Summarizes very long texts (books, handbooks, biographies, codebases) using hierarchical multi-pass extraction with cheap model armies.
Creates Claude subagents equipped with curated skills for solving problems within DAG workflows. Use when designing a specialist subagent, selecting skills for a subagent, writing…
Writes precise, well-structured Mermaid diagrams for any visualization need. Use when creating flowcharts, sequence diagrams, state machines, ER models, timelines, mindmaps, Gantt…
Selects the optimal LLM model and provider for each task based on complexity, cost budget, and capability requirements.
Evaluates Claude Agent Skills on 10 quality axes with letter grades (A+ through F) and specific improvement recommendations.
Build WinDAGs — the orchestration platform where AI agents accumulate genuine expertise through DAGs of skillful agents.
Progressive Web App development with Service Workers, offline support, and app-like behavior. Use for caching strategies, install prompts, push notifications, background sync.
Sanitize MDX content for Docusaurus builds. Fixes unescaped angle brackets (<, >, <=, >=), Liquid/Nunjucks template syntax ({{ }}), TypeScript generics (Promise<T>),…
Integration of BDI agent architecture with soft systems methodology for complex organizational problem-solving
Voice and structure guide for Port Daddy expository writing — the kind of essay that takes a hard technical claim (formal verification, mechanism design, cryptographic protocol)…
Docusaurus build health validation and deployment safety for Claude Skills showcase. Pre-commit MDX validation (Liquid syntax, angle brackets, prop mismatches), pre-build link…
Foundational theory for process-oriented concurrency through synchronous message-passing, applicable to multi-agent coordination and parallel decomposition
Using LLMs as automated evaluators for comparing chatbot responses with Chatbot Arena methodology
Expert in 2000s-era music visualization (Milkdrop, AVS, Geiss) and modern WebGL implementations. Specializes in Butterchurn integration, Web Audio API AnalyserNode FFT data, GLSL…
Foundational distributed computing algorithms for consensus, coordination, and fault tolerance
Adversarial reviewer for The Federated Harbor whitepaper — the third paper in the Curiositech sequence after Anchor and Bonded Commons.
dbt Core/Cloud data transformations, testing, documentation, and CI/CD. Activate on: dbt, data transformation, analytics engineering, ref, source, staging model, mart, dbt test.
Proper layout and spacing in modern web design — 8px grid systems, modular scales, vertical rhythm, CSS Grid/Flexbox patterns, fluid spacing with clamp(), container queries, and…
Use when triaging CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending pods, networking failures, ingress 502/504, PVC stuck, HPA not scaling, init-container loops, sidecar…
Expert causal reasoning and mental model construction for diagnosis and prediction in complex domains
Cloudflare Workers, KV, Durable Objects, and edge computing development. Use for serverless APIs, caching, rate limiting, real-time features.
Build daemon/background processes that start on boot, run continuously, and manage their own lifecycle.
End-to-end form handling with react-hook-form, Zod schemas, validation patterns, error messaging, field arrays, and multi-step wizards.
Design patterns for BDI agents using the MORA methodology for practical multi-agent system development
Apply NASA's battle-tested framework for building complex, mission-critical systems where failure has catastrophic consequences
Distribution pipeline for signed Rust desktop applications -- code signing, notarization, auto-updates, and package manager distribution.
SHOP2 hierarchical task network planner for automated planning through recursive task decomposition
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.
Compassionate support for pet loss, memorial creation, and honoring the bond between humans and their animal companions.
Expert in photo content recognition, intelligent curation, and quality filtering. Specializes in face/animal/place recognition, perceptual hashing for de-duplication, scr — from…
Manage feature manifests for code traceability. Use when creating new features, updating existing features, checking feature health, or exploring the feature-to-code relationship.
Creates comprehensive documentation for design systems - token tables, usage guidelines, component examples, and accessibility notes.
Stage 3a of the WinDAGs meta-DAG. Given a decomposed subtask graph and a pre-narrowed candidate list per subtask, picks a primary and runner-up skill, plus model tier and cost…
Builds, rehabilitates, audits, and hardens premium production web apps from a durable design-system contract.
Follow Recovery Coach codebase patterns and conventions. Use when writing new code, components, API routes, or database queries.
Mobile payment integration for Stripe, Apple Pay, Google Pay, in-app purchases, and subscription management.
Post-execution skill crystallization and learning engine updates for WinDAGs. Runs after successful execution to update Thompson sampling parameters, track method quality, detect…
Structured interview and observation techniques for extracting tacit knowledge from domain experts
FIPA standard for agent platform management including lifecycle, directory, and communication services
Tenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture,…
Application of Six Sigma quality methodology to AI agent process improvement and reliability
Rapid task execution without hesitation or deterrence. Expert in overcoming blockers, making quick decisions, and maintaining forward momentum.
Identify, label, and explain logical fallacies in arguments and discourse. Use when the user wants to analyze arguments, check reasoning, evaluate debate claims, spot weak…
Multi-stage Docker build optimizer for minimal, secure production images. Activate on: Dockerfile optimization, multi-stage build, distroless image, container size reduction,…
Heuristic search-based temporal planning and scheduling for complex multi-constraint environments
AI-powered calendar management and agent-based scheduling coordination. Covers calendar APIs (Google Calendar, CalDAV/iCal), AI scheduling assistants (Reclaim, Clockwise, Motion,…
Design performant animation systems with Framer Motion, GSAP, View Transitions API, and spring physics.
Expert in Windows 3.1 era pixel art and graphics. Creates icons, banners, splash screens, and UI assets with authentic 16/256-color palettes, dithering patterns, and Program…
Creates realistic cloud effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques.
Naturalistic decision-making research showing how experts make decisions through recognition-primed processes
A framework for building rational agents that can recognize, evaluate, and selectively adopt norms while resolving conflicts through consequence-based reasoning.
Describe patterns that may indicate bad-faith or manipulative communication including gish gallop, whataboutism, tone policing, motte-and-bailey, sealioning, lying by omission,…
Implementing the `Idempotency-Key` HTTP header pattern (Stripe-pioneered, IETF-standardizing) so retries don't double-charge or duplicate side effects — full Postgres schema with…
Cooperative vibe coding across machines — real-time collaborative development with humans and AI agents.
Systematic framework for resurrecting and modernizing legacy codebases through archaeology, resurrection, and rejuvenation phases.
IBM's autonomic computing vision for self-managing systems with self-configuration, healing, optimization, and protection
Expert in background job processing with Bull/BullMQ (Redis), Celery, and cloud queues. Implements retries, scheduling, priority queues, and worker management.
Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine editorial, vision boards, mood boards, social media collages,…
Rigorous benchmarking of multi-agent coordination systems: experiment design, statistical analysis, human evaluation protocols, and reproducible reporting.
Expert in spatial audio, procedural sound design, game audio middleware, and app UX sound design. Specializes in HRTF/Ambisonics, Wwise/FMOD integration, UI sound design, and…