Use when designing or fixing a Playwright end-to-end test suite, debugging flaky tests, choosing locator strategies (getByRole vs CSS vs test-id), structuring fixtures and…
20 years Weta/Pixar experience in real-time graphics, Metal shaders, and visual effects. Expert in MSL shaders, PBR rendering, tile-based deferred rendering (TBDR), and GPU…
Frameworks for designing agents that must reason and act under time pressure, limited computational resources, and changing environments — based on Bratman, Israel, and Pollack's…
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,…
The art and science of announcing a product you built -- narrative arc, format selection (Show HN vs blog vs tweet thread vs video demo), building anticipation, launch day…
Apply cognitive psychology principles to design discoverable, understandable products through affordances, signifiers, feedback, and conceptual models.
Use for insight, reframing, contradiction, impasse, and anomaly-driven problem solving when execution effort no longer helps.
Manage DAG execution lifecycles including start, stop, pause, resume, and cleanup. Activate on 'execution lifecycle', 'stop execution', 'abort DAG', 'graceful shutdown', 'kill…
Write tests using Vitest and React Testing Library. Use when creating unit tests, component tests, integration tests, or mocking dependencies.
Stage 4 (final) of the WinDAGs meta-DAG. Assembles the final PredictedDAG from Sensemaker, Decomposer, Skill Selector, and PreMortem outputs.
Audit and maintain a skill bundle so every bundled asset is reachable from SKILL.md or its directory's INDEX.md.
Generate comprehensive, detailed git commit messages following best practices with problem explanations for fixes and complete change lists for features.
Foundational framework for modeling intelligent agents through Beliefs, Desires, and Intentions with practical implementation strategies under resource constraints
Interview techniques using rapport-building to improve information quality and yield from sources
Transform thousands of wedding photos and hours of footage into an immersive 3D Gaussian Splatting experience with theatre mode replay, face-clustered guest roster, and A — from…
Use when integrating Hugging Face Transformers.js (Xenova/transformers) for in-browser or in-Node inference, debugging quantized model loading, building bi-encoder / cross-encoder…
Drafting and iterating sections of The Federated Harbor whitepaper — the third paper in the Curiositech sequence after Anchor (local identity) and Bonded Commons (local…
Defensive security and mechanization fleet for the Port Daddy whitepapers (Bonded Commons, Anchor Protocol).
Design resilient React error handling with Error Boundaries, Sentry integration, recovery UI, retry patterns, and graceful degradation.
Generate pixel art diagrams and infographics in retro 16-bit SNES aesthetic — recovery education visuals, flowcharts, data visualizations, process diagrams with dithering — from…
Master of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation.
Performance optimization and continuous improvement for sobriety.tools recovery app. Use for load time optimization, offline capability, crisis detection, performance monitoring,…
Audit designs, color palettes, and UI components for WCAG 2.1 accessibility compliance, providing specific fixes for contrast, touch targets, focus indicators, and screen reader…
Production stability patterns including circuit breakers, bulkheads, and resilience strategies for real-world systems
Foundational cognitive science theory of human problem-solving through heuristic search in problem spaces
Comprehensive survey of LLM-based task planning methods including decomposition, search, and execution strategies
Master of stylized atmospheric effects using SVG filters and CSS animations. Creates clouds, waves, lightning, rain, fog, aurora borealis, god rays, lens flares, twilight skies,…
Review of Cognitive Systems Engineering applications and current practice in safety-critical domains
AI-powered career biographer that conducts empathetic interviews, extracts structured career narratives, and transforms professional stories into portfolios, CVs, and personal…
Secret lifecycle management with Vault, AWS Secrets Manager, and rotation automation. Activate on: secret management, HashiCorp Vault, AWS Secrets Manager, secret rotation, SOPS,…
Epistemic logic for multi-agent perceptual systems — Kripke models, vision sets, public announcement as coordination primitive, and satisfiability-as-reconfiguration applied to…
Real-time rope/cable physics using Position-Based Dynamics (PBD), Verlet integration, and constraint solvers.
S3, multipart uploads, CDN integration, and presigned URLs for file storage. Activate on: file upload, S3, presigned URL, multipart upload, CDN, blob storage, image upload, media…
Turn formally verified infrastructure into developer adoption with talks, blog posts, onboarding docs, venue strategy, and community building for TLA+, model checking, mechanism…
Instruction manual for agents driving Port Daddy multi-agent coordination. Use when an agent will edit a repo, recover work, coordinate with other sessions, inspect FleetBar/Fleet…
Foundational impossibility result proving consensus cannot be guaranteed in asynchronous systems with even one faulty process
State-of-the-art data visualization for React/Next.js/TypeScript with Tailwind CSS. Creates compelling, tested, and accessible visualizations following Tufte principles and NYT…
Blue-green and canary deployment orchestrator with traffic shifting and automated rollback. Activate on: blue-green deployment, canary release, rolling deployment, traffic…
Framework for building multi-agent conversation systems with customizable LLM-powered agents
Formal protocol verification with ProVerif and Tamarin Prover for multi-agent coordination systems. Use when modeling secrecy properties (escrow opacity, session note…
Builds comprehensive design systems and design bibles with production-ready CSS. Expert in design tokens, component libraries, CSS architecture.
Meta-skill that orchestrates the discourse skill suite: routes between steel-man-argument, socratic-questioning, toulmin-argument-analysis, logical-fallacy-detector,…
FIPA standard library of communicative acts (speech acts) for agent-to-agent messaging semantics
Temporal interval algebra for reasoning about time relationships in planning and knowledge representation
Mobile analytics and crash reporting expert for Firebase, Sentry, Mixpanel, custom events, and crash symbolication.
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,…
Design and implement finite state machines and statecharts for complex UI flows using XState v5 and Zustand.
Applies Gestalt psychology principles to web layout, spacing, grouping, and visual hierarchy. Proximity, similarity, closure, continuity, figure-ground, common fate, Pragnanz —…
Expert in color theory, palette harmony, and perceptual color science for computational photo composition.
Marketing strategy and execution for the /next-move prediction pipeline — positioning, messaging, content strategy, distribution channels, demos, and launch tactics.
Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples, extracting color palettes, typography patterns, layout sy — from…
Analysis of how suppressing volatility creates fragile systems vulnerable to black swan events
Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression
Build and adopt production AI agent infrastructure in 2026. Covers framework selection (LangGraph, CrewAI, AutoGen, MCP), orchestration patterns, evaluation, observability, memory…
First agent in the WinDAGs meta-DAG. Receives raw problem descriptions and produces a validated ProblemUnderstanding for downstream agents (Decomposer, PreMortem).
Methods for extracting expert decision-making knowledge using the RPD framework and cognitive probes
Implement paywalls, subscription billing, and feature gating in web applications. Covers Stripe/Lemon Squeezy/Paddle integration, subscription lifecycle management, React/Next.js…
Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping.
When tackling a task that requires domain expertise beyond general coding ability — architecture patterns, framework-specific gotchas, deployment strategies, security…
Decides HOW to mutate a DAG when a node fails, quality is below threshold, or new information changes the plan.