Skip to content

swade1987/stoodio-agents

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

12 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Stoodio Agents

261 world-class specialists. 7 legendary teams. Zero mediocrity.

Stoodio Agents is a collection of AI-powered specialist teams that bring the expertise of industry legends to your product development workflow. Each team is structured like a professional agency with a lead orchestrator coordinating domain specialists.

Think of it as having access to Dieter Rams, Gary Halbert, Andrej Karpathy, Roger Martin, Marty Cagan, and 256 other legends on speed dial.


The Teams

Team Lead Specialists What They Do
Strategy Team strategy-lead 17 agents Intake, questioning, briefs, planning, orchestration
AI Team ai-lead 50 agents Platform expertise, prompt engineering, RAG, agents, safety
Data Team data-lead 50 agents Pipelines, data science, quality, visualization, prediction
Growth Team growth-lead 35 agents Customer acquisition, copywriting, SEO, brand strategy
UX Team ux-lead 48 agents Research, design philosophy, visual language, UI design
Dev Team dev-lead 42 agents Architecture, coding principles, implementation, review
QA Team qa-lead 18 agents Testing, quality assurance, accessibility, security

Strategy Team

17 specialists who turn vague ideas into actionable plans. The "big boss" layer.

The Strategy Team is where every project begins. They receive project descriptions, ask the hard questions, create briefs, decide which teams are needed, and orchestrate execution. This team includes the authors of "Playing to Win," "7 Powers," "Inspired," "Obviously Awesome," and other foundational strategy texts.

The Roster

Functional Agents (5)

The operational core of strategic work.

Agent Role Deployed For
the-questioner Challenges assumptions, finds gaps Surfacing risks, validating ideas
the-pragmatist Reality checks on resources/timeline Grounding ambitious plans
product-strategist User needs, market fit Product-market fit analysis
technical-strategist Feasibility, architecture implications Technical risk assessment
brief-writer Crisp project briefs (Pyramid Principle) Creating single source of truth

Strategy Legends (6)

The authors who defined modern strategy.

Agent Known For Deployed For
roger-martin Playing to Win, 5 strategic questions Strategic choice, where-to-play
hamilton-helmer 7 Powers, competitive moats Sustainable advantage, barriers
michael-porter 5 Forces, value chains Competitive positioning
jim-collins Good to Great, Level 5 Leadership Organizational excellence
clayton-christensen Disruption theory, Jobs to be Done Innovation strategy, JTBD
barbara-minto Pyramid Principle, structured thinking Clear communication

Product Strategy Legends (6)

The experts who defined modern product work.

Agent Known For Deployed For
marty-cagan Inspired, Empowered, SVPG Product discovery, empowered teams
april-dunford Obviously Awesome, positioning Product positioning, sales pitch
gibson-biddle DHM framework, Netflix strategy Delight + hard-to-copy + margin
teresa-torres Continuous Discovery Habits Opportunity solution trees
melissa-perri Escaping the Build Trap Outcome-focused product
claire-hughes-johnson Scaling People, Stripe COO Operations, organizational design

Strategy Team Deployment Examples

"I have a product idea - help me think it through" → strategy-lead deploys: the-questioner, product-strategist, marty-cagan, april-dunford

"Plan a new initiative" → strategy-lead deploys: roger-martin, hamilton-helmer, the-pragmatist, brief-writer

"We're stuck on strategic direction" → strategy-lead deploys: michael-porter, jim-collins, clayton-christensen, the-questioner

"Prepare for a major product launch" → strategy-lead deploys: april-dunford, gibson-biddle, claire-hughes-johnson, brief-writer

"Full strategic review of a project" → strategy-lead deploys: the-questioner → [relevant strategists] → the-pragmatist → brief-writer

How Strategy Team Works

The Strategy Team is the entry point for all major projects:

  1. Intake - strategy-lead receives project description
  2. Questioning - the-questioner surfaces gaps and assumptions
  3. Strategic Analysis - relevant legendary strategists provide perspective
  4. Reality Check - the-pragmatist grounds everything
  5. Brief Creation - brief-writer produces the canonical brief
  6. Plan Presentation - strategy-lead presents plan for approval
  7. Handoff - approved brief goes to execution teams (AI, Data, Growth, UX, Dev, QA)

Data Team

50 specialists who transform raw chaos into trusted, actionable intelligence.

The Data Team includes the creators of Hadoop, Airflow, dbt, and tidyverse, the pioneers of dimensional modeling and causal inference, and the engineers who built production data systems at scale. They know data pipelines, statistical analysis, and data quality inside out.

The Roster

Data Science Legends (6)

The visionaries who defined modern data science.

Agent Known For Deployed For
dj-patil First US Chief Data Scientist Data product thinking, data culture
cassie-kozyrkov Google Chief Decision Scientist Decision intelligence, statistical thinking
hadley-wickham Tidyverse creator, ggplot2 Tidy data, data wrangling
andrew-gelman Bayesian Data Analysis, Stan Hierarchical models, Bayesian methods
rob-hyndman forecast package, time series Forecasting methodology
judea-pearl Causal inference, DAGs Causality, counterfactuals

Data Engineering Pioneers (5)

The builders of data infrastructure.

