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growth-logaffaan-mWrite growth log entries that extract reusable patterns from completed work — root cause, transferable rule, and a recognizable signal — instead of diary-style event narration, with a 4-8 sentence template and merge-duplicates discipline. Use when capturing what was learned after a complex task, debugging session, failure, or rollback, when reviewing progress over a period, or when a delivery gate asks what was learned.healthcare-cdss-patternsaffaan-m臨床意思決定支援システム(CDSS)パターン、医学的推論、およびエビデンスベースの実装。healthcare-emr-patternsaffaan-m電子医療記録(EMR)パターン、相互運用性、およびHL7/FHIR統合。healthcare-eval-harnessaffaan-mヘルスケアAIモデル評価ハーネス、臨床メトリクス、およびレギュレーション遵守の検証。healthcare-phi-complianceaffaan-m保護医療情報(PHI)コンプライアンス、HIPAA準拠、およびデータセキュリティ。hermes-importsaffaan-mHermesデータインポート、マッピング、変換、およびデータインテグリティ検証。hexagonal-architectureaffaan-mヘキサゴナルアーキテクチャ(ポート・アダプタパターン)、境界の分離、および外部依存関係の管理。hipaa-complianceaffaan-mHIPAA準拠実装、セキュリティ対策、監査ログ、およびデータ保護戦略。homelab-network-readinessaffaan-mホームラボネットワーク準備、セキュリティ評価、パフォーマンステスト、および展開準備。homelab-network-setupaffaan-mホームラボネットワーク基盤設定、デバイス設定、接続性、およびネットワークセグメンテーション。homelab-pihole-dnsaffaan-mホームラボ用Pi-hole DNS設定、広告ブロック、プライバシー、およびカスタムドメイン解決。homelab-vlan-segmentationaffaan-mホームラボVLANセグメンテーション、ネットワーク分離、アクセス制御、およびトラフィック管理。homelab-wireguard-vpnaffaan-mホームラボWireGuard VPN設定、リモートアクセス、キー管理、およびエンドツーエンド暗号化。hookify-rulesaffaan-m自動フック実装、イベントドリブン実行、およびルール駆動ワークフロー。inherit-legacy-styleaffaan-mPrevent AI style drift on legacy projects by scanning the codebase for implicit conventions, resolving conflicts with the operator one at a time, and writing an enforceable .ai-style-rules.md (Golden Files, naming rules, DONTs) plus an optional CLAUDE.md hook. Use when onboarding an AI agent onto a hand-written legacy codebase or extracting a project's unwritten coding rules.intent-driven-developmentaffaan-mTurn ambiguous or high-impact product and engineering changes into scoped, verifiable acceptance criteria before or alongside implementation. Use when a user asks to clarify a feature, define acceptance criteria, de-risk a security/data/migration/integration change, prepare implementation requirements for another agent, or make a complex request testable. Do not trigger for trivial edits, straightforward fixes, active debugging, code review, or implementation requests whose acceptance conditionsinventory-demand-planningaffaan-m在庫管理、需要予測、補充戦略、およびサプライチェーン最適化。 Codified expertise for demand forecasting, safety stock optimization, replenishment planning, and promotional lift estimation at multi-location retailers. Informed by demand planners with 15+ years experience managing hundreds of SKUs. Includes forecasting method selection, ABC/XYZ analysis, seasonal transition management, and vendor negotiation frameworks. Use when forecasting demand, setting safety stock, planning replenishment, managing promotions, or optimizinginvestor-materialsaffaan-mCreate and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or materials that must stay internally consistent across multiple fundraising assets.investor-outreachaffaan-mDraft cold emails, warm intro blurbs, follow-ups, update emails, and investor communications for fundraising. Use when the user wants outreach to angels, VCs, strategic investors, or accelerators and needs concise, personalized, investor-facing messaging.ios-icon-genaffaan-mSF Symbols(Apple ネイティブ 5,000 件以上)または Iconify API(200 以上のコレクションから 275,000 件以上のオープンソースアイコン)から Xcode アセットカタログ用の PNG イメージセットとして iOS アプリアイコンを生成します。アイコンの生成、アイコンアセットの作成、アセットカタログへのアイコン追加、または iOS プロジェクト向けアイコンの検索を行う際に使用します。iterative-retrievalaffaan-mサブエージェントのコンテキスト問題を解決するために、コンテキスト取得を段階的に洗練するパターンito-basketsaffaan-mRead-only Itô basket and prediction-market data skill. Index the live basket catalog, compare a basket against user-supplied research or a watchlist, build a source-grounded market brief, or draft a non-executable planning worksheet. Use when a user asks to browse or index Itô baskets, compare a basket against notes or a thesis, research prediction-market events/venues/liquidity, or plan a basket or market idea without trading. Never advises, orders, trades, reserves, or executes.ito-computeaffaan-mQuery live GPU inventory, submit an authenticated Itô fixed-rate RFQ, inspect RFQ or procurement status, revoke device credentials, and run explicitly gated node qualification through the separately installed canonical CLI. Use when a user asks to find H100/H200 capacity, request a fixed compute rate, check Itô compute status, validate GPU nodes, revoke Itô access, or rent or purchase GPU compute and needs the supported boundary explained.ito-inferenceaffaan-mInspect the availability of model serving on a completed Itô compute booking and, when the canonical backend becomes available, hand off an explicitly confirmed serving manifest. Use after ito-compute has booked GPU nodes and the user asks for an OpenAI-compatible endpoint, ito-serve, hosted Kimi, or self-hosted open-weights inference. ECC implements no serving stack of its own.ito-trainingaffaan-mInspect the availability of ML training on a completed Itô compute booking and, when the canonical backend becomes available, hand off an explicitly confirmed training manifest. Use after ito-compute has booked GPU nodes and the user wants pre-training, fine-tuning, or RL on that metal. ECC implements no training stack of its own.java-coding-standardsaffaan-mJava coding standards for Spring Boot and Quarkus services: naming, immutability, Optional usage, streams, exceptions, generics, CDI, reactive patterns, and project layout. Automatically applies framework-specific conventions.jira-integrationaffaan-mJira チケットの取得、要件分析、チケットステータスの更新、コメントの追加、またはイシューのトランジションを行う際に使用します。