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.

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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.

Analyze finance text sentiment using FinBERT or LLM. Use when the user needs to determine the sentiment (positive/negative/neutral) and score of financial text markets.

Use when starting a new feature - running /alto-feature-setup, updating objective.md, or running alto-new-run. Interactive workflow for feature initialization.

{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.

Analiza métricas post-lanzamiento para determinar si un producto tiene tracción real o si debes pivotar. Interpreta señales de usuarios, retención, engagement y monetización. Úsalo después de lanzar para tomar decisiones basadas en datos sobre continuar, pivotar o cerrar.

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。

用公開資料量化「銅供應是否過度集中、主要產地是否結構性衰退、替代增量是否依賴少數國家」，並輸出可行的中期供應風險結論與情境推演。

把「獲利成長 × 財務狀況（金融環境）」映射成「投資時鐘」，判斷目前落在哪個象限、近期是順時針還是逆時針旋轉、以及相對於上一輪循環的位置差異。

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.

分析銀行貸款與存款之間的「信貸創造脫鉤」現象，追蹤存款的絕對收縮與回升軌跡，用以辨識聯準會緊縮政策在銀行體系內部的真實傳導效果。

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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Use when designing action sequences, gags, reveals, or any motion that needs setup before delivery—preparing audiences for what's coming and maximizing impact.

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.

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

Create and manage Architecture Decision Records (ADRs) for documenting important architectural decisions, tradeoffs, and rationale.

Apply these standards when creating or updating Mermaid diagrams.

architecture-validate-srp