Expert guidance on Apple Human Interface Guidelines (HIG). Covers iOS, macOS, and visionOS with 2026 Liquid Glass aesthetics and accessibility-first design.

Use when the user asks to design RAG pipelines, optimize retrieval strategies, choose embedding models, implement vector search, or build knowledge retrieval systems.

Design production-grade multi-agent workflows with clear pattern choice (sequential, parallel, hierarchical), handoff contracts, failure handling, and cost/context controls. Use when architecting a multi-step agent pipeline, choosing between single-agent vs multi-agent approaches, or refactoring an LLM workflow that suffers from context bloat or unreliable handoffs.

Use when the user asks to create ERD diagrams, normalize database schemas, design table relationships, or plan schema migrations.

Use proactively whenever LLM API costs come up -- or should. Triggers include: 'my AI costs are too high', 'optimize token usage', 'which model should I use', 'LLM spend is out of control', 'implement prompt caching', 'we're about to launch an AI feature', 'build me an AI endpoint'. Don't wait for an explicit cost complaint -- if someone is building an AI feature, designing an LLM endpoint, or choosing between models, cost architecture belongs in the conversation. Apply immediately when any of these are true: a system prompt appears that exceeds a few hundred tokens, all requests are hitting the same model, max_tokens is not set, or no per-feature cost logging exists. NOT for RAG pipeline design (use rag-architect). NOT for improving prompt quality or effectiveness (use senior-prompt-engineer).

Use when managing prompts in production at scale: versioning prompts, running A/B tests on prompts, building prompt registries, preventing prompt regressions, or creating eval pipelines for production AI features. Triggers: 'manage prompts in production', 'prompt versioning', 'prompt regression', 'prompt A/B test', 'prompt registry', 'eval pipeline'. NOT for writing or improving individual prompts (use senior-prompt-engineer). NOT for RAG pipeline design (use rag-architect). NOT for LLM cost reduction (use llm-cost-optimizer).

Generate Playwright tests. Use when user says "write tests", "generate tests", "add tests for", "test this component", "e2e test", "create test for", "test this page", or "test this feature".

25 advanced engineering agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Agent design, RAG, MCP servers, CI/CD, database design, observability, security auditing, release management, platform ops.

/cs:iso13485-audit-prep <scope> — ISO 13485 QMS audit 6-question forcing interrogation. Design controls + CAPA + post-market focused. Use before Clause 8.2.4 internal audit, MDR / FDA QSR alignment review, or product-launch DHF closure audit.

Designs and implements a ransomware-resilient backup strategy following the 3-2-1-1-0 methodology (3 copies, 2 media types, 1 offsite, 1 immutable/air-gapped, 0 errors on restore verification). Configures backup schedules aligned to RPO/RTO requirements, implements backup credential isolation to prevent ransomware from compromising backup infrastructure, and establishes automated restore testing. Activates for requests involving ransomware backup planning, backup resilience, air-gapped backup design, or backup recovery point objective configuration.

Tests Android inter-process communication (IPC) through intents for vulnerabilities including intent injection, unauthorized component access, broadcast sniffing, pending intent hijacking, and content provider data leakage. Use when assessing Android app attack surface through exported components, testing intent-based data flows, or evaluating IPC security. Activates for requests involving Android intent security, IPC testing, exported component analysis, or Drozer assessment.

Design and implement a comprehensive DevSecOps pipeline in GitLab CI/CD integrating SAST, DAST, container scanning, dependency scanning, and secret detection.

Design and execute a social engineering penetration test including phishing, vishing, smishing, and physical pretexting campaigns to measure human security resilience and identify training gaps.

Implement Just-In-Time (JIT) access provisioning to eliminate standing privileges by granting temporary, time-bound access only when needed. This skill covers JIT architecture design, approval workflo

Use OWASP Threat Dragon to create data flow diagrams, identify threats using STRIDE and LINDDUN methodologies, and generate threat model reports for secure design review.

Tests APIs for excessive data exposure where endpoints return more data than the client application needs, relying on the frontend to filter sensitive fields. The tester intercepts API responses and analyzes them for leaked PII, internal identifiers, debug information, or sensitive business data that the UI does not display but the API transmits. This maps to OWASP API3:2023 Broken Object Property Level Authorization. Activates for requests involving API data leakage testing, excessive data exposure, response filtering bypass, or API over-fetching.

Deploys remote browser isolation (RBI) as a core component of a Zero Trust architecture. Implements isolation policies with URL categorization and risk-based routing, content disarming and reconstruction (CDR) for file sanitization, data loss prevention controls within isolated sessions, and integration with Secure Web Gateway and ZTNA platforms. Based on Cloudflare Browser Isolation, Menlo Security, and Zscaler RBI approaches. Use when hardening web access against zero-day exploits, phishing, credential theft, and browser-based data exfiltration.

Builds comprehensive identity governance and lifecycle management processes including joiner-mover-leaver automation, role mining, access request workflows, periodic recertification, and orphaned account remediation using IGA platforms. Activates for requests involving identity lifecycle management, JML processes, role-based access provisioning, or identity governance program design.

Designs and documents structured incident response playbooks that define step-by-step procedures for specific incident types aligned with NIST SP 800-61r3 and SANS PICERL frameworks. Covers playbook structure, decision trees, escalation criteria, RACI matrices, and integration with SOAR platforms. Activates for requests involving IR playbook creation, incident response procedure documentation, response runbook development, or SOAR playbook design.

Design and implement network segmentation using firewall security zones, VLANs, ACLs, and microsegmentation policies to restrict lateral movement and enforce least-privilege network access.

Detect and exploit JavaScript prototype pollution vulnerabilities on both client-side and server-side applications to achieve XSS, RCE, and authentication bypass through property injection.

Design and implement Privileged Access Workstations (PAWs) with device hardening, just-in-time access, and integration with CyberArk or BeyondTrust for secure administrative operations.

This skill should be used when the user asks about "Server Components", "Client Components", "'use client' directive", "when to use server vs client", "RSC patterns", "component composition", "data fetching in components", or needs guidance on React Server Components architecture in Next.js.

Interactive design wizard that guides through a complete frontend design process with discovery, aesthetic selection, and code generation. Use for creating distinctive, production-ready UI.

Guides the founder through designing and optionally building the simplest MVP or prototype that validates their current hypotheses. Use when the founder wants to build something to test assumptions, discusses what to build next, wants to interpret results from a live MVP, or is deciding whether the current approach is still right. Also use when a founder proposes something to build — the skill will check whether the proposed form is the simplest thing that generates honest signal.

Browse and select fonts from Google Fonts or curated pairings. Use to find the perfect typography for a design project.

Browse and select color palettes from Coolors or curated fallbacks. Use to find the perfect color palette for a design project.

Analyze websites for design inspiration, extracting colors, typography, layouts, and patterns. Use when you have specific URLs to analyze for a design project.

Gather phase context through adaptive questioning before planning. Use --all to skip area selection and discuss all gray areas interactively. Use --auto to skip interactive questions (Claude picks recommended defaults). Use --chain for interactive discuss followed by automatic plan+execute. Use --power for bulk question generation into a file-based UI (answer at your own pace).

Generate AI design contract (AI-SPEC.md) for phases that involve building AI systems — framework selection, implementation guidance from official docs, and evaluation strategy

Sketch UI/design ideas with throwaway HTML mockups, or propose what to sketch next (frontier mode)

Package sketch design findings into a persistent project skill for future build conversations

Generate UI design contract (UI-SPEC.md) for frontend phases

Retroactive 6-pillar visual audit of implemented frontend code

Create visual moodboards from collected inspiration with iterative refinement. Use after trend research or website analysis to synthesize design direction before implementation.

Research latest UI/UX trends from Dribbble and design communities. Use when starting a design project to understand current visual trends, color palettes, and layout patterns.

