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…
Expert DevOps engineer for CI/CD, IaC, Kubernetes, and deployment automation. Activate on: CI/CD, GitHub Actions, Terraform, Docker, Kubernetes, Helm, ArgoCD, GitOps, deployment…
Apply cognitive psychology principles to design discoverable, understandable products through affordances, signifiers, feedback, and conceptual models.
FIPA standard for agent platform management including lifecycle, directory, and communication services
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…
Use when designing rate limiting for an API, choosing between token bucket / sliding window / leaky bucket / fixed window, implementing it in Redis, deciding edge…
Expert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge.
Design and implement Swiss modern websites and product web apps using International Typographic Style: strict grids, typography-led hierarchy, asymmetrical composition,…
Expert API designer for REST, GraphQL, gRPC architectures. Activate on: API design, REST API, GraphQL schema, gRPC service, OpenAPI, Swagger, API versioning, endpoint design, rate…
Engineering methodology for building software systems that autonomously manage themselves through explicit architectural separation and formal guarantees
Expert project manager for ADHD engineers managing multiple concurrent projects. Specializes in hyperfocus management, context-switching minimization, and parakeet-style gentle…
Algorithms for decomposing DAGs into chains for parallel execution and resource optimization
Hierarchical Task Analysis methodology for decomposing complex tasks into structured subtask hierarchies
Privacy-first social features for recovery apps - sponsors, groups, messaging, friend connections. Use for sponsor/sponsee systems, meeting-based groups, peer support, safe…
Domain-Driven Design methodology using bounded contexts, ubiquitous language, and strategic/tactical patterns
Writing informational blog posts that rank in search -- genuine technical content that serves humans AND search engines.
Mental models and decision frameworks for building autonomous agents that continuously learn, explore, and accumulate skills in open-ended environments without human supervision
Applies political philosophy frameworks (Hobbes, Locke, Rousseau, Rawls, Sen, Ostrom) to software architecture decisions -- authority models, resource allocation, capability…
Mobile offline-first architecture with local databases, CRDT conflict resolution, and background sync.
Application of Six Sigma quality methodology to AI agent process improvement and reliability
Orchestrate multi-agent collaborative document synthesis through 6 phases - Divergence, Synthesis, Commentary, Consolidation, Reality Check, Final Merge.
Master of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation.
Classic mathematical problem-solving methodology: understand, plan, execute, review
Foundational distributed computing algorithms for consensus, coordination, and fault tolerance
Use when a Postgres query is slow, p99 latency regressed after deploy, EXPLAIN ANALYZE output needs interpretation, the planner is choosing the wrong index, dead tuples are…
Long-lived transaction pattern using compensation-based rollback for distributed system consistency
Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples, extracting color palettes, typography patterns, layout systems,…
Generate pixel art diagrams and infographics in retro 16-bit SNES aesthetic — recovery education visuals, flowcharts, data visualizations, process diagrams with dithering and…
Use when designing caching strategies (cache-aside, write-through, write-behind), implementing distributed locks, building rate limiters, leaderboards, real-time streams…
Comprehensive SEO, discoverability, and AI crawler optimization for web projects. Use for technical SEO audits, llms.txt/robots.txt setup, schema markup, social launch strategies…
Use when building APIs on Hono (Cloudflare Workers, Bun, Deno, Node), debugging route ordering, wiring middleware, validating with @hono/zod-validator, returning streaming…
Process, analyze, and visualize geospatial data at scale. Handles drone imagery, GPS tracks, GeoJSON optimization, coordinate transformations, and tile generation.
Master typographer specializing in font pairing, typographic hierarchy, OpenType features, variable fonts, and performance-optimized web typography.
Prepare high-quality datasets for LLM fine-tuning with filtering, deduplication, augmentation, and RLHF data formatting.
Representations for hierarchical skill structures including knowledge graphs and ontological decomposition
Vaporwave + glassomorphic UI designer for photo/memory apps. Masters SwiftUI Material effects, neon pastels, frosted glass blur, retro-futuristic design.
First agent in the WinDAGs meta-DAG. Receives raw problem descriptions and produces a validated ProblemUnderstanding for downstream agents (Decomposer, PreMortem).
Failure pattern scanning and risk assessment for WinDAGs DAGs. Runs after decomposition but before execution.
Supabase administration, RLS policies, migrations, and schema design. Use for database architecture, Row Level Security, performance tuning, auth integration.
Declarative programming framework for optimizing LLM prompts through compilation and automatic tuning
Interview techniques using rapport-building to improve information quality and yield from sources
Stage 4 (final) of the WinDAGs meta-DAG. Assembles the final PredictedDAG from Sensemaker, Decomposer, Skill Selector, and PreMortem outputs.
Builds, validates, schedules, and dynamically modifies DAG execution graphs. Decomposes problems into nodes with dependencies, performs topological sorting, detects cycles,…
DataLoader, subscriptions, federation, and schema stitching for GraphQL APIs. Activate on: GraphQL, DataLoader, subscription, federation, schema stitching, resolver, SDL, Apollo,…
Post-execution skill crystallization and learning engine updates for WinDAGs. Runs after successful execution to update Thompson sampling parameters, track method quality, detect…
Frontend stack decisions, Cloudflare deployment patterns, component systems, and internal tools architecture.
Build automated LLM evaluation pipelines with benchmarks, regression tests, RAGAS, and human eval workflows.
Use when debugging asyncio event-loop hangs, blocking calls inside coroutines, asyncio.gather vs TaskGroup choice, cancellation handling, structured concurrency, mixing sync and…
Turn formally verified infrastructure into developer adoption with talks, blog posts, onboarding docs, venue strategy, and community building for TLA+, model checking, mechanism…
AI-powered career biographer that conducts empathetic interviews, extracts structured career narratives, and transforms professional stories into portfolios, CVs, and personal…
Deep analysis of knowledge distillation techniques for compressing large models into smaller efficient ones
Apply Raft's design principles for building understandable, reliable distributed and multi-agent systems
Use operads to formally model hierarchical task decomposition for multi-agent systems. Covers typed composition, wiring diagrams, and the relationship to DAG-of-agents…
Build audio transcription pipelines with Whisper, Deepgram, and AssemblyAI including speaker diarization and real-time streaming.
Tunneling for AI agent systems — exposing local services to the internet and connecting agents across network boundaries.
Multi-stage Docker build optimizer for minimal, secure production images. Activate on: Dockerfile optimization, multi-stage build, distroless image, container size reduction,…
Facilitate collaborative, emotionally aware conversations and guide toward productive dialogue. Use when the user wants de-escalation, mutual understanding, structured discussion,…
The living embodiment of WinDAGs V3 — the AI orchestration platform where agents accumulate genuine expertise.
API migration strategies, deprecation workflows, and header/URL/content versioning. Activate on: API versioning, backward compatibility, deprecation, breaking change, API…
Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression