Architectural patterns for building agent systems that dynamically decompose complex tasks, generate specialized subagents just-in-time, and prevent cascading failures through…
Introduce people to AI, agentic AI, and AI skills with appropriate pedagogy for any audience. Covers LLM analogies, progressive complexity paths, aha-moment demos,…
Use when building Grafana dashboards backed by Prometheus, Loki, or Tempo, designing PromQL/LogQL queries, wiring template variables, setting alert rules, building SLO dashboards,…
Expert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge.
Comprehensive introduction to multi-agent systems covering coordination, communication, and distributed AI theory
Motion design and micro-animations for web interfaces — Framer Motion layout animations, CSS scroll-driven animations, View Transitions API, GSAP ScrollTrigger, spring physics…
Cognitive Systems Engineering design methodology for joint cognitive systems and human-centered automation
iOS Core Data architect for persistent storage, CloudKit sync, schema migrations, and SwiftData migration.
Drawing the `'use client'` boundary correctly in React Server Components apps (Next.js App Router, RSC frameworks) — leaf-pushing, slot composition, serialization rules, and…
Comprehensive reference for inter-process communication mechanisms -- every way processes can talk on a computer.
Indie-friendly cloud deployment on Railway, Render, and Fly.io with autoscaling and cost optimization.
Decision-theoretic framework for agents embedded within the environments they model and act upon
Model organizations as BDI systems with filtered perception, discourse-shaped desires, accommodations, and abstraction-level hierarchy.
Redis caching patterns, cache-aside, write-through, TTL strategies, and invalidation. Activate on: caching, Redis, cache invalidation, cache-aside, write-through, TTL, CDN cache,…
Builds, validates, schedules, and dynamically modifies DAG execution graphs. Decomposes problems into nodes with dependencies, performs topological sorting, detects cycles,…
Architect data fetching with TanStack Query v5, SWR, optimistic updates, prefetching, and cache invalidation strategies.
Mobile biometric authentication expert for Face ID, Touch ID, BiometricPrompt, Keychain/Keystore, and WebAuthn.
Digital equity and trauma-informed design for marginalized populations. Activate on "accessibility", "offline-first", "trauma-informed", "reentry", "recovery population", "shared…
JADE platform for building FIPA-compliant multi-agent systems with standardized agent communication
Audit LLM token cost estimates against actual API usage. Activate on 'cost verification', 'token estimate accuracy', 'API cost audit', 'estimation variance'.
Modern web applications with authentic Windows 95 aesthetic. Gradient title bars, Start menu paradigm, taskbar patterns, 3D beveled chrome.
Mobile deep linking specialist for Universal Links, App Links, deferred deep links, and attribution. Activate on: deep linking, Universal Links, App Links, deferred deep link, app…
Comprehensive UX analysis using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering.
Evaluate product desirability, market positioning, and emotional resonance—the complement to friction analysis.
Prompting paradigm combining reasoning traces with actions for LLM agents to interact with external tools
Use when designing log schemas, choosing JSON vs text logs, setting up correlation IDs across services, redacting PII, controlling log volume costs, or wiring logs into…
Expert Tauri v2 developer for building desktop apps with Rust backend and web frontend. Activate on: Tauri app, Tauri v2, Rust desktop app, IPC commands, tauri::command,…
Choose, compare, and decompose work into the right coordination topology: dag, workflow, manager-driven team, swarm, blackboard, team-builder, or recurring loop.
Use when configuring a pnpm-workspaces monorepo, debugging hoisting/peer-dep resolution, adopting the catalog protocol, integrating with Turborepo or Nx, fixing "cannot find…
Use for cognitive task analysis, CTA method selection, knowledge capture, tacit expertise routing, and representation design by matching elicitation methods to knowledge type.