Architecture design skill with ADR records, system design checklists, scalability assessment, and architecture patterns

Generate production-grade engineering design diagrams (architecture, sequence, delta, drift) as self-contained dark-themed HTML files with accessible inline SVG. Grounds every diagram in real repo topology via DCI — package manifests, docker-compose, k8s, terraform, import graph. Four modes: generate from a live repo, diff a PR, trace a stack into a sequence diagram, or watch for drift against a fingerprint. Semantic OKLCH palette; Mermaid fallback for large graphs. Use when visualizing system architecture, reviewing a PR for structural change, diagnosing an incident from a trace, onboarding to a codebase, or detecting architectural drift. Trigger with "/design:generate", "/design:diff", "/design:trace", "/design:watch", "draw the architecture", "diagram this PR", "engineer design diagram", or "architecture diagram".

Detect visual changes in UI components using screenshot comparison. Use when detecting unintended UI changes or pixel differences. Trigger with phrases like "test visual changes", "compare screenshots", or "detect UI regressions".

Build use when you need to work with NoSQL data modeling. This skill provides NoSQL database design with comprehensive guidance and automation. Trigger with phrases like "model NoSQL data", "design document structure", or "optimize NoSQL schema".

Probe a target for accidentally-public admin / debug / introspection endpoints — Spring Boot Actuator, Apache server-status, Prometheus metrics, GraphQL playground, Swagger UI, phpMyAdmin, JMX-over-HTTP (Jolokia), Elasticsearch _cat, Kibana / Grafana / Eureka / Consul panels. Use when: post-deploy verification, security audit before SOC2, inheriting a system you didn't build, or a bug bounty hints at an exposed introspection panel. Threshold: any of the canonical 40+ admin/debug paths returns 200, 302 to a login, or framework-specific JSON shape (e.g., Actuator returning a _links object, server-status HTML body containing the Apache Server Status title). Trigger with: "check debug endpoints", "actuator exposure", "admin panel scan", "graphql playground check".

Identify the server software, framework, and component versions a target is running from its HTTP response signatures — Server header, X-Powered-By, Via, X-AspNet-Version, X-Runtime, X-Drupal-Cache, X-Generator, Set-Cookie name patterns, error-page artwork, HTTP method behavior signatures. Use when: penetration test reconnaissance phase, post-deploy audit of fingerprintable exposure, or before reporting "no obvious version disclosure" to an auditor. Threshold: any version string in a response header (e.g., Server header with nginx/1.18.0, X-Powered-By with PHP/7.4.21, X-Generator with Drupal 9), or any framework-default Set-Cookie name (PHPSESSID, JSESSIONID, connect.sid, _csrf_token). Trigger with: "fingerprint server", "version disclosure", "tech-stack identification", "what's this site running".

Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation accounting", "build-measure-learn", or "minimum viable experiment". Also trigger when deciding what to include in a first version, measuring startup progress, or evaluating whether to change direction on a product bet. Covers innovation accounting and actionable metrics. For 5-day prototype testing, see design-sprint. For customer motivation analysis, see jobs-to-be-done.

Apply foundational design principles: affordances, signifiers, constraints, feedback, and conceptual models. Use when the user mentions "why is this confusing", "affordance", "error prevention", "discoverability", "human-centered design", "fault tolerance", "mental model", "mapping", or "seven stages of action". Also trigger when diagnosing why users make mistakes, reducing product complexity, or improving error messages and feedback systems. Covers the gulfs of execution and evaluation. For usability scoring, see ux-heuristics. For iOS-specific patterns, see ios-hig-design.

Implement the Entrepreneurial Operating System (EOS) to align vision and execution across a company. Use when the user mentions "EOS", "V/TO", "quarterly rocks", "Level 10 meetings", "accountability chart", "IDS process", "Entrepreneurial Operating System", or "business operating system". Also trigger when a growing company needs meeting structure, goal-setting frameworks, or a systematic approach to solving recurring organizational issues. Covers the six EOS components: Vision, People, Data, Issues, Process, Traction. For team motivation design, see drive-motivation. For lean experimentation, see lean-startup.

Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate in a week", "rapid prototype", "test with users", "de-risk before building", "GV sprint", "prototype testing", or "design workshop". Also trigger when a team needs to make a critical product decision quickly, resolve stakeholder disagreements, or test risky ideas before investing in development. Covers mapping, sketching, deciding, prototyping, and testing. For ongoing experimentation, see lean-startup. For customer job analysis, see jobs-to-be-done.

Build a scalable outbound B2B sales process with specialized roles (SDR, AE, CSM). Use when the user mentions "outbound sales", "Cold Calling 2.0", "prospecting emails", "sales pipeline", "SDR process", "B2B SaaS sales", "sales development", or "pipeline velocity". Also trigger when setting up a sales team from scratch, designing cold email sequences, or building qualification frameworks to improve close rates. Covers lead generation, qualification frameworks, and separating prospecting from closing. For offer design, see hundred-million-offers. For persuasion science, see influence-psychology.

Design motivation systems using Autonomy, Mastery, and Purpose (AMP) for products and teams. Use when the user mentions "intrinsic motivation", "gamification isnt working", "team incentives", "autonomy", "mastery", "purpose-driven", "employee engagement", or "reward systems". Also trigger when designing onboarding progression systems, fixing broken gamification, or building team structures that sustain high performance. Covers why carrot-and-stick fails and how to build progress systems. For habit-forming product loops, see hooked-ux. For retention behavior design, see improve-retention.

Design habit-forming product loops using the Hook Model (Trigger, Action, Variable Reward, Investment). Use when the user mentions "users arent coming back", "engagement loops", "habit formation", "push notifications", "variable rewards", "daily active users", "habit zone", or "user retention loops". Also trigger when designing notification strategies, building streaks or progress systems, or analyzing why users stop using a product after initial signup. Covers ethics evaluation and onboarding for habits. For friction reduction and B=MAP, see improve-retention. For viral sharing, see contagious.

Discover what customers truly need by analyzing the "job" they hire your product to do. Use when the user mentions "customer discovery", "why customers churn", "what job does this solve", "competing against luck", "product-market fit", "switching behavior", "milkshake moment", or "functional vs emotional jobs". Also trigger when investigating why users choose competitors, designing features around real customer needs, or reframing product value propositions. Covers JTBD interviews, competition analysis, and jobs-oriented roadmaps. For product positioning, see obviously-awesome. For rapid validation, see design-sprint.

Audit and fix visual hierarchy, spacing, color, and depth in web UIs. Use when the user mentions "my UI looks off", "fix the design", "Tailwind styling", "color palette", "visual hierarchy", "design system", "spacing scale", or "component styling". Also trigger when building consistent design tokens, creating dark mode themes, improving data visualization clarity, or polishing UI details before launch. Covers grayscale-first workflow, constrained design scales, shadows, and component styling. For typeface selection, see web-typography. For usability audits, see ux-heuristics.

Select, pair, and implement typefaces for web projects. Use when the user mentions "font pairing", "which typeface", "line height", "responsive typography", "web font loading", "type hierarchy", "variable fonts", "FOUT/FOIT", or "typographic scale". Also trigger when choosing between system fonts and web fonts, optimizing font loading performance, or designing readable long-form content layouts. Covers readability evaluation, CSS implementation, and performance optimization. For overall UI design systems, see refactoring-ui. For dramatic typographic experiences, see top-design.

Process use when you need to work with database indexing. This skill provides index design and optimization with comprehensive guidance and automation. Trigger with phrases like "create indexes", "optimize indexes", or "improve query performance".

Use when applying Hyperflow's orchestration doctrine in Codex, Antigravity, or another single-agent surface. Auto-invoke for non-trivial engineering work: build, implement, add, refactor, debug, fix, review, audit, plan, scope, design, brainstorm, ship, or deploy.

