The living embodiment of WinDAGs V3 — the AI orchestration platform where agents accumulate genuine expertise.
Git branching strategies, conflict resolution, rebase workflows, monorepo patterns, and advanced operations like cherry-pick, bisect, and reflog recovery.
Use when building content-heavy sites with Astro, deciding between SSG/SSR/hybrid, choosing client directives (idle/visible/load/media), structuring content collections with…
Expert bot developer specializing in Discord, Telegram, Slack automation with deep knowledge of rate limiting, state machines, event sourcing, moderation systems, and…
Systematic research methodology for formulating problems, building evidence-based arguments, and communicating findings in academic contexts.
Expert in visualizing and explaining braid theory, knot mathematics, and topological concepts for educational purposes.
Build responsive layouts with CSS Grid, container queries, fluid typography, clamp(), and mobile-first design.
Use for rapport, elicitation, transcript audit, interview design, and disclosure-yield analysis by auditing attention, coordination, and typed yield instead of vague warmth or…
Declarative programming framework for optimizing LLM prompts through compilation and automatic tuning
Applies political philosophy frameworks (Hobbes, Locke, Rousseau, Rawls, Sen, Ostrom) to software architecture decisions -- authority models, resource allocation, capability…
Apply hierarchical decomposition and structural exploitation strategies from DAG theory to complex system design, problem-solving, and abstraction challenges
API gateway and reverse proxy configuration with Kong, Nginx, Traefik, routing, and auth middleware. Activate on: API gateway, reverse proxy, Kong, Nginx, Traefik, load balancer,…
Longitudinal memory tracking, philosophy teaching, and personal accountability with compassion. Expert in pattern recognition, Stoicism/Buddhism, and growth guidance.
Mental models and decision frameworks for building autonomous agents that continuously learn, explore, and accumulate skills in open-ended environments without human supervision
Use when wrangler deploys silently fail or produce wrong artifacts, secrets upload as empty strings, custom domain DNS is not resolving, route assignment broke after rename,…
Expert in temporal event detection, spatio-temporal clustering (ST-DBSCAN), and photo context understanding.
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…
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…
Comprehensive test automation specialist covering unit, integration, and E2E testing strategies. Expert in Jest, Vitest, Playwright, Cypress, pytest, and modern testing…
Designing TanStack Query (React Query) v5 for server-state management — query key factories, staleTime vs gcTime, partial-match invalidation, optimistic updates with rollback,…
Deterministic pixel art upscaling using EPX/Scale2x, hq2x/hq4x, and xBR algorithms that add valid sub-pixels through pattern recognition.
Extract keyframes, detect scenes, and build CLIP-indexed temporal search over video content. Activate on: keyframe extraction, scene detection, video search, video indexing,…
Implement executable BDI reasoning with explicit negation, paraconsistent revision, trigger-based commitment updates, and abduction.
Use when designing caching strategies (cache-aside, write-through, write-behind), implementing distributed locks, building rate limiters, leaderboards, real-time streams…
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,…
Logs and scores skill usage quality, tracking output effectiveness, user satisfaction signals, and improvement opportunities.
Design roadside signs and large-format ads for businesses, especially automotive dealers. Use for pylon signs, monument signs, lot banners, highway billboards, digital roadside…
Build offline-first web apps with Service Workers, Workbox, background sync, and progressive enhancement strategies.
Professional network graph analyst identifying Gladwellian superconnectors, mavens, and influence brokers using betweenness centrality, structural holes theory, and multi — from…
Use when designing a background-job system, choosing between BullMQ / Sidekiq / RQ / Temporal / SQS, deciding queue-vs-workflow, sizing concurrency vs rate limits, building…
Build production computer vision pipelines for object detection, tracking, and video analysis. Handles drone footage, wildlife monitoring, and real-time detection.
Compiling formal invariants (TLA+, Alloy, temporal logic) into runtime monitors that continuously audit agent coordination daemons.
Expert in cluttering -- the lesser-known fluency disorder characterized by rapid/irregular speech rate, excessive disfluencies, and frequent ADHD comorbidity.
Defensive counterpart to federated-harbor-redteam: closes the smells that red team opens against The Federated Harbor whitepaper.
Expert personal finance coach with deep knowledge of tax optimization, investment theory (MPT, factor investing), retirement mathematics (Trinity Study, SWR research), and…
Engineering methodology for building software systems that autonomously manage themselves through explicit architectural separation and formal guarantees
Graph algorithms for detecting and resolving cycles in directed graphs and workflow definitions
Strategic framework for eliciting and orchestrating reasoning in LLM-based agents through structured decomposition
Designs human-in-the-loop review points for DAG workflows. Determines what to present to the human, how to collect feedback, and how to route approve/reject/modify decisions back…
Organizing digital life for legacy, emergency access, and death preparedness. Specializes in password management, account documentation, digital asset preservation, and ensuring…
Guides the practical path from 'we have no design system' or 'we have a mess' to a real, functional design system.
Formal game theory for advisory file claims and repeated agent interactions. Analyze Nash equilibria in claim signaling games, apply the folk theorem to sustain cooperation under…
Use when designing discriminated unions, debugging control-flow analysis, choosing satisfies vs as, building branded types, writing user-defined type guards, or composing…
Time-travel debugging for DAG executions. Inspect agent state at any node, replay decisions with modified inputs, compare execution traces side-by-side, and identify where…
Long-lived transaction pattern using compensation-based rollback for distributed system consistency
CQRS pattern, event stores, projections, eventual consistency. Activate on: CQRS, event sourcing, event store, read model, projection, aggregate, domain event, command handler.
Generalized Partial Global Planning with TAEMS task structures for multi-agent coordination
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…
Structure persuasive speeches and formal arguments in forensic, legal, policy, and competitive debate styles.
Applies insights from MetaGPT paper on how structured communication, role specialization, and SOPs prevent coordination failures in multi-agent LLM systems
Construct the strongest, fairest version of someone's position before engaging with it. Use when the user wants to understand opposing viewpoints, prepare for debate, ensure fair…
Failure diagnosis, DAG mutation, and escalation engine for the WinDAGs meta-DAG. Receives failure information and quality vectors from the Evaluator.
Implements real-time bidirectional communication between DAG execution engines and visualization dashboards via WebSocket.
Build automated LLM evaluation pipelines with benchmarks, regression tests, RAGAS, and human eval workflows.
Analyze bonded agent systems, escrow workflows, slashing rules, oracle trust, Sybil cost, and front-running risk in protocols where agents post bonds or stake reputation.
Strategic patterns for solving intractable problems through cascading approximation, self-improvement, and heterogeneous evaluation from DeepMind's AlphaGo system
Generates starter component code using design tokens. Creates React/Vue/Svelte components with proper token usage, variants, and accessibility built in.
Build face recognition systems with InsightFace, ArcFace, enrollment pipelines, HDBSCAN clustering, and privacy-compliant architecture.
Use when designing rate limiting for an API, choosing between token bucket / sliding window / leaky bucket / fixed window, implementing it in Redis, deciding edge…
Process, analyze, and visualize geospatial data at scale. Handles drone imagery, GPS tracks, GeoJSON optimization, coordinate transformations, and tile generation.