Choose multi-agent architectures using environment-first analysis, coordination pressure, commitment tuning, and knowledge levels.
Creates comprehensive documentation for design systems - token tables, usage guidelines, component examples, and accessibility notes.
Turn formally verified infrastructure into developer adoption with talks, blog posts, onboarding docs, venue strategy, and community building for TLA+, model checking, mechanism…
Use when building Grafana dashboards backed by Prometheus, Loki, or Tempo, designing PromQL/LogQL queries, wiring template variables, setting alert rules, building SLO dashboards,…
Executes DAG workflows with parallel wave processing, agent spawning, context isolation, permission enforcement, and full execution tracing.
Marketing strategy and execution for the /next-move prediction pipeline — positioning, messaging, content strategy, distribution channels, demos, and launch tactics.
Formal protocol verification with ProVerif and Tamarin Prover for multi-agent coordination systems. Use when modeling secrecy properties (escrow opacity, session note…
Compassionate support for pet loss, memorial creation, and honoring the bond between humans and their animal companions.
Patterns for vibe coding that produce production-quality output instead of garbage. Covers prompt engineering for AI coding, verification without reading every line,…
Deterministic pixel art upscaling using EPX/Scale2x, hq2x/hq4x, and xBR algorithms that add valid sub-pixels through pattern recognition.
Design and implement finite state machines and statecharts for complex UI flows using XState v5 and Zustand.
Build automated LLM evaluation pipelines with benchmarks, regression tests, RAGAS, and human eval workflows.
Real-time rope/cable physics using Position-Based Dynamics (PBD), Verlet integration, and constraint solvers.
Follow Recovery Coach codebase patterns and conventions. Use when writing new code, components, API routes, or database queries.
Creates unique web designs with brand identity, color palettes, typography, and modern UI/UX patterns.
Motion design and micro-animations for web interfaces — Framer Motion layout animations, CSS scroll-driven animations, View Transitions API, GSAP ScrollTrigger, spring physics…
Documentation expert for Claude Skills showcase website. Maintains skill-to-website sync, manages tag taxonomy and badges, creates blog-style artifacts, and preserves multi-skill…
Implement WCAG 2.2 AA/AAA compliance with automated testing, keyboard navigation, screen reader support, and focus management.
FIPA standard for agent platform management including lifecycle, directory, and communication services
Generate Kubernetes YAML manifests for deployments, services, ingress, configmaps, and other resources with best practices.
Use for sensemaking, frame revision, anomaly handling, questioning strategy, and ambiguity diagnosis with the Data/Frame model before action is chosen.
Time-travel debugging for DAG executions. Inspect agent state at any node, replay decisions with modified inputs, compare execution traces side-by-side, and identify where…
Automate Kubernetes deployment lifecycle: kubectl rollouts, GitOps sync (ArgoCD/Flux), namespace and secret management, rollout monitoring, and failed deployment troubleshooting.
Expert in Next.js 14/15 App Router architecture, React Server Components (RSC), Server Actions, and modern full-stack React development.
API gateway and reverse proxy configuration with Kong, Nginx, Traefik, routing, and auth middleware. Activate on: API gateway, reverse proxy, Kong, Nginx, Traefik, load balancer,…
Integration of BDI agent architecture with soft systems methodology for complex organizational problem-solving
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…
Use for bounded reasoning, partial planning, commitment policy, deliberation cost, and reconsideration-threshold design instead of assuming free deliberation.
Generate pixel art diagrams and infographics in retro 16-bit SNES aesthetic — recovery education visuals, flowcharts, data visualizations, process diagrams with dithering — from…
Framework for coordinating meaning across autonomous agents that use different conceptual models, vocabularies, and knowledge representations.
Use when designing discriminated unions, debugging control-flow analysis, choosing satisfies vs as, building branded types, writing user-defined type guards, or composing…
Expert debugger for Next.js + Cloudflare Workers + Supabase stacks. Systematic troubleshooting for auth, caching, workers, RLS, CORS, and build issues.
Design AgentSpeak(L)-style BDI agents with context-guarded plans, selection functions, and intention stacks.
Expert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal l — from…
Expo managed workflow expert for EAS Build, Submit, Update, config plugins, and custom dev clients. Activate on: Expo project, EAS Build, EAS Update, config plugin,…
Deploy ML models as production APIs with vLLM, TGI, ONNX Runtime, batching, autoscaling, and GPU optimization.
Kafka Streams, Flink, Spark Streaming, and CDC for real-time data pipelines. Activate on: streaming, Kafka Streams, Flink, Spark Streaming, CDC, Debezium, real-time pipeline,…
Application architecture patterns and code organization — clean architecture, hexagonal architecture, feature-based structure, dependency inversion, module boundaries, SOLID…
Build image generation pipelines with Stable Diffusion, FLUX, ControlNet, LoRA, and ComfyUI workflows.
Modern authentication implementation for 2026 - passkeys (WebAuthn), OAuth (Google, Apple), magic links, and cross-device sync.
Mental models and decision frameworks for building autonomous agents that continuously learn, explore, and accumulate skills in open-ended environments without human supervision
Implementing distributed tracing with W3C Trace Context — the byte-precise `traceparent` and `tracestate` header formats, OpenTelemetry's W3CTraceContextPropagator as the modern…
Comprehensive benchmark suite for evaluating LLM agents across diverse interactive environments
Comprehensive introduction to multi-agent systems covering coordination, communication, and distributed AI theory
Comprehensive UX analysis using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering.
Comprehensive reference for inter-process communication mechanisms -- every way processes can talk on a computer.
Long-lived transaction pattern using compensation-based rollback for distributed system consistency
Foundational distributed computing algorithms for consensus, coordination, and fault tolerance
Expert in Windows 3.1 era sound vocabulary for modern web/mobile apps. Creates satisfying retro UI sounds using CC-licensed 8-bit audio, Web Audio API, and haptic coordination.
Apply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
Use when running analytical SQL over Parquet/CSV/JSON without a warehouse, replacing pandas for data wrangling, joining S3 data in-place, building local data marts, or embedding…
Expert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal l — from…
Tenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture,…
Methods for extracting expert decision-making knowledge using the RPD framework and cognitive probes
Use when building server-driven UIs with htmx, designing hx-* attribute compositions, choosing swap strategies (innerHTML/outerHTML/morph), wiring out-of-band updates, integrating…
Criminal record expungement laws across all 50 US states and DC — eligibility rules, waiting periods, filing processes, fees, Clean Slate laws, automatic expungement provisions.
Performance optimization and continuous improvement for sobriety.tools recovery app. Use for load time optimization, offline capability, crisis detection, performance monitoring,…
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…
Architect data fetching with TanStack Query v5, SWR, optimistic updates, prefetching, and cache invalidation strategies.
Analysis of how suppressing volatility creates fragile systems vulnerable to black swan events