Use when the user is exploring a design idea, weighing approaches, or has an ambiguous request. Asks structured questions, proposes 2-3 approaches, walks the design section-by-section. On approval, auto-chains into /hyperflow:scope. Trigger with /hyperflow:spec, "should I", "how should we", "what's the best way to", "design this", "explore the approach".

Implement Supabase across different app architectures: Next.js SSR with server components using service_role and client components with anon key, SPA (React/Vue), mobile (React Native), serverless (Edge Functions), and multi-tenant with schema-per-tenant or RLS isolation. Use when choosing how to integrate Supabase into your specific stack, setting up SSR auth flows, configuring mobile deep links, or designing multi-tenant data isolation. Trigger with phrases like "supabase next.js", "supabase SSR", "supabase react native", "supabase SPA", "supabase serverless", "supabase multi-tenant", "supabase server component", "supabase architecture", "supabase service_role server".

Expert UX evaluator for CLIs, terminal tools, and developer APIs. Use when reviewing command usability, error messages, help systems, or developer experience.

Pick the correct LangGraph 1.0 stream_mode ("messages" vs "updates" vs "values"), wire it into SSE or WebSocket without proxy-buffering gotchas, and filter astream_events(v2) server-side before forwarding to the browser. Use when building a live-token chat UI, a per-node progress bar, a debug/time-travel view, or diagnosing a LangGraph stream that hangs over a production proxy. Trigger with "langgraph streaming", "stream_mode messages", "stream_mode updates", "stream_mode values", "langgraph SSE", "langgraph astream_events", "SSE hangs behind nginx", "cloud run streaming".

Build LangGraph 1.0 human-in-the-loop approval flows with `interrupt_before` / `interrupt_after` and `Command(resume=...)` — JSON-serializable state, clean resume semantics, and UI wiring for approval decisions. Use when adding an approval gate before an expensive tool call, wiring a Slack/web UI for agent approvals, or debugging a graph that crashes on interrupt. Trigger with "langgraph human in loop", "langgraph interrupt_before", "langgraph approval flow", "Command resume", "langgraph HITL".

Design production architectures using OpenRouter as the LLM gateway. Use when planning system design, reviewing architecture, or scaling AI applications. Triggers: 'openrouter architecture', 'openrouter system design', 'openrouter at scale', 'llm gateway architecture'.

Implement enterprise Supabase reference architectures — monorepo layout, multi-tenant RLS, microservices with cross-project access, framework integration, edge functions, caching, queue patterns, and audit logging. Use when designing a new Supabase project from scratch, reviewing project structure for production readiness, planning multi-tenant isolation, or establishing team architecture standards. Trigger with phrases like "supabase architecture", "supabase project structure", "supabase monorepo", "supabase multi-tenant", "supabase reference design", "how to organize supabase at scale".

Process use when you need to work with database schema design. This skill provides schema design and migrations with comprehensive guidance and automation. Trigger with phrases like "design schema", "create migration", or "model database".

Generate API contracts and OpenAPI specifications from code or design documents. Use when documenting API contracts and specifications. Trigger with phrases like "generate API contract", "create OpenAPI spec", or "document API contract".

Create and validate component snapshots for UI regression testing. Use when performing specialized testing. Trigger with phrases like "update snapshots", "test UI snapshots", or "validate component snapshots".

Execute integration tests validating component interactions and system integration. Use when performing specialized testing. Trigger with phrases like "run integration tests", "test integration", or "validate component interactions".

Lock down a Guidewire Cloud API integration so it survives a SOC 2 audit, an NAIC Model Audit Rule review, and a real-world incident — least-privilege role design, encrypted committed secrets via SOPS+age, PII redaction in logs (SSN/DOB/claim narrative), audit-trail capture, cross-tenant isolation for multi-carrier integrations, and detect-and-rotate response to token leaks. Use when designing the security posture for a new integration, hardening an existing one before audit, or responding to a leaked credential. Trigger with "guidewire security", "guidewire rbac", "guidewire pii redaction", "guidewire audit trail", "guidewire secret leak".

