Terraform and OpenTofu infrastructure as code — module design, state management, multi-environment setups, remote backends, secrets management, CI/CD integration.
Creates unique web designs with brand identity, color palettes, typography, and modern UI/UX patterns.
Build production CI/CD pipelines with GitHub Actions. Implements matrix builds, caching, deployments, testing, security scanning.
Creates realistic ocean and water wave effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques.
Plan database migrations before executing them: risk assessment, dependency mapping, multi-service sequencing, rollback budgets, and stakeholder communication plans.
Apply Raft's design principles for building understandable, reliable distributed and multi-agent systems
Prepare high-quality datasets for LLM fine-tuning with filtering, deduplication, augmentation, and RLHF data formatting.
Expert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal l — from…
Expert in writing OpenAPI 3.0/3.1 specifications for REST APIs. Specializes in schema design, documentation best practices, API-first development, and tooling integration.
Orchestrate multi-agent collaborative document synthesis through 6 phases - Divergence, Synthesis, Commentary, Consolidation, Reality Check, Final Merge.
Patterns for vibe coding that produce production-quality output instead of garbage. Covers prompt engineering for AI coding, verification without reading every line,…
Use when designing, building, or debugging a Model Context Protocol (MCP) server in Node/TypeScript. Triggers: stdio JSON-RPC handshake, tool descriptions as discovery surface,…
Implementing the relying-party (server) side of WebAuthn / passkeys to replace passwords — the registration ceremony, the authentication ceremony, the verification steps the…
Choosing a Postgres connection pool mode that matches your workload — pgBouncer session/transaction/statement modes, the prepared-statement story (pgBouncer 1.21+), Supabase…
Methodology for eliciting expert knowledge about cognitive processes, decisions, and mental models in complex tasks
Design Kafka consumer groups that survive rebalances, hit the right delivery guarantee (at-most/at-least/exactly-once), and handle poison messages without stalling the topic.
Prepares for hiring manager rounds at Staff+ (L6+) level — scope of impact, influence without authority, ambiguity navigation, mentorship, strategic thinking.
Implement high-performance list virtualization for 100K+ item datasets using TanStack Virtual and react-window.
OpenTelemetry, distributed tracing, Grafana, and Datadog for full-stack observability. Activate on: observability, tracing, OpenTelemetry, Grafana, Datadog, metrics, logging, APM,…
Expert DevOps engineer for CI/CD, IaC, Kubernetes, and deployment automation. Activate on: CI/CD, GitHub Actions, Terraform, Docker, Kubernetes, Helm, ArgoCD, GitOps, deployment…
Generate hand-drawn style diagrams and infographics for recovery education articles. Creates anatomist's notebook aesthetic visuals - brain diagrams, timelines, social…
Classic software engineering text on project management, Brooks's Law, and the nature of software complexity
Build production document ingestion pipelines with chunking, embedding, and vector DB storage. Activate on: document ingestion, chunking strategy, embedding pipeline, vector DB…
Failure pattern scanning and risk assessment for WinDAGs DAGs. Runs after decomposition but before execution.
Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring.
Implement WCAG 2.2 AA/AAA compliance with automated testing, keyboard navigation, screen reader support, and focus management.
Collage as a web design aesthetic — overlapping elements, mixed media, cut-out shapes, scrapbook layouts, and editorial magazine spreads adapted for the web.
Operations, debugging, and optimization for DAG workflows. Performs root cause analysis on failures, profiles execution performance, aggregates results from parallel branches,…
Prepare for L6+ coding interviews — in-memory databases, concurrency, state management, iterative follow-ups.
Optimize React apps for 60fps performance. Implements memoization, virtualization, code splitting, bundle optimization. Use for slow renders, large lists, bundle bloat.
Marketing and promotion specialist for Claude ecosystem technology - MCP servers, skills, plugins, and agents.
Matches natural language task descriptions to appropriate skills using semantic similarity, ranks candidates by fit and performance history, and maintains the skill catal — from…
Generate cross-modal embeddings with CLIP, SigLIP, and ImageBind for text-image-audio search. Activate on: multimodal search, text-to-image search, cross-modal embeddings, CLIP…
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,…
Apache Airflow DAGs, operators, SLA monitoring, and workflow orchestration. Activate on: Airflow, DAG, operator, sensor, scheduler, task dependency, SLA, backfill, XCom.
Build audio transcription pipelines with Whisper, Deepgram, and AssemblyAI including speaker diarization and real-time streaming.
Systematic methodology for eliciting, representing, and operationalizing expert cognitive skills—pattern recognition, situation assessment, mental simulation—from practitioners…
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…
Framework for coordinating meaning across autonomous agents that use different conceptual models, vocabularies, and knowledge representations.
Snowflake, BigQuery, clustering, partitioning, and materialized views for warehouse performance. Activate on: Snowflake, BigQuery, Redshift, query optimization, clustering,…
Generate Kubernetes YAML manifests for deployments, services, ingress, configmaps, and other resources with best practices.
PgBouncer, connection optimization, and pooling strategies for database performance. Activate on: connection pool, PgBouncer, database connections, pool size, connection limit,…
Second agent in the WinDAGs meta-DAG. Receives a ProblemUnderstanding from the Sensemaker and produces a validated DecompositionResult -- a DAG with skill assignments, wave…
DataLoader, subscriptions, federation, and schema stitching for GraphQL APIs. Activate on: GraphQL, DataLoader, subscription, federation, schema stitching, resolver, SDL, Apollo,…
Generate legally-sound terms of service, privacy policies, and medical disclaimers for recovery and wellness applications. Expert in HIPAA, GDPR, CCPA compliance.
SwiftUI data flow expert with @Observable, SwiftData, NavigationStack, and structured concurrency. Activate on: SwiftUI state management, @Observable, SwiftData, NavigationStack,…
Use when building server-driven UIs with htmx, designing hx-* attribute compositions, choosing swap strategies (innerHTML/outerHTML/morph), wiring out-of-band updates, integrating…
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.
GOMS cognitive modeling methodology for analyzing human-computer interaction task performance
Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion.
Architecture skill for building winDAGs.ai — a system that solves arbitrary problems with DAGs of skillful agents.
Star schema, snowflake schema, SCD types, and Kimball methodology for analytical data modeling. Activate on: dimensional model, star schema, snowflake schema, SCD, fact table,…
Multi-agent coordination daemon for coding agents. Use for deterministic port claims, session tracking, salvage, file claims, notes, pub/sub, tuple-space coordination, background…
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 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…
Logic-based agent programming language implementing BDI architecture for practical autonomous agent development
Big tech ML engineer to indie founder transition coach. Expert in idea validation, MVP development, marketing, monetization, and sustainable growth for ADHD entrepreneurs.
Daily protection and relapse prevention companion for people in recovery. Expert in identifying high-risk situations, managing triggers, maintaining accountability, encouraging…
Comprehensive benchmark suite for evaluating LLM agents across diverse interactive environments