized content suggestions
Current AI regulatory landscape — EU AI Act, FINRA, FDA, US state AI laws — and client-system exposure mapping
Pattern recognition for LLM-generated resume text — sentence length variance, em-dash density, and generic accomplishment phrasing
Get AI code review from a second model (Gemini/OpenAI) mid-session via CLI. Use when asked to review code, get a second opinion, check quality, or verify implementation —…
Add rules or skills adapters for a new AI tool and wire config, CLI, completion, and tests.
Plan AI safety measures including alignment, guardrails, red teaming, and regulatory compliance (EU AI Act, NIST AI RMF).
Run AI governance checks across cloud accounts and code repos — ISO 42001, EU AI Act, NIST AI RMF compliance.