Execute this skill enables AI assistant to analyze and improve application caching strategies. it optimizes cache hit rates, ttl configurations, cache key design, and invalidation strategies. use this skill when the user requests to "optimize cache performance"... Use when optimizing performance. Trigger with phrases like 'optimize', 'performance', or 'speed up'.

Implement Juicebox reference architecture. Trigger: "juicebox architecture", "recruiting platform design".

Production-grade architecture patterns for MaintainX integrations. Use when designing system architecture, planning integrations, or building enterprise-scale MaintainX solutions. Trigger with phrases like "maintainx architecture", "maintainx design", "maintainx system design", "maintainx enterprise", "maintainx patterns".

Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules, or setting up distributed tracing. Trigger: "sentry architecture", "sentry project structure", "sentry reference design", "sentry distributed tracing".

Production reference architecture for Kling AI video generation platforms. Use when designing scalable systems. Trigger with phrases like 'klingai architecture', 'kling ai system design', 'video platform architecture', 'klingai production setup'.

Build advanced Obsidian plugin features: custom views (ItemView), modals, editor commands with selection manipulation, status bar, context menus, and Vault API file creation/modification. Use when adding UI components to a plugin, building sidebar views, or creating modal dialogs. Trigger with "obsidian modal", "obsidian custom view", "obsidian sidebar", "obsidian context menu", "obsidian editor command", "obsidian UI".

Implement Apollo.io reference architecture. Use when designing Apollo integrations, establishing patterns, or building production-grade sales intelligence systems. Trigger with phrases like "apollo architecture", "apollo system design", "apollo integration patterns", "apollo best practices architecture".

Design production Clay enrichment pipelines with table schemas, waterfall patterns, and CRM sync. Use when architecting new Clay integrations, reviewing data flow design, or establishing enrichment pipeline standards. Trigger with phrases like "clay architecture", "clay best practices", "clay pipeline design", "clay reference", "clay data flow".

Reference architecture for Evernote integrations. Use when designing system architecture, planning integrations, or building scalable Evernote applications. Trigger with phrases like "evernote architecture", "design evernote system", "evernote integration pattern", "evernote scale".

Learn MaintainX REST API patterns, pagination, filtering, and client architecture. Use when building robust API integrations, implementing pagination, or creating reusable SDK patterns for MaintainX. Trigger with phrases like "maintainx sdk", "maintainx api patterns", "maintainx pagination", "maintainx filtering", "maintainx client design".

Implement Customer.io enterprise reference architecture. Use when designing integration layers, event-driven architectures, or enterprise-grade Customer.io setups. Trigger: "customer.io architecture", "customer.io design", "customer.io enterprise", "customer.io integration pattern".

Build Checkout UI Extensions to customize Shopify checkout with sandboxed React-like components. Use when replacing checkout.liquid (deprecated Aug 2025), adding custom fields to checkout, displaying banners, or reading checkout state with hooks. Trigger with phrases like "shopify checkout extension", "shopify checkout ui", "checkout customization shopify", "checkout.liquid migration", "shopify checkout components".

Production-grade Linear integration architecture patterns. Use when designing system architecture, choosing integration patterns, or reviewing architectural decisions for Linear integrations. Trigger: "linear architecture", "linear system design", "linear integration patterns", "linear best practices architecture".

Implement Deepgram reference architecture for scalable transcription systems. Use when designing transcription pipelines, building production architectures, or planning Deepgram integration at scale. Trigger: "deepgram architecture", "transcription pipeline", "deepgram system design", "deepgram at scale", "enterprise deepgram", "deepgram queue".

Standard 3-tier OCI reference architecture with VCN, subnets, gateways, load balancer, compute, and Autonomous DB. Use when designing a new OCI deployment, translating AWS/Azure patterns, or creating Terraform for OCI infrastructure. Trigger with "oraclecloud architecture", "oci reference design", "oci 3 tier", "oci vpc design".

Build production-ready GraphQL servers with schema design, resolvers, and subscriptions. Use when building GraphQL APIs with schemas and resolvers. Trigger with phrases like "build GraphQL API", "create GraphQL server", or "setup GraphQL".