Agent Known For Deployed For
maxime-beauchemin Airflow, Superset creator Pipeline orchestration, BI
tristan-handy dbt Labs founder Analytics engineering
doug-cutting Hadoop creator Distributed data processing
erik-bernhardsson Luigi, Annoy, Spotify recs ML pipelines, workflow systems
holden-karau Spark expert, author Distributed computing, performance

Data Modeling & Architecture (4)

The architects of data structure.

Agent Known For Deployed For
ralph-kimball Dimensional modeling, star schemas Data warehouse design
bill-inmon Data warehouse father Enterprise data architecture
data-modeler Schema design Entity relationships
lakehouse-architect Medallion architecture Modern data platforms

Data Visualization (4)

The masters of showing data.

Agent Known For Deployed For
edward-tufte Data-ink ratio, visual excellence Visualization principles
stephen-few Dashboard design BI dashboards, information display
viz-developer D3.js, Plotly, interactive viz Custom visualizations
dashboard-designer Tableau, Looker, Power BI BI tool dashboards

Data Quality & Governance (4)

The guardians of data trust.

Agent Known For Deployed For
barr-moses Monte Carlo, data observability Data reliability
data-quality-specialist Validation, profiling Quality rules, anomaly detection
data-governance-lead Policies, compliance Data catalog, governance
data-steward Domain ownership Documentation, stewardship

ETL & Pipeline (4)

The builders of data highways.

Agent Known For Deployed For
pipeline-architect End-to-end design Pipeline architecture
etl-developer Extract-Transform-Load ETL implementation
data-integration-specialist APIs, CDC, connectors System integration
stream-processing-engineer Kafka, Flink, real-time Streaming pipelines

Analytics Engineering (4)

The bridge between data and decisions.

Agent Known For Deployed For
analytics-engineer dbt models, testing Analytics layer
dbt-developer Macros, packages dbt implementation
metrics-layer-specialist Semantic layer Metric definitions
semantic-layer-architect Universal metrics Enterprise metrics

Statistics & Inference (4)

The rigorous thinkers.

Agent Known For Deployed For
statistician Hypothesis testing Experimental analysis
bayesian-analyst Probabilistic modeling Uncertainty quantification
causal-inference-specialist DAGs, counterfactuals Causal analysis
experimental-design-expert A/B testing, power analysis Experiment design

Prediction & Forecasting (4)

The seers of future data.

Agent Known For Deployed For
forecasting-specialist ARIMA, Prophet, ensembles Production forecasting
time-series-analyst Trend, seasonality Time series exploration
predictive-modeler ML models, feature engineering Prediction models
demand-planner Inventory, capacity Business forecasting

Feature Engineering (3)

The signal extractors.

Agent Known For Deployed For
feature-engineer Feature creation, selection Feature development
feature-store-architect Feast, Tecton Feature infrastructure
data-transformation-specialist Normalization, encoding Data prep

Data Observability (3)

The watchers of data health.

Agent Known For Deployed For
data-observability-engineer Monitoring, alerting Pipeline health
data-reliability-engineer SLOs, incident response Data reliability
data-sla-manager Contracts, reporting SLA management

Data Janitor Squad (5)

The investigators and cleaners.

Agent Known For Deployed For
data-forensics Entity extraction, cross-document linking Investigation
data-validator Match validation, confidence scoring Quality gates
data-cleaner Standardization, deduplication Data cleaning
data-mapper Relationship visualization Network analysis
data-wrangler Format conversion, schema reconciliation Data wrangling

Data Team Deployment Examples

"Build a data warehouse" → data-lead deploys: ralph-kimball, data-modeler, lakehouse-architect, etl-developer

"Implement data quality monitoring" → data-lead deploys: barr-moses, data-observability-engineer, data-quality-specialist, data-reliability-engineer

"Create forecasting system" → data-lead deploys: rob-hyndman, forecasting-specialist, time-series-analyst, feature-engineer

"Investigate data for entity connections" → data-lead deploys: data-forensics, data-validator, data-cleaner, data-mapper

"Design analytics layer with dbt" → data-lead deploys: tristan-handy, analytics-engineer, dbt-developer, metrics-layer-specialist


AI Team

50 specialists who built, trained, and deployed the AI systems everyone uses.

The AI Team includes Nobel Prize winners, the creators of GPT and AlphaFold, the inventors of RLHF and Constitutional AI, and the engineers who build production AI at scale. They know Claude, GPT, and Gemini inside out.

The Roster

AI Pioneers (6)

The legends who built modern AI.

Agent Known For Deployed For
geoffrey-hinton Godfather of Deep Learning, Nobel 2024 Neural architecture, training fundamentals
yann-lecun Meta Chief AI Scientist, CNNs, world models Vision AI, self-supervised learning
andrej-karpathy Tesla Autopilot, Zero to Hero, nanoGPT Practical implementation, training
ilya-sutskever GPT architect, AlexNet, SSI founder Scaling laws, alignment research
demis-hassabis DeepMind CEO, AlphaGo, AlphaFold, Nobel 2024 Scientific AI, reinforcement learning
fei-fei-li ImageNet creator, Human-Centered AI Computer vision, AI ethics

Claude Specialists (5)

Anthropic experts for Claude-specific work.

Agent Known For Deployed For
dario-amodei Anthropic CEO, Constitutional AI AI strategy, safety-first design
chris-olah Mechanistic interpretability pioneer Understanding model internals
amanda-askell Claude character/personality design Prompt design, persona creation
jan-leike Alignment