ML operations: fine-tuning (LoRA, QLoRA), model evaluation, cost optimization, observability.
Skills（SKILL.md）は、AIエージェント（Claude Code、Cursor、Codexなど）に特定の能力を追加するための設定ファイルです。
詳しく見る →ML operations: fine-tuning (LoRA, QLoRA), model evaluation, cost optimization, observability.
**YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.**
When users ask for advice or opinions, don't give direct answers. Instead, reframe as a forecasting problem.
All-in-one read preprocessing with fastp including adapter trimming, quality filtering, deduplication, base correction, and HTML report generation. Use when preprocessing Illumina data and wanting a single fast tool instead of separate Cutadapt, Trimmomatic, and FastQC steps.
Maximum velocity MCP execution via geodesic untangling. Maoist self-criticism for why slowtime was ever necessary. Topological cybernetic feedback for ongoing tour discovery.
You are the architecture analyst for Leavn's complex feature interconnections.
Complete feature development workflow orchestrating multiple skills from planning to deployment. Triggers: FD, 新功能, 開發功能, feature, implement, 實作, 實現, 建立功能, create feature, develop, 開發新, add feature, 加功能, 功能開發.
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feature-workflow
Use when user-facing features change. Ensures features documentation is updated. Pauses work if documentation has drifted, triggering documentation-audit skill.
Cada acción del usuario debe producir feedback perceptible del sistema. Los
Fetch reference implementations from core-supabase repository. Use when (1) implementing Repository layer with Supabase, (2) need RPC function usage patterns, (3) checking correct parameter structures and type assertions, (4) verifying Supabase integration patterns.
Retrieve clean markdown from URLs when web_fetch fails. Converts pages via Jina AI reader service with automatic retry. Use when web_fetch or curl returns 403, blocked, paywall, timeout, JavaScript-rendering errors, or empty content or user explicitly suggests using jina.
FHIR Development agent for healthcare workflows.
El sistema perceptual organiza elementos visuales en figuras (objetos de
Reference FilamentPHP v4 documentation for patterns, methods, and implementation examples
Organize routines within files using blank line separation, consider alphabetical ordering when appropriate, and follow C++ standard file structure. Use when organizing source files, when language doesn't support class-based organization, or when editor navigation is limited.
Strict detection and removal of unrelated files before PR creation
监视文件和目录变化，支持事件回调和过滤。
Financial systems and cost engineering
Tracks financial transactions, categorizes expenses, monitors budgets, and audits subscriptions. Use when processing bank transactions, categorizing expenses, tracking revenue, or analyzing financial data.
financial-analysis
financial-data
Create timelines for house down payment, retirement, college fund. Monthly savings targets, investment strategies, milestone tracking.
financial-models
financial-proposal-generator
Deep investigation to find actual root cause (not just symptoms)
Searches journal for past work related to current task, finding relevant context, solutions, and decisions
Mandatory gate for ending work sessions. Checks if minimum work duration has elapsed before allowing completion. ALWAYS use this skill before claiming work is complete.
Port of .claude/commands/finish.md for Codex.
設計原則から再考。行き詰まった時に根本から考え直す。前提を疑い、本質的な解決策を探る。トリガー: /first-principles, 原点回帰, 根本から, ゼロベース
Query Fitbit health data including sleep, heart rate, activity, SpO2, and breathing rate. Use when user asks about their fitness, sleep quality, steps, or health metrics.
fix-observability
fix-quality
Run a timed flashcard drill session for a category in `0-python-flashcards/`.
Set up Docker deployment for Flask applications with Gunicorn, automated versioning, and container registry publishing. Use when dockerizing a Flask app, containerizing for production, or setting up CI/CD with Docker.
FleetFlow（KDLベースのコンテナオーケストレーションツール）を効果的に使用するためのガイド
Enforce the fn(args, deps) pattern: functions over classes with explicit dependency injection
Science-backed techniques for maintaining deep focus, managing distractions, and maximizing productive coding sessions
Algorithmic decision tree for when to follow plan exactly vs when to report BLOCKED - prevents scope creep and unauthorized deviations
Detect transcription factor binding sites through footprinting analysis in ATAC-seq data using TOBIAS. Use when identifying TF occupancy patterns within accessible regions, as TF binding protects DNA from Tn5 cutting.
用美債殖利率曲線利差（如 2Y-10Y）建立「領先關係」，推估未來一段時間內成長股（Nasdaq 100）相對防禦股（Healthcare/XLV）的相對績效方向與幅度。
Use when investigating merge conflicts, reducing communication overhead, detecting modules with high coordination complexity, or identifying files edited by many contributors and cross-team - reveals coordination bottlenecks and team communication issues
Use when assessing team resilience, planning for developer departures, calculating bus/truck factor, identifying knowledge silos, or evaluating organizational risk - maps code ownership from git history and identifies single points of failure using research-backed thresholds (>80% ownership = silo)
Use when developer is leaving or new hire onboarding, assessing team resilience, planning for developer departures, calculating bus/truck factor, identifying knowledge silos, or evaluating organizational risk - identifies knowledge gaps and transition risks
Use when team reorganization planning, identifying coordination inefficiencies, validating Conway's Law, assessing team-architecture fit, or planning service splits - analyzes alignment between code module boundaries and team structures revealing organizational bottlenecks
Use when user wants to create new autonomy branch with dedicated worktree for parallel agent workflows
基础原则 - AI 助手的核心思维原则和指令框架概述。包含系统思维、辩证思维、创新思维和批判思维四大核心原则。
Run high-signal founder meetings: prep with kill questions, structure the conversation, capture decision-relevant notes, and send crisp follow-ups within 2 hours. Use when taking first meetings, doing partner prep, or screening deals.
Create a Founder Sales Sprint Pack (ICP wedge + target list, outreach sequences, diagnostic discovery script, decision-enablement assets to beat “no decision”, and a white-glove activation plan). Use for founder-led sales, early sales, first customers, and first 10 customers. Category: Sales & GTM.