Implement user sign-up and sign-in flows with Clerk. Use when building authentication UI, customizing sign-in experience, or implementing OAuth social login. Trigger with phrases like "clerk sign-in", "clerk sign-up", "clerk login flow", "clerk OAuth", "clerk social login".

Reference architecture patterns for Clerk authentication. Use when designing application architecture, planning auth flows, or implementing enterprise-grade authentication. Trigger with phrases like "clerk architecture", "clerk design", "clerk system design", "clerk integration patterns".

Enterprise reference architecture for meeting management with Granola. Use when designing org-wide meeting workflows, planning integration topology, or architecting meeting-to-action pipelines across departments. Trigger: "granola architecture", "granola enterprise design", "granola system design", "meeting system architecture".

Reference architectures for Lindy AI agent integrations. Use when designing systems, planning multi-agent architectures, or implementing production integration patterns. Trigger with phrases like "lindy architecture", "lindy design", "lindy system design", "lindy patterns", "lindy multi-agent".

Production-grade Langfuse architecture patterns and best practices. Use when designing LLM observability infrastructure, planning Langfuse deployment, or implementing enterprise-grade tracing architecture. Trigger with phrases like "langfuse architecture", "langfuse design", "langfuse infrastructure", "langfuse enterprise", "langfuse at scale".

Implement Shopify app reference architecture with Remix, Prisma session storage, and the official app template patterns. Use when setting up a new Shopify app, structuring a Remix-based project, or configuring Prisma session storage for production. Trigger with phrases like "shopify architecture", "shopify app structure", "shopify project layout", "shopify Remix template", "shopify app design".

Design OCI compartment hierarchies, dynamic groups, and cross-tenancy access patterns. Use when planning enterprise RBAC, setting up Instance Principal auth, or debugging policy inheritance. Trigger with "oraclecloud enterprise rbac", "oci compartments", "oci dynamic groups", "oci policy inheritance".

Implement Perplexity reference architecture with model routing, citation pipeline, and research automation. Use when designing new Perplexity integrations, reviewing project structure, or establishing architecture for search-augmented apps. Trigger with phrases like "perplexity architecture", "perplexity project structure", "how to organize perplexity", "perplexity design patterns".

Use when asked to design a UI component, specify a button, input, card, modal, badge, or any interactive element. Examples: "design a button component", "spec out the input field", "define the card component states", "create a component spec for Prism", "what should the dropdown look like".

Build different types of Claude-powered applications — chatbots, RAG systems, Use when working with architecture-variants patterns. agents, content pipelines, and code generation tools. Trigger with "claude architecture", "anthropic rag", "build with claude", "claude agent pattern", "anthropic app design".

Use when asked to design iOS or Android mobile app screens, create mobile UI, spec mobile flows, or produce screen designs for a native app. Examples: "design the onboarding screens", "spec the checkout flow for iOS", "design a home screen for Android", "create mobile UI for this feature".

Produce a complete firmware architecture spec for a described device — layer diagram, module responsibilities, HAL interface definitions, key state machines, RTOS decision. Use when asked to "design firmware architecture", "plan embedded firmware", "architect an IoT device", "how should I structure this firmware", or given a device description and asked what the firmware should look like.

Implement BambooHR reference architecture for production HR data pipelines. Use when designing new BambooHR integrations, building employee sync systems, or establishing architecture standards for BambooHR-powered applications. Trigger with phrases like "bamboohr architecture", "bamboohr design", "bamboohr project structure", "bamboohr system design", "bamboohr pipeline".

Wireframe a screen — text/ASCII by default, or hand-drawn HTML when the user says "sketch", "hand-drawn", "lo-fi HTML", "whiteboard", "graph paper", or "visual wireframe". Text mode produces a buildable ASCII spec Form and Prism can act on. HTML mode produces a single self-contained file with graph-paper background, marker headlines, sticky-note annotations, and hatched chart placeholders — looks like a designer's whiteboard, commits to nothing.