数据与 AI技能

Plan AI fine-tuning projects with data preparation, training, and evaluation. TRIGGERS - Use when user needs help with ai-fine-tuning-plan related tasks.

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Build AI data deduplication systems. TRIGGERS - Use when user needs help with ai-deduplication related tasks.

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Design feature stores for ML systems. TRIGGERS - Use when user needs help with ai-feature-store related tasks.

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Build AI data extraction pipelines. TRIGGERS - Use when user needs help with ai-extraction-pipeline related tasks.

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Optimize embedding strategies for AI retrieval. TRIGGERS - Use when user needs help with ai-embedding-optimizer related tasks.

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Guide AI model fine-tuning with data preparation. TRIGGERS - Use when user needs help with ai-fine-tuning-guide related tasks.

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Analyze AI conversations. TRIGGERS - Use when user needs help with ai-conversation-analytics related tasks.

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Build AI data cleaning systems. TRIGGERS - Use when user needs help with ai-data-cleaner related tasks.

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Build AI data analysis assistants with visualization. TRIGGERS - Use when user needs help with ai-data-analyst related tasks.

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Build AI conversation analytics systems. TRIGGERS - Use when user needs help with ai-conversation-analyzer related tasks.

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Design analytics for AI chatbot performance. TRIGGERS - Use when user needs help with ai-chatbot-analytics related tasks.

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Build AI prompt chains and multi-step workflows for complex tasks. TRIGGERS - Use when user needs help with ai-chain-builder related tasks.

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Build AI data enrichment systems. TRIGGERS - Use when user needs help with ai-data-enricher related tasks.

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Build text and data classification systems with training and evaluation. TRIGGERS - Use when user needs help with ai-classification-system related tasks.

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Design agricultural data analytics. TRIGGERS - Use when user needs help with agricultural-data-analytics related tasks.

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Translates natural language data intents into syntactically valid Perfetto SQL queries and executes them against a local trace file. Use this skill to extract slice, thread, or memory data from Android Perfetto traces using trace_processor.

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The complete Go development skill. REQUIRED for ALL Go work — writing, refactoring, reviewing, generating, scaffolding, or discussing Go code, including any change to .go files. Use whenever the user mentions Go, Golang, go.mod, a Go package, or asks to build a Go backend service, CLI, library, script, MCP server (Model Context Protocol), or AI/LLM agent with tool calling or ReAct-style reasoning. Routes by project type to the right architecture, conventions, and review checklist. Highly opinionated; overrides generic Go style and lint guidance on conflicts.

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Rules for building offline-first Progressive Web Apps that launch instantly from the home screen. Use when building, reviewing or debugging a PWA, or anything touching a service worker, a web app manifest, precaching, an in-app update prompt, iOS home screen behaviour, or safe-area/notch layout.

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最新AI技術動向のレポート（最新 / 週次 / 月次 / 特定トピック別）を Web 検索・WebFetch・GitHub/Hugging Face MCP で調査して生成し、Yagami360/ai-product-dev-tips リポジトリの GitHub Issue として投稿するスキル。ユーザーが「AI技術のキャッチアップ」「最新AIニュースまとめ」「週次/月次のAI動向レポート」「〇〇（例: AI Agent, RAG, VLM, Physical AI, Claude Code）についての技術調査レポート」「AI Tech Catchup レポートを作って」などを求めたとき、たとえ "skill" や "Issue" という単語が無くても必ずこのスキルを使うこと。直近のAI業界の最新情報を調べてまとめてほしい・GitHub Issue 化してほしいという依頼全般で発動する。AI とは無関係な一般的な技術調査や、このリポジトリへの Tip 追加（ai-product-dev-tips-create スキルの領分）には使わない。

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TypeScript and JavaScript performance and code-quality rules, usable in any framework. Use when writing, reviewing, or refactoring hot paths, data-structure choices, async flows, or bundle-size-sensitive code. Triggers include "optimize this function", "too slow", "reduce allocations", "bundle size", "lazy load", "speed up imports", or general code review of utilities and services.

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Explore Solana's architecture and protocol internals. Covers the SVM execution engine, account model, consensus, transactions, validator economics, data layer, development tooling, and token extensions using the Helius blog, SIMDs, and Agave/Firedancer source code.

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Extract clean markdown from any URL, including JavaScript-rendered SPAs. Use this skill whenever the user provides a URL and wants its content, says "scrape", "grab", "fetch", "pull", "get the page", "extract from this URL", or "read this webpage". Handles JS-rendered pages, multiple concurrent URLs, and returns LLM-optimized markdown. Use this instead of WebFetch for any webpage content extraction.

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AI-powered autonomous data extraction that navigates complex sites and returns structured JSON. Use this skill when the user wants structured data from websites, needs to extract pricing tiers, product listings, directory entries, or any data as JSON with a schema. Triggers on "extract structured data", "get all the products", "pull pricing info", "extract as JSON", or when the user provides a JSON schema for website data. More powerful than simple scraping for multi-page structured extraction.

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Control and interact with a live browser session on any scraped page — click buttons, fill forms, navigate flows, and extract data using natural language prompts or code. Use when the user needs to interact with a webpage beyond simple scraping: logging into a site, submitting forms, clicking through pagination, handling infinite scroll, navigating multi-step checkout or wizard flows, or when a regular scrape failed because content is behind JavaScript interaction. Also useful for authenticated scraping via profiles. Triggers on "interact", "click", "fill out the form", "log in to", "sign in", "submit", "paginated", "next page", "infinite scroll", "interact with the page", "navigate to", "open a session", or "scrape failed".

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