Structure and analyze arguments using the Toulmin model (Claim-Data-Warrant-Backing-Qualifier-Rebuttal).
BDI (Beliefs-Desires-Intentions) agency framework for designing autonomous agents with mental state architectures
Cooperative vibe coding across machines — real-time collaborative development with humans and AI agents.
Use when debugging asyncio event-loop hangs, blocking calls inside coroutines, asyncio.gather vs TaskGroup choice, cancellation handling, structured concurrency, mixing sync and…
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,…
Techniques for surfacing implicit, hard-to-articulate knowledge that experts use in practice
Use for rapport, elicitation, transcript audit, interview design, and disclosure-yield analysis by auditing attention, coordination, and typed yield instead of vague warmth or…
Supabase administration, RLS policies, migrations, and schema design. Use for database architecture, Row Level Security, performance tuning, auth integration.
Systematic methodology for eliciting, representing, and operationalizing expert cognitive skills—pattern recognition, situation assessment, mental simulation—from practitioners…
Classic mathematical problem-solving methodology: understand, plan, execute, review
Foundational impossibility result proving consensus cannot be guaranteed in asynchronous systems with even one faulty process
Expert in developer tool documentation as a product. Activate on: docs site, getting started guide, API reference, developer documentation, Docusaurus, Mintlify, Nextra, ReadMe,…
Version-control, parameterize, and A/B test LLM prompt templates with Git-native workflows. Activate on: prompt versioning, prompt templates, A/B test prompts, manage prompts,…
Blue-green and canary deployment orchestrator with traffic shifting and automated rollback. Activate on: blue-green deployment, canary release, rolling deployment, traffic…
When tackling a task that requires domain expertise beyond general coding ability — architecture patterns, framework-specific gotchas, deployment strategies, security…
Implement paywalls, subscription billing, and feature gating in web applications. Covers Stripe/Lemon Squeezy/Paddle integration, subscription lifecycle management, React/Next.js…
Expert in visualizing and explaining braid theory, knot mathematics, and topological concepts for educational purposes.
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,…
Foundational theory for process-oriented concurrency through synchronous message-passing, applicable to multi-agent coordination and parallel decomposition
Expert causal reasoning and mental model construction for diagnosis and prediction in complex domains
Research linking rapport quality in interviews to information yield and intelligence value
Algorithms for decomposing DAGs into chains for parallel execution and resource optimization
Warehouse cost reduction, auto-scaling, query optimization, and lifecycle policies for data infrastructure.
Optimize React apps for 60fps performance. Implements memoization, virtualization, code splitting, bundle optimization. Use for slow renders, large lists, bundle bloat.
Expert interior designer with deep knowledge of space planning, color theory (Munsell, NCS), lighting design (IES standards), furniture proportions, and AI-assisted visualization.
Frontend stack decisions, Cloudflare deployment patterns, component systems, and internal tools architecture.
Design and implement Swiss modern websites and product web apps using International Typographic Style: strict grids, typography-led hierarchy, asymmetrical composition,…
App Store and Google Play submission automator with Fastlane, screenshot automation, metadata management, and TestFlight/internal testing.
Decides HOW to mutate a DAG when a node fails, quality is below threshold, or new information changes the plan.
Review of Cognitive Systems Engineering applications and current practice in safety-critical domains
Use when designing webhook endpoints (Stripe/GitHub/Slack/internal), implementing HMAC signature verification, ensuring idempotency on retries, handling out-of-order events,…
Prepare high-quality datasets for LLM fine-tuning with filtering, deduplication, augmentation, and RLHF data formatting.
Choose, compare, and decompose work into the right coordination topology: dag, workflow, manager-driven team, swarm, blackboard, team-builder, or recurring loop.
Formal framework for modeling intelligent agents through Beliefs, Desires/Goals, and Intentions as distinct mental states with rigorous semantics
Manage feature manifests for code traceability. Use when creating new features, updating existing features, checking feature health, or exploring the feature-to-code relationship.
Second agent in the WinDAGs meta-DAG. Receives a ProblemUnderstanding from the Sensemaker and produces a validated DecompositionResult -- a DAG with skill assignments, wave…
Digital equity and trauma-informed design for marginalized populations. Activate on "accessibility", "offline-first", "trauma-informed", "reentry", "recovery population", "shared…
Mobile accessibility compliance expert for VoiceOver, TalkBack, Dynamic Type, and WCAG mobile guidelines.
Optimize web images for performance with Next.js Image, responsive srcset, AVIF/WebP, lazy loading, and blur placeholders.
Interview techniques using rapport-building to improve information quality and yield from sources
FIPA standard library of agent interaction protocols for structured multi-agent communication
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…
ShadowBox training method for accelerating expertise transfer through expert decision comparison exercises
Designs the first screen visitors see — the hero section. Layout patterns (split, centered, asymmetric, full-bleed), navbar design, headline typography, CTAs, background…
Build face recognition systems with InsightFace, ArcFace, enrollment pipelines, HDBSCAN clustering, and privacy-compliant architecture.
Build production CI/CD pipelines with GitHub Actions. Implements matrix builds, caching, deployments, testing, security scanning.
PgBouncer, connection optimization, and pooling strategies for database performance. Activate on: connection pool, PgBouncer, database connections, pool size, connection limit,…
Writing informational blog posts that rank in search -- genuine technical content that serves humans AND search engines.
Failure pattern scanning and risk assessment for WinDAGs DAGs. Runs after decomposition but before execution.
Use when CPU usage is high, memory grows unboundedly, goroutines leak, mutex contention shows in traces, or escape analysis suggests excess heap allocation.
Automated discovery and matching of agent skills for dynamic task routing and capability assessment
Write neuroscientific, peer-oriented drug education content that roots experiences in body/brain mechanisms.
Temporal interval algebra for reasoning about time relationships in planning and knowledge representation
Audit and maintain a skill bundle so every bundled asset is reachable from SKILL.md or its directory's INDEX.md.
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…
Implementing the `Idempotency-Key` HTTP header pattern (Stripe-pioneered, IETF-standardizing) so retries don't double-charge or duplicate side effects — full Postgres schema with…
Matches natural language task descriptions to appropriate skills using semantic similarity, ranks candidates by fit and performance history, and maintains the skill catal — from…
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…
Master dark mode UI design with atmospheric theming, WCAG accessibility, and cross-platform best practices.
Mobile payment integration for Stripe, Apple Pay, Google Pay, in-app purchases, and subscription management.