IBM's autonomic computing vision for self-managing systems with self-configuration, healing, optimization, and protection
Use for rapport, elicitation, transcript audit, interview design, and disclosure-yield analysis by auditing attention, coordination, and typed yield instead of vague warmth or…
Introduce people to AI, agentic AI, and AI skills with appropriate pedagogy for any audience. Covers LLM analogies, progressive complexity paths, aha-moment demos,…
Design composable custom React hooks with proper dependency management, testing with renderHook, and reusable patterns.
Meta-skill that orchestrates the discourse skill suite: routes between steel-man-argument, socratic-questioning, toulmin-argument-analysis, logical-fallacy-detector,…
Application architecture patterns and code organization — clean architecture, hexagonal architecture, feature-based structure, dependency inversion, module boundaries, SOLID…
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…
Choosing between Server-Sent Events and WebSockets for real-time client connections, and implementing whichever you pick correctly — SSE wire format per WHATWG, WebSocket frame…
Adversarial security review fleet for the Port Daddy whitepapers (Bonded Commons, Anchor Protocol). Use when a paper version is being prepared, when a coordination/cryptographic…
Automate Kubernetes deployment lifecycle: kubectl rollouts, GitOps sync (ArgoCD/Flux), namespace and secret management, rollout monitoring, and failed deployment troubleshooting.
Design roadside signs and large-format ads for businesses, especially automotive dealers. Use for pylon signs, monument signs, lot banners, highway billboards, digital roadside…
Architecture skill for building winDAGs.ai — a system that solves arbitrary problems with DAGs of skillful agents.
Comprehensive benchmark suite for evaluating LLM agents across diverse interactive environments
Models of naturalistic decision-making including recognition-primed decisions, sensemaking, and mental simulation
Use when building Grafana dashboards backed by Prometheus, Loki, or Tempo, designing PromQL/LogQL queries, wiring template variables, setting alert rules, building SLO dashboards,…
Design patterns for BDI agents using the MORA methodology for practical multi-agent system development
Builds, rehabilitates, audits, and hardens premium production web apps from a durable design-system contract.
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)…
Expert MCP (Model Context Protocol) server developer creating safe, performant, production-ready servers with proper security, error handling, and developer experience.
Foundational theory for process-oriented concurrency through synchronous message-passing, applicable to multi-agent coordination and parallel decomposition
Professional network graph analyst identifying Gladwellian superconnectors, mavens, and influence brokers using betweenness centrality, structural holes theory, and multi-source…
Two-stage review engine with four-layer quality model for the WinDAGs meta-DAG. Receives completed node outputs and produces ReviewResult containing QualityVector.
Digital equity and trauma-informed design for marginalized populations. Activate on "accessibility", "offline-first", "trauma-informed", "reentry", "recovery population", "shared…
Snowflake, BigQuery, clustering, partitioning, and materialized views for warehouse performance. Activate on: Snowflake, BigQuery, Redshift, query optimization, clustering,…
Soft UI / neumorphism design — tactile interfaces using paired light and dark box-shadows on matching-background elements.
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.
Expert causal reasoning and mental model construction for diagnosis and prediction in complex domains
Master dark mode UI design with atmospheric theming, WCAG accessibility, and cross-platform best practices.
Coaches behavioral and values-fit interview preparation with negative framing, deep follow-ups, introspection, and mission alignment.
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.
Build and adopt production AI agent infrastructure in 2026. Covers framework selection (LangGraph, CrewAI, AutoGen, MCP), orchestration patterns, evaluation, observability, memory…
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…
JADE platform for building FIPA-compliant multi-agent systems with standardized agent communication
Naturalistic decision-making research showing how experts make decisions through recognition-primed processes
Audit and maintain a skill bundle so every bundled asset is reachable from SKILL.md or its directory's INDEX.md.
Model organizations as BDI systems with filtered perception, discourse-shaped desires, accommodations, and abstraction-level hierarchy.
Apply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
Foundational cognitive science theory of human problem-solving through heuristic search in problem spaces
Plan database migrations before executing them: risk assessment, dependency mapping, multi-service sequencing, rollback budgets, and stakeholder communication plans.
Android background task specialist for WorkManager, Foreground Services, Doze mode, and battery optimization.
Generate legally-sound terms of service, privacy policies, and medical disclaimers for recovery and wellness applications. Expert in HIPAA, GDPR, CCPA compliance.
Architects Port Daddy's outbound-only event relay and the zero-trust crypto stack that governs it — PKI choice (ACME vs OIDC vs Web-of-Trust), per-publisher Merkle event chains,…
Framework for deliberate problem-solving with LLMs through exploration of branching reasoning paths
Choose multi-agent architectures using environment-first analysis, coordination pressure, commitment tuning, and knowledge levels.
Expert bot developer specializing in Discord, Telegram, Slack automation with deep knowledge of rate limiting, state machines, event sourcing, moderation systems, and…
Criminal record expungement laws across all 50 US states and DC — eligibility rules, waiting periods, filing processes, fees, Clean Slate laws, automatic expungement provisions.
Systematic framework for resurrecting and modernizing legacy codebases through archaeology, resurrection, and rejuvenation phases.
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…
Guides the practical path from 'we have no design system' or 'we have a mess' to a real, functional design system.
Generates starter component code using design tokens. Creates React/Vue/Svelte components with proper token usage, variants, and accessibility built in.
Real-time communication coach for navigating partner/relationship texts. Analyzes incoming messages for emotional subtext, suggests thoughtful responses, helps de-escalate…
Warehouse cost reduction, auto-scaling, query optimization, and lifecycle policies for data infrastructure.
Comprehensive survey of LLM-based task planning methods including decomposition, search, and execution strategies
Use when adding distributed tracing, debugging missing spans, fixing W3C traceparent propagation, configuring OTLP exporters (gRPC vs HTTP), choosing sampling strategies, setting…
Systematic research methodology for formulating problems, building evidence-based arguments, and communicating findings in academic contexts.
Patterns for vibe coding that produce production-quality output instead of garbage. Covers prompt engineering for AI coding, verification without reading every line,…
Strategic framework for eliciting and orchestrating reasoning in LLM-based agents through structured decomposition
Design performant animation systems with Framer Motion, GSAP, View Transitions API, and spring physics.
A framework for building rational agents that can recognize, evaluate, and selectively adopt norms while resolving conflicts through consequence-based reasoning.
Generate Kubernetes YAML manifests for deployments, services, ingress, configmaps, and other resources with best practices.