JADE platform for building FIPA-compliant multi-agent systems with standardized agent communication
First agent in the WinDAGs meta-DAG. Receives raw problem descriptions and produces a validated ProblemUnderstanding for downstream agents (Decomposer, PreMortem).
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…
Using LLMs as automated evaluators for comparing chatbot responses with Chatbot Arena methodology
End-to-end form handling with react-hook-form, Zod schemas, validation patterns, error messaging, field arrays, and multi-step wizards.
Architecture skill for building winDAGs.ai — a system that solves arbitrary problems with DAGs of skillful agents.
Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring.
Engineering methodology for building software systems that autonomously manage themselves through explicit architectural separation and formal guarantees
Use when adding distributed tracing, debugging missing spans, fixing W3C traceparent propagation, configuring OTLP exporters (gRPC vs HTTP), choosing sampling strategies, setting…
Expert bot developer specializing in Discord, Telegram, Slack automation with deep knowledge of rate limiting, state machines, event sourcing, moderation systems, and…
Web design inspired by retrofuturism — the future as imagined by the past. Covers Atomic Age/Googie, Raygun Gothic, Cassette Futurism (Alien terminals), Y2K chrome/iridescent,…
Model organizations as BDI systems with filtered perception, discourse-shaped desires, accommodations, and abstraction-level hierarchy.
Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion.
End-to-end DAG execution orchestrator that decomposes arbitrary tasks into agent graphs and executes them in parallel. The intelligence layer that makes DAG Framework operational.
Field-based research methodology studying expert decision-making in real-world high-stakes environments
Defensive security and mechanization fleet for the Port Daddy whitepapers (Bonded Commons, Anchor Protocol).
Shutting down HTTP services in Kubernetes without dropping traffic — the SIGTERM/preStop dance, the EndpointSlice removal race, the `preStop sleep` pattern,…
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,…
DataLoader, subscriptions, federation, and schema stitching for GraphQL APIs. Activate on: GraphQL, DataLoader, subscription, federation, schema stitching, resolver, SDL, Apollo,…
Synesthete designer that translates emotional vibes and brand keywords into concrete visual DNA (colors, typography, layouts, interactions).
Secret lifecycle management with Vault, AWS Secrets Manager, and rotation automation. Activate on: secret management, HashiCorp Vault, AWS Secrets Manager, secret rotation, SOPS,…
Failure diagnosis, DAG mutation, and escalation engine for the WinDAGs meta-DAG. Receives failure information and quality vectors from the Evaluator.
Design bond pricing functions, escrow mechanics, and settlement protocols for AI agent labor markets.
Daily protection and relapse prevention companion for people in recovery. Expert in identifying high-risk situations, managing triggers, maintaining accountability, encouraging…
Expert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge.
Redis caching patterns, cache-aside, write-through, TTL strategies, and invalidation. Activate on: caching, Redis, cache invalidation, cache-aside, write-through, TTL, CDN cache,…
Build responsive layouts with CSS Grid, container queries, fluid typography, clamp(), and mobile-first design.
Logic-based agent programming language implementing BDI architecture for practical autonomous agent development
AI-powered calendar management and agent-based scheduling coordination. Covers calendar APIs (Google Calendar, CalDAV/iCal), AI scheduling assistants (Reclaim, Clockwise, Motion,…
Expert in background job processing with Bull/BullMQ (Redis), Celery, and cloud queues. Implements retries, scheduling, priority queues, and worker management.
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…
Spark, pandas, polars, DuckDB optimization for batch data processing. Activate on: batch processing, Spark optimization, polars, DuckDB, pandas performance, data frame, shuffle,…
Use when designing Terraform modules for reuse, structuring root vs child modules, choosing variable shapes (object vs flat list), wiring versioning + module registries, managing…
Decision-making patterns in incident command and emergency management leadership contexts
Expert in residential hollow space detection, hidden room discovery, and safe room planning. Helps map house dimensions, identify anomalies suggesting hidden spaces, and safely…
Saga patterns, compensating actions, and two-phase commit for distributed transactions. Activate on: distributed transaction, saga, compensating action, two-phase commit, eventual…
Models of naturalistic decision-making including recognition-primed decisions, sensemaking, and mental simulation
Use when designing or fixing the retrieval side of a RAG system, choosing chunking strategy (fixed-size / recursive / semantic), implementing hybrid search (BM25 + dense) with RRF…
Domain-Driven Design methodology using bounded contexts, ubiquitous language, and strategic/tactical patterns
Use when introducing a feature flag system, choosing between release flags / experiment flags / operational flags / kill switches / permission flags, designing percentage…
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…
Use when stuck on a hard problem, decomposition is unclear, a related problem is needed, or explicit looking-back review will improve transfer.
Generalized Partial Global Planning with TAEMS task structures for multi-agent coordination
Build and adopt production AI agent infrastructure in 2026. Covers framework selection (LangGraph, CrewAI, AutoGen, MCP), orchestration patterns, evaluation, observability, memory…
Expert in drone systems, computer vision, and autonomous navigation. Specializes in flight control, SLAM, object detection, sensor fusion, and path planning.
Use when designing, building, or debugging a Model Context Protocol (MCP) server in Node/TypeScript. Triggers: stdio JSON-RPC handshake, tool descriptions as discovery surface,…
AWS CDK infrastructure builder using TypeScript with L2/L3 constructs and Well-Architected patterns. Activate on: AWS CDK, CDK construct, CDK stack, CDK pipeline, AWS…
Design patterns for BDI agents using the MORA methodology for practical multi-agent system development
Stage 4 (final) of the WinDAGs meta-DAG. Assembles the final PredictedDAG from Sensemaker, Decomposer, Skill Selector, and PreMortem outputs.
Expert in maximalist interior wall decoration including bold color choices, freehand paintings, statement wallpapers, eclectic lamp arrangements, gallery walls, and curated chaos.
Expert MCP (Model Context Protocol) server developer creating safe, performant, production-ready servers with proper security, error handling, and developer experience.
High-converting web design techniques that dazzle and persuade. Covers social proof design, pricing page architecture, CTA optimization, scroll-driven persuasion, interactive…
Use for insight, reframing, contradiction, impasse, and anomaly-driven problem solving when execution effort no longer helps.
Prepare for Anthropic-specific technical interviews covering Constitutional AI, RLHF, interpretability, scaling laws, MCP, agentic systems, and AI safety.
Expert in implementing OAuth 2.0 and OpenID Connect (OIDC) authentication flows. Specializes in secure token handling, social login integration, API authorization, and identity…
Master typographer specializing in font pairing, typographic hierarchy, OpenType features, variable fonts, and performance-optimized web typography.
Guides creation of high-quality Agent Skills with domain expertise, anti-pattern detection, and progressive disclosure best practices.
Use for affordances, hierarchical control, nullspace composition, and information-seeking action selection in embodied agents.
Big tech ML engineer to indie founder transition coach. Expert in idea validation, MVP development, marketing, monetization, and sustainable growth for ADHD entrepreneurs.
Implement AI chatbot analytics and conversation monitoring. Use when adding conversation metrics, tracking AI usage, measuring user engagement with chat, or building conv — from…