MCP または直接 REST 呼び出しによる Jira API パターンを提供します。jpa-patternsaffaan-mJPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.knowledge-opsaffaan-m複数のストレージレイヤー(ローカルファイル、MCP メモリ、ベクターストア、Git リポジトリ)にわたるナレッジベースの管理、取り込み、同期、検索。ユーザーが知識システム全体で保存・整理・同期・重複排除・検索を行いたい場合に使用します。kotlin-coroutines-flowsaffaan-mAndroid および KMP 向けの Kotlin コルーチンと Flow パターン — 構造化並行性、Flow オペレーター、StateFlow、エラーハンドリング、テスト。kotlin-exposed-patternsaffaan-mJetBrains Exposed ORM パターン(DSL クエリ、DAO パターン、トランザクション、HikariCP 接続プーリング、Flyway マイグレーション、リポジトリパターンを含む)。kotlin-ktor-patternsaffaan-mKtor サーバーパターン(ルーティング DSL、プラグイン、認証、Koin DI、kotlinx.serialization、WebSocket、testApplication テストを含む)。kotlin-patternsaffaan-mIdiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, and maintainable Kotlin applications with coroutines, null safety, and DSL builders.kotlin-testingaffaan-mKotlin testing patterns with Kotest, MockK, coroutine testing, property-based testing, and Kover coverage. Follows TDD methodology with idiomatic Kotlin practices.kubernetes-patternsaffaan-mKubernetes workload patterns, resource management, RBAC, probes, autoscaling, ConfigMap/Secret handling, and kubectl debugging for production-grade deployments. Use when writing or reviewing Kubernetes manifests, or debugging probes, RBAC, autoscaling, or resource limits.laravel-patternsaffaan-mPatrones de arquitectura Laravel, routing/controladores, Eloquent ORM, capas de servicio, colas, eventos, caché y API resources para aplicaciones en producción.laravel-plugin-discoveryaffaan-mLaravel プラグイン検出、パッケージ管理、依存関係解決、およびサービスプロバイダ統合。laravel-securityaffaan-mBuenas prácticas de seguridad en Laravel para autenticación/autorización, validación, CSRF, asignación masiva, subida de archivos, secretos, limitación de velocidad y despliegue seguro.laravel-tddaffaan-mDesarrollo guiado por pruebas para Laravel con PHPUnit y Pest, factories, pruebas de base de datos, fakes y objetivos de cobertura.laravel-verificationaffaan-mBucle de verificación para proyectos Laravel: verificaciones de entorno, linting, análisis estático, pruebas con cobertura, escaneos de seguridad y preparación para despliegue.latency-critical-systemsaffaan-mOptimize and verify latency-sensitive systems — realtime dashboards, market data feeds, streaming agents, execution gateways, queues, and caches — by tracking p50/p95/p99 latency, freshness age, and queue depth, mapping hot paths, and running live readbacks. Use when p95 latency, throughput, or data freshness matters.lead-intelligenceaffaan-m日本語翻訳:このファイルは lead-intelligence 用の日本語翻訳が必要ですliquid-glass-designaffaan-m日本語翻訳:このファイルは liquid-glass-design 用の日本語翻訳が必要ですliving-docs-governanceaffaan-mKeep a long-lived project's documentation from rotting by assigning existing project docs clear constitution, map, status, and history roles, then wiring the active agent harness to those canonical sources. Use in the maintain phase when docs drift from code, agents lose context between sessions, or intentional removals keep being recreated. Prefer adopting the repository's current docs structure over creating new root files. 中文触发:文档治理、活文档、项目状态追踪、防文档漂移、项目地图、健康仪表盘、删除区、长期项目治理llm-trading-agent-securityaffaan-m日本語翻訳:このファイルは llm-trading-agent-security 用の日本語翻訳が必要ですlogistics-exception-managementaffaan-m日本語翻訳:このファイルは logistics-exception-management 用の日本語翻訳が必要ですloop-design-checkaffaan-mDesign a goal-oriented agent loop or review one for failure modes: spinning, Goodhart-gaming the verifier, or running a wrong answer to completion. Covers machine-decidable goals, loop types, plan/build/judge skeletons, and runaway prevention; mechanism wiring lives in autonomous-loops. Use when designing, writing, or checking an agent loop. 中文触发:写 loop、设计 loop、做一个 loop、检查 loop 对不对、loop 体检、loop 会不会跑飞、可判定目标、五个崩法、plan build judge。mailtrap-email-integrationaffaan-mGuides agents through integrating transactional email sending via Mailtrap's Email API, including sandbox testing, domain verification, and API authentication. Use when implementing email-sending features, debugging delivery issues, or setting up safe dev/staging email testing.make-interfaces-feel-betteraffaan-m日本語翻訳:このファイルは make-interfaces-feel-better 用の日本語翻訳が必要ですmanim-videoaffaan-m日本語翻訳:このファイルは manim-video 用の日本語翻訳が必要です

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