Expert in residential hollow space detection, hidden room discovery, and safe room planning. Helps map house dimensions, identify anomalies suggesting hidden spaces, and safely…
Reverse proxy architecture for AI agent systems — Nginx, Caddy, Traefik, and Cloudflare. Agent-specific patterns: routing to specialist agents, load balancing, TLS termination,…
Detects and fixes color contrast violations using WCAG 2.1 guidelines and perceptual analysis. Expert in contrast ratio calculation, color blindness simulation, and providing…
Multidisciplinary decision-making using mental models from psychology, economics, mathematics, and science to identify high-conviction opportunities and avoid cognitive biases.
Expert API designer for REST, GraphQL, gRPC architectures. Activate on: API design, REST API, GraphQL schema, gRPC service, OpenAPI, Swagger, API versioning, endpoint des — from…
Research linking rapport quality in interviews to information yield and intelligence value
Validates agent outputs against schemas and quality criteria, scores confidence, detects hallucinations, monitors convergence, decides when to iterate, and synthesizes actionable…
Coaches behavioral and values-fit interview preparation with negative framing, deep follow-ups, introspection, and mission alignment.
Simulation of believable human behavior using LLM-powered generative agents with memory and social interaction
Analytical methods for decomposing expert performance into cognitive and physical task components
Implement semantic and exact-match caching for LLM responses to reduce cost 40-60% and latency. Activate on: LLM caching, semantic cache, reduce API costs, cache AI responses.
Design composable custom React hooks with proper dependency management, testing with renderHook, and reusable patterns.
Criminal record expungement laws across all 50 US states and DC — eligibility rules, waiting periods, filing processes, fees, Clean Slate laws, automatic expungement provisions.
Cloudflare Pages CI/CD with preview environments, edge functions, and Wrangler automation. Activate on: Cloudflare Pages, Wrangler deploy, preview environment, edge function,…
Guides creation of high-quality Agent Skills with domain expertise, anti-pattern detection, and progressive disclosure best practices.
Mobile accessibility compliance expert for VoiceOver, TalkBack, Dynamic Type, and WCAG mobile guidelines.
Domain-Driven Design methodology using bounded contexts, ubiquitous language, and strategic/tactical patterns
Design decisions for when and what sounds to use in web apps, mobile apps, and desktop native apps — plus how to create them with AI.
Flutter state management expert with BLoC/Cubit, Riverpod, Provider, and Navigation 2.0 (GoRouter). Activate on: Flutter state management, BLoC pattern, Cubit, Riverpod, Provider,…
Expert in turning data visualizations into compelling video and animation content for social media and marketing.
Soft UI / neumorphism design — tactile interfaces using paired light and dark box-shadows on matching-background elements.
WebSockets, SSE, and real-time communication with Socket.io and native APIs. Activate on: WebSocket, real-time, SSE, Socket.io, live updates, push notifications, bidirectional,…
Whether you need to and how to hire staff in remote states for legal document preparation — UPL concerns, the legal information vs legal advice line, LDA/LDP programs by state,…
Jason multi-agent platform implementing AgentSpeak(L) for practical BDI agent programming and deployment
Writes legal-tech advertorials, landing pages, and blog-to-CTA copy for expungement, debt relief, housing rights, and related services.
Automate Kubernetes deployment lifecycle: kubectl rollouts, GitOps sync (ArgoCD/Flux), namespace and secret management, rollout monitoring, and failed deployment troubleshooting.
Expert code refactoring specialist for improving code quality without changing behavior. Activate on: refactor, code smell, technical debt, legacy code, cleanup, simplify, extract…
Use when you need to publish a message to Kafka / RabbitMQ / SNS atomically with a database commit, when fixing the dual-write hazard between DB and broker, deciding between…
Use when generating images with Gemini models, choosing between Nano Banana 1/2/Pro, optimizing image generation costs, writing image prompts, or needing visual grounding with…
Expert in end-to-end testing with Playwright, the modern cross-browser testing framework. Specializes in test generation, page object patterns, visual regression testing, and…