Performance optimization and continuous improvement for sobriety.tools recovery app. Use for load time optimization, offline capability, crisis detection, performance monitoring,…
Comprehensive treatment of algorithmic game theory covering mechanism design, auctions, and equilibrium computation
Use when designing matrix builds (OS x version x dimension), composing reusable workflows, gating jobs on conditions, doing OIDC to AWS/GCP/Cloudflare without long-lived secrets,…
Use for bounded reasoning, partial planning, commitment policy, deliberation cost, and reconsideration-threshold design instead of assuming free deliberation.
Apply the foundational taxonomy of workflow control patterns to evaluate, design, and debug complex coordination systems.
CI/CD caching optimizer for dependency caching, Docker layer caching, and build speed improvements. Activate on: CI cache, build speed, dependency caching, Docker layer cache,…
Architect scalable styling systems with Tailwind v4, CSS Modules, design tokens, dynamic theming, and container queries.
Expert in maximalist interior wall decoration including bold color choices, freehand paintings, statement wallpapers, eclectic lamp arrangements, gallery walls, and curated chaos.
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…
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…
Operations, debugging, and optimization for DAG workflows. Performs root cause analysis on failures, profiles execution performance, aggregates results from parallel branches,…
CQRS pattern, event stores, projections, eventual consistency. Activate on: CQRS, event sourcing, event store, read model, projection, aggregate, domain event, command handler.
Designs ethical engagement systems for wellness apps — onboarding, habit loops, streaks, re-engagement, and push strategy that serve user health over retention metrics.
Decides HOW to mutate a DAG when a node fails, quality is below threshold, or new information changes the plan.
Implementing distributed tracing with W3C Trace Context — the byte-precise `traceparent` and `tracestate` header formats, OpenTelemetry's W3CTraceContextPropagator as the modern…
Expert in cluttering -- the lesser-known fluency disorder characterized by rapid/irregular speech rate, excessive disfluencies, and frequent ADHD comorbidity.
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,…
Framework for coordinating meaning across autonomous agents that use different conceptual models, vocabularies, and knowledge representations.
Use when building content-heavy sites with Astro, deciding between SSG/SSR/hybrid, choosing client directives (idle/visible/load/media), structuring content collections with…
Creates comprehensive documentation for design systems - token tables, usage guidelines, component examples, and accessibility notes.
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…
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,…
Epistemic logic for multi-agent perceptual systems — Kripke models, vision sets, public announcement as coordination primitive, and satisfiability-as-reconfiguration applied to…
Manage DAG execution lifecycles including start, stop, pause, resume, and cleanup. Activate on 'execution lifecycle', 'stop execution', 'abort DAG', 'graceful shutdown', 'kill…
Expert in background job processing with Bull/BullMQ (Redis), Celery, and cloud queues. Implements retries, scheduling, priority queues, and worker management.
Formal verification approach to LLM evaluation ensuring correctness and consistency in automated judging
Defensive counterpart to federated-harbor-redteam: closes the smells that red team opens against The Federated Harbor whitepaper.
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,…
dbt Core/Cloud data transformations, testing, documentation, and CI/CD. Activate on: dbt, data transformation, analytics engineering, ref, source, staging model, mart, dbt test.
Plan and run manager-led, role-based teams where assignments change by round, roles may be added midstream, and the manager decides when the work is ready to ship.
Flutter state management expert with BLoC/Cubit, Riverpod, Provider, and Navigation 2.0 (GoRouter). Activate on: Flutter state management, BLoC pattern, Cubit, Riverpod, Provider,…
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 AI-curated…
Application of naturalistic decision-making research to law enforcement expertise and field decisions
State management, checkpoint architecture, and recovery strategy selection for WinDAGs V3 execution infrastructure.
Build production computer vision pipelines for object detection, tracking, and video analysis. Handles drone footage, wildlife monitoring, and real-time detection.
Build production document ingestion pipelines with chunking, embedding, and vector DB storage. Activate on: document ingestion, chunking strategy, embedding pipeline, vector DB…
Build image generation pipelines with Stable Diffusion, FLUX, ControlNet, LoRA, and ComfyUI workflows.
Implement executable BDI reasoning with explicit negation, paraconsistent revision, trigger-based commitment updates, and abduction.
Review of Cognitive Systems Engineering applications and current practice in safety-critical domains
Decision-theoretic framework for agents embedded within the environments they model and act upon
SwiftUI data flow expert with @Observable, SwiftData, NavigationStack, and structured concurrency. Activate on: SwiftUI state management, @Observable, SwiftData, NavigationStack,…
React Native 0.76+ architect with New Architecture, Fabric renderer, TurboModules, and production navigation/state patterns.
Use when building server-driven UIs with htmx, designing hx-* attribute compositions, choosing swap strategies (innerHTML/outerHTML/morph), wiring out-of-band updates, integrating…
Mobile payment integration for Stripe, Apple Pay, Google Pay, in-app purchases, and subscription management.
Creates realistic ocean and water wave effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques.
Star schema, snowflake schema, SCD types, and Kimball methodology for analytical data modeling. Activate on: dimensional model, star schema, snowflake schema, SCD, fact table,…
Comprehensive UX analysis using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering.
Cross-cultural communication frameworks for understanding discourse patterns across cultures
iOS Core Data architect for persistent storage, CloudKit sync, schema migrations, and SwiftData migration.
Expert in end-to-end testing with Playwright, the modern cross-browser testing framework. Specializes in test generation, page object patterns, visual regression testing, and…
Using LLMs as automated evaluators for comparing chatbot responses with Chatbot Arena methodology
Architectural patterns for building agent systems that dynamically decompose complex tasks, generate specialized subagents just-in-time, and prevent cascading failures through…
Expert personal finance coach with deep knowledge of tax optimization, investment theory (MPT, factor investing), retirement mathematics (Trinity Study, SWR research), and…
Diagnose and eliminate the GraphQL N+1 resolver explosion using Facebook DataLoader's per-request batching, plus the second-order defenses (persisted queries, depth limits, cost…
Build responsive layouts with CSS Grid, container queries, fluid typography, clamp(), and mobile-first design.
Jason multi-agent platform implementing AgentSpeak(L) for practical BDI agent programming and deployment
OpenTelemetry, distributed tracing, Grafana, and Datadog for full-stack observability. Activate on: observability, tracing, OpenTelemetry, Grafana, Datadog, metrics, logging, APM,…
Use when changing schema on a live production database without dropping traffic, doing expand/contract migrations, backfilling new columns on million-plus-row tables, dual-writing…
Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring.
Defensive security and mechanization fleet for the Port Daddy whitepapers (Bonded Commons, Anchor Protocol).