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.

In the AI era, product market fit must be constantly "refounded." This framework moves teams away from "blunt instruments" (long roadmaps, rigid PRDs) toward a high-velocity, hands-on approach where t

Use when analyzing stakeholder psychology for negotiations, proposals, or persuasion. Creates research-backed personas revealing hidden motivations.

AI Questioning Pattern (MANDATORY)

Identifying, assessing, and mitigating risks in AI systems including bias, safety, privacy, security, and ethical concerns.

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

Tools for Vercel AI SDK v5. All tools use factory pattern, Zod validation, budget tracking, rate limiting, search caching, timeout enforcement.

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

Farm out AI tasks via Named Pipe to get isolated context. Use when processing large files, batch summarization, or to avoid context pollution. Each call runs in fresh context.

Farm out AI tasks via Named Pipe to get isolated context. Use when processing large files, batch summarization, or to avoid context pollution. Each call runs in fresh context.

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

Implement comprehensive alert management with PagerDuty, escalation policies, and incident coordination. Use when setting up alerting systems, managing on-call schedules, or coordinating incident response.

Critical syntax rules for Algorand TypeScript (PuyaTs) that prevent compiler errors and runtime failures.

You are a shell alias manager for this dotfiles repository. Help manage aliases in the `.aliases` file with care and precision.

Align skill for the ikigai project

Validate alignment quality with insert size distribution, proper pairing rates, GC bias, strand balance, and other post-alignment metrics. Use when verifying alignment data quality before variant calling or quantification.

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.

Define analytics tracking plan for features and initiatives

Define the scope of analytics efforts by identifying relevant metrics, data sources, and analysis approaches. Use when framing pilot analysis questions, selecting KPIs, or aligning data feeds to business objectives and stakeholder needs.

用跨資產訊號（全球股市韌性 + 中國利率環境）評估銅價能否突破關卡或進入「回補/回踩」到支撐的機率與路徑。

Analyze codebase size and language distribution using cloc. Use when user wants to understand codebase scale, primary languages, code composition, or assess project complexity. Provides total LOC, size category, language breakdown percentages, and key insights.

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.

android-workflow

>

>

Deploy Expo apps to production

Design pricing, packaging, and monetization strategies based on value, customer willingness to pay, and growth objectives.

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

Upgrade Expo SDK versions

복잡한 앱 기능 요청을 체계적인 5단계 워크플로우로 관리하는 오케스트레이터입니다.

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

architecture-validate-srp

Dynamically validate codebase compliance with architectural decisions and constraints

Validate hexagonal architecture (Domain, Application, Infrastructure, Presentation). Use when creating new files in src/, reorganizing code, or when the user requests architecture validation.

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.

Analyze arXiv research papers and explain them in accessible terms. Use when the user mentions arXiv, research paper, academic paper, scientific paper, preprint, or provides an arxiv.org URL.

Lee Cronin's Assembly Theory for molecular complexity measurement and

Explicit tracking, validation, and failure planning for project assumptions. Reference for managing assumptions throughout project lifecycle.

Deep Abstract Syntax Tree analysis for understanding code structure, dependencies, impact analysis, and pattern detection at the structural level across multiple programming languages

Stops an AsyncRedux (Flutter) action from dispatching. Use only when the user mentions abortDispatch(), or explicitly asks to abort or prevent dispatch under certain conditions.

Dispatch actions using all available methods: `dispatch()`, `dispatchAndWait()`, `dispatchAll()`, `dispatchAndWaitAll()`, and `dispatchSync()`. Covers dispatching from widgets via context extensions and from within other actions.

Design immutable state classes following AsyncRedux best practices. Includes creating the AppState class with a `copy()` method, defining `initialState()`, composing nested state objects, and optionally using the fast_immutable_collections package for IList, ISet, and IMap.