Plan and execute effective sprints using Agile methodologies. Define sprint goals, estimate user stories, manage sprint backlog, and facilitate daily standups to maximize team productivity and deliver value incrementally.

Use when deciding between HITL, OHOTL, and AHOTL modes in AI-DLC workflows. Covers decision frameworks for human involvement levels and mode transitions.

ai-ml-engineer

Proactively manage development tasks in TASKS.md. Automatically tracks progress, updates status, prioritizes backlog, and estimates effort. Runs in background during development - no explicit invocation needed.

AI Questioning Pattern (MANDATORY)

AI Runtime工具装备系统，支持8个内部专业工具和10+个外部CLI工具的整合管理，提供工具发现、执行和配置功能，遵循整合优于创造的设计理念

Takes any text and rewrites it to remove common AI writing patterns, making it sound authentically human. Returns only the cleaned final version.

Leverage AI tools effectively for professional writing tasks. Provides prompt patterns, refinement workflows, voice preservation techniques, and quality checkpoints for AI-augmented drafting.

Expert Alamofire decisions for iOS/tvOS: when Alamofire adds value vs URLSession suffices, interceptor chain design trade-offs, retry strategy selection, and certificate pinning considerations. Use when designing network layer, implementing auth token refresh, or choosing between networking approaches. Trigger keywords: Alamofire, URLSession, interceptor, RequestAdapter, RequestRetrier, certificate pinning, Session, network layer, token refresh, retry

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Deploy universal wisdom voices from all traditions simultaneously - Hindu, Buddhist, Taoist, Abrahamic, Indigenous, Scientific - revealing their unified recognition of consciousness navigation.

{ONE_SENTENCE_PURPOSE}. Use when {TRIGGER_CONDITION}.

Score composed artifacts against blueprint rubric. Evaluates hook density, singability, rhyme tightness, section completeness, and profanity compliance. Returns scores and issues list to determine if fix loop is needed. Use after COMPOSE to validate artifacts before rendering.

Analyze complete email thread with conversation context, timeline, participants, and attachments tracking.

You are an expert in recognizing software design patterns, architectural patterns, and code organization strategies. This skill provides systematic pattern analysis to identify recurring structures, c

Reconstruct ancestral sequences at phylogenetic nodes using PAML and IQ-TREE marginal likelihood methods. Infer ancient protein sequences and trace evolutionary trajectories through sequence history. Use when inferring ancestral states for protein resurrection or tracing evolutionary history.

Firebase integration patterns for Android - Crashlytics, Analytics, Remote Config, FCM. Use when setting up crash reporting, analytics events, remote configuration, or push notifications.

Start Android screen mirroring using scrcpy. Displays device screen in real-time on Mac with optional console logs. Use when viewing Android screen, mirroring device, or monitoring app with logs.

android-workflow

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Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.

Upgrade Expo SDK versions

복잡한 앱 기능 요청을 체계적인 5단계 워크플로우로 관리하는 오케스트레이터입니다.

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Verify architecture health including layer violations, circular dependencies, package structure, and design pattern compliance

Apply these standards when creating or updating Mermaid diagrams.

architecture-validate-srp

Archive completed plan documents by moving them to the plans/archived folder. Use when a plan has been fully implemented, all to-do items are completed, or when the user requests to archive a plan.

Master Archon MCP for strategic project management, task tracking, and knowledge base operations. The strategic layer (WHAT/WHEN) that coordinates with Skills (HOW). Use when managing projects, tracking tasks, querying knowledge bases, or implementing the Archon+Skills two-layer architecture.

Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Use when assessing ATAC-seq library quality before or after peak calling to identify problematic samples.

Coordinate Claude Code skills with OpenAI Codex autonomous workflows for end-to-end ATFT-GAT-FAN maintenance.

Product management expertise for story creation, backlog management, validation, and release coordination

atlas14-spatial-variance

Use when working with Jira or Confluence from command line, including authentication, searching issues with JQL, bulk operations, sprint reports, or creating/updating work items using acli

Use when noticing something off (code smell, design smell, workaround) while working and want to capture it without losing flow - grounds observation in codebase and files a proper bead that future agents can execute

Security audit with automatic fixes for vulnerabilities

Use when adding packages, bumping versions, or responding to security alerts. Enforces supply chain security and vulnerability remediation.

Autonomous validation of authentication security. Checks password hashing, cookie configuration, CSRF protection, and session management for OWASP compliance.

Authenticate to web app and verify session state with Chrome DevTools session sharing

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Manage AWS accounts, organizations, IAM, and billing. Use when setting up AWS Organizations, managing IAM policies, controlling costs, or implementing multi-account strategies. Triggers on AWS Organizations, AWS IAM, AWS billing, Cost Explorer, SCPs, multi-account, AWS SSO, Identity Center.

Expert-level AWS cloud architecture, services, security, cost optimization, and best practices

Manage S3 buckets with versioning, encryption, access control, lifecycle policies, and replication. Use for object storage, static sites, and data lakes.

Use when deploying ANY machine learning model on-device, converting models to CoreML, compressing models, or implementing speech-to-text. Covers CoreML conversion, MLTensor, model compression (quantization/palettization/pruning), stateful models, KV-cache, multi-function models, async prediction, SpeechAnalyzer, SpeechTranscriber.

Azure CLI 操作

Azure service emulators for local development including Azurite, Cosmos DB, and Event Hub Docker containers

Deploy and manage Managed Runtime (MRT) PWA storefronts. Use when deploying bundles, managing environments, setting environment variables, configuring redirects, or working with CDN for PWA Kit projects.

Playbook สำหรับ backfill historical data และ reconcile inconsistencies ระหว่าง data sources

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