Recognition-Primed Decision model explaining how experts rapidly match situations to learned patterns
Whether you need to and how to hire staff in remote states for legal document preparation — UPL concerns, the legal information vs legal advice line, LDA/LDP programs by state,…
Android background task specialist for WorkManager, Foreground Services, Doze mode, and battery optimization.
Terraform and OpenTofu infrastructure as code — module design, state management, multi-environment setups, remote backends, secrets management, CI/CD integration.
Naturalistic decision-making research showing how experts make decisions through recognition-primed processes
Tunneling for AI agent systems — exposing local services to the internet and connecting agents across network boundaries.
SHOP2 hierarchical task network planner for automated planning through recursive task decomposition
Creates breathtaking iOS/Mac and web apps with organic, non-AI aesthetic. Expert in SwiftUI, React animations, physics-based motion, and human-crafted design.
Compiling formal invariants (TLA+, Alloy, temporal logic) into runtime monitors that continuously audit agent coordination daemons.
Design and implement systematic checklists that reduce errors by 30-50% in complex, high-stakes domains (medicine, aviation, construction, finance).
dbt Core/Cloud data transformations, testing, documentation, and CI/CD. Activate on: dbt, data transformation, analytics engineering, ref, source, staging model, mart, dbt test.
Build production computer vision pipelines for object detection, tracking, and video analysis. Handles drone footage, wildlife monitoring, and real-time detection.
Expert in photorealistic and stylized VR avatar systems for Apple Vision Pro, Meta Quest, and cross-platform metaverse.
Token bucket, sliding window, and Redis-based rate limiting for API protection. Activate on: rate limiting, throttling, token bucket, sliding window, API abuse, DDoS protection,…
The living embodiment of WinDAGs V3 — the AI orchestration platform where agents accumulate genuine expertise.
Jetpack Compose navigation expert with type-safe routes, Hilt DI, and MVVM/MVI architecture. Activate on: Jetpack Compose navigation, Compose type-safe routes, Hilt dependency…
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,…
Large-scale data migrations with validation, rollback, and zero-downtime strategies. Activate on: data migration, database migration, zero-downtime migration, dual-write,…
Adversarial reviewer for The Federated Harbor whitepaper — the third paper in the Curiositech sequence after Anchor and Bonded Commons.
Formal verification approach to LLM evaluation ensuring correctness and consistency in automated judging
Logs and scores skill usage quality, tracking output effectiveness, user satisfaction signals, and improvement opportunities.
Graph algorithms for detecting and resolving cycles in directed graphs and workflow definitions
Builds, rehabilitates, audits, and hardens premium production web apps from a durable design-system contract.
Detects and fixes color contrast violations using WCAG 2.1 guidelines and perceptual analysis. Expert in contrast ratio calculation, color blindness simulation, and providing…
Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine editorial, vision boards, mood boards, social media collages,…
Generates starter component code using design tokens. Creates React/Vue/Svelte components with proper token usage, variants, and accessibility built in.
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.
Builds comprehensive design systems and design bibles with production-ready CSS. Expert in design tokens, component libraries, CSS architecture.
Extend and modify the admin dashboard, developer portal, and operations console. Use when adding new admin tabs, metrics, monitoring features, or internal tools.
Cloudflare Workers, KV, Durable Objects, and edge computing development. Use for serverless APIs, caching, rate limiting, real-time features.
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…
Post-execution skill crystallization and learning engine updates for WinDAGs. Runs after successful execution to update Thompson sampling parameters, track method quality, detect…
Automatically intercepts and optimizes prompts using the prompt-learning MCP server. Learns from performance over time via embedding-indexed history.
Implementing the relying-party (server) side of WebAuthn / passkeys to replace passwords — the registration ceremony, the authentication ceremony, the verification steps the…
Comprehensive survey of LLM-based task planning methods including decomposition, search, and execution strategies
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…
Expert data engineer for ETL/ELT pipelines, streaming, data warehousing. Activate on: data pipeline, ETL, ELT, data warehouse, Spark, Kafka, Airflow, dbt, data modeling, star…
Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples, extracting color palettes, typography patterns, layout sy — from…
Coaches behavioral and values-fit interview preparation with negative framing, deep follow-ups, introspection, and mission alignment.
Guides creation of high-quality Agent Skills with domain expertise, anti-pattern detection, and progressive disclosure best practices.
IBM's autonomic computing vision for self-managing systems with self-configuration, healing, optimization, and protection
Building resilient distributed systems with circuit breakers, retries with full-jitter exponential backoff, retry budgets (per-request 3-attempt + per-client 10% ratio per Google…
Defensive counterpart to federated-harbor-redteam: closes the smells that red team opens against The Federated Harbor whitepaper.
Expert in voice synthesis, TTS, voice cloning, podcast production, speech processing, and voice UI design via ElevenLabs integration.
Apache Airflow DAGs, operators, SLA monitoring, and workflow orchestration. Activate on: Airflow, DAG, operator, sensor, scheduler, task dependency, SLA, backfill, XCom.
Use when implementing or reviewing OAuth 2.0 / OAuth 2.1 / OpenID Connect from scratch in a real codebase, choosing a flow (authorization code + PKCE, client credentials, BFF),…
Design decisions for when and what sounds to use in web apps, mobile apps, and desktop native apps — plus how to create them with AI.
Application of naturalistic decision-making research to law enforcement expertise and field decisions
Strategic analyst that maps competitive landscapes, identifies white space opportunities, and provides positioning recommendations.
Methodology for eliciting expert knowledge about cognitive processes, decisions, and mental models in complex tasks
Applies insights from MetaGPT paper on how structured communication, role specialization, and SOPs prevent coordination failures in multi-agent LLM systems
Apply the foundational taxonomy of workflow control patterns to evaluate, design, and debug complex coordination systems.
Centralized log pipeline architect with structured logging, Fluentd/Vector, and retention policies. Activate on: log aggregation, structured logging, Fluentd, Vector, Loki, ELK…
Use when designing caching strategies (cache-aside, write-through, write-behind), implementing distributed locks, building rate limiters, leaderboards, real-time streams…
Organizing digital life for legacy, emergency access, and death preparedness. Specializes in password management, account documentation, digital asset preservation, and ensuring…
Introduce people to AI, agentic AI, and AI skills with appropriate pedagogy for any audience. Covers LLM analogies, progressive complexity paths, aha-moment demos,…
FIPA standard library of communicative acts (speech acts) for agent-to-agent messaging semantics
Creates realistic ocean and water wave effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques.
Philosophy of science methodology examining how research programs evolve through proofs and refutations
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…