Define system architecture — components, boundaries, communication patterns, data flow, and compliance requirements.
Pick the right Azure primitive — compute (Functions / Container Apps / App Service / AKS), database (Azure SQL / Cosmos DB / Postgres Flex), storage (Blob / Files / Disk).
Run a complete design workflow -- from establishing context through 5 progressive design levels to an approved blueprint.
Design a circuit from a natural-language spec using an iterative loop — plan, write skidl Python, generate the KiCad project, simulate with ngspice, examine results, and refine…
Generate production-ready, accessible, token-driven component code for ANY framework — React+Tailwind, Next.js, SwiftUI, Vue, Svelte, Angular, Solid, Web Components/Lit, React…
Guided journey from an app idea to a deliberate architecture: boundaries, domain model, data decisions, and resilience, making only the expensive-to-reverse decisions and…
Diseñar una arquitectura de cumplimiento que mapee las regulaciones aplicables a los sistemas informatizados.
Design a compliance architecture that maps applicable regulations to computerized systems. Covers system inventory, criticality classification (GxP-critical, GxP-supporting,…
Design the Kubernetes cluster topology — cluster placement per coordinate, node pool strategy, multi-tenancy model, and ResourceQuota tier templates — from the Platform Coordinate…
Use when the user says "convene the council", "design debate", "council review", "get the team together", "run a design review", or "debate this design"; OR describes a…
Use when designing a system where read and write workloads have significantly different scaling, consistency, or model requirements that a single unified model cannot serve…
Processes GCP infrastructure design and deployment workflows. Use when: - Designing GCP infrastructure with Terraform. - Validating local HCL.
Create Mermaid diagrams (activity, deployment, sequence, architecture) from text descriptions or source code.
Writing a technical design document that translates a Working Backwards output into a concrete, reviewable engineering plan with architecture, trade-offs, cost estimation, and…
Transform approved requirements into comprehensive technical designs. Define system architecture, component interactions, data models, and interfaces to create a blueprint for…
Help users understand and build design engineering capabilities. Use when someone is creating a design engineering function, hiring design engineers, or bridging the gap between…
Use when the task asks to implement a premium UI in React, Next.js, Tailwind, CSS, Framer Motion, GSAP, or a similar frontend stack with strong responsiveness, maintainability,…
Establish or formalize your design system foundation. Create design tokens (color, typography, spacing, shadows, borders), define component architecture, document design…
Modern UI design principles and guidelines for building clean, professional interfaces. Use when creating any UI components, layouts, web pages, or interactive elements including…
Design a Uniswap V4 hook architecture without code generation. Use when user wants to plan a hook, understand which callbacks to use, or review an architecture before building.
Use when structuring content, navigation, or labels — when users can't find things, the nav is growing organically, a new section needs a home, or you're naming/grouping concepts.
Trigger: sitemap, navigation, menu structure, wayfinding, labeling, search facets, routing links. Scope: Visual hierarchies, wayfinding, navigation model, sitemaps.
Initialize new design documentation from templates. Use when creating new design docs, documenting new systems, starting architecture documentation, or setting up design docs for…
Designs and implements state transition analysis systems for tracking time spent in different states.
Use Loop Engineering to scaffold, audit, and operate repeatable coding-agent loops with explicit state, budget, readiness, and tool-specific patterns.
Record and track design and architecture decisions with context, options considered, decision made, and rationale.
Use when generating machine-readable DESIGN.md documents, specifying YAML frontmatter design tokens, enforcing two-tier token architectures, calculating concentric radii, and…
Design target microservices architecture and transformation plan. /architect:design-microservices to invoke. Requires redesign output as a prerequisite.
Use when designing reusable component modules — composition patterns, compound components, slot/children APIs, render props, headless component contracts, and the choice between…
Architects a SaaS so many customer orgs share infrastructure without leaking into each other — picking an isolation model (shared schema + Postgres RLS, schema-per-tenant, or…
Identifies and remediates anti-patterns arising from misuse of GoF design patterns including over-engineering, gold plating, dependency inversion violations, and structural code…
Apply appropriate design patterns (Singleton, Factory, Observer, Strategy, etc.) to solve architectural problems.
Comprehensive Ruby implementations of Gang of Four (GoF) design patterns. Use when implementing object-oriented design solutions, refactoring to reduce coupling, solving…
Create and maintain persistent design plan files for non-ticket architecture discussions. Auto-triggers when user starts a design discussion; accumulates decisions as file not…
Comprehensive PostgreSQL-specific table design reference covering data types, indexing, constraints, performance patterns, and advanced features — from engineering/databases
Comprehensive PostgreSQL-specific table design reference covering data types, indexing, constraints, performance patterns, and advanced features — from engineering/databases
UI/UX design system for dashboards, admin panels, SaaS interfaces, and web apps. Stack: React, Tailwind, CSS, styled-components.
Engineering design cycle covering requirements elicitation, specifications writing, constraint identification, iterative prototyping, and design communication.
Designs and evolves gRPC/protobuf service contracts — message and service definitions, unary vs streaming RPC selection, wire-compatible schema evolution (reserved tags, safe vs…
Remove historical cruft from design docs. Use when docs accumulate outdated content, after major refactorings, or when preparing for releases.
React + Tailwind + CSS-variable conventions for app/ — variant props, shared icons, tokens, demos, a11y.
Trigger: design review, visual audit, layout inspection, QA checks, screenshot analysis. Scope: Performing design system compliance audits and interface QA.
Design complete database schemas with tables, relationships, constraints, and indexes for Supabase. Triggers when user describes data models, entities, or requests schema design.
Designs full-text and vector search infrastructure — Elasticsearch/OpenSearch mappings and analyzers, vector index parameters (HNSW M/efConstruction, IVF nlist/PQ), BM25+vector…
Use when Java design, refactoring, or implementation tradeoffs should be evaluated with Kent Beck's simple design rules, including passes the tests, reveals intention, has no…
Verify code implementation aligns with design specifications. Use after implementing features, during code reviews, or when refactoring to ensure architectural compliance.
Senior UI/UX Engineer. Architect digital interfaces overriding default LLM biases. Enforces metric-based rules, strict component architecture, CSS hardware acceleration — from…
Use when Java implementation work should be guided by Test-Driven Development, including maintaining a test list, choosing the next behavior, writing a failing test first,…
Use before writing any type of tests. Distills 14 industry sources into deterministic decision gates, schemas, and worked test examples.
Use when defining modules, services, interfaces, or data ownership — or when "let's go microservices" comes up — design for cohesion/coupling and Conway's Law; refuse the…
Use when scoping what to test on a non-trivial build — model coverage across the product's real dimensions (Structure, Function, Data, Integrations, Platform, Operations, Time) so…
Extracts design tokens from images and generates CSS custom properties, atomic utility classes (Tailwind-style), and platform-specific formats following W3C standards and modern…
Use when implementing design token systems, CSS variable architectures, or Style Dictionary pipelines.
Generate design tokens from the atelier brand file (.atelier/brand.json): CSS custom properties, a Tailwind theme config, typed JS constants (tokens.js + tokens.d.ts) and a Figma…
Extract, consolidate, and modernize design tokens — oklch color scales, fluid spacing with clamp(), typography scales, motion timing, and shadow depths.
Enterprise design token architecture. Defines spacing, scaling, elevation, and grid systems following Adobe Spectrum, Salesforce Lightning, Amazon Style Dictionary, and 6 other…
PROACTIVELY track and document project design decisions without being asked. Activate automatically when detecting architecture discussions, implementation decisions, pattern…
Use when a complex or risky code change should be split into Kent Beck's two-step method by first making the change easy through behavior-preserving preparatory refactoring, then…
Design, update, preview, or screenshot the Max Geld Generation channel website (website/index.html) — brand identity tokens, responsive checks with real device emulation, GoDaddy…
Create technical solution architecture from requirements with REQ-* traceability. Designs components, APIs, data models, and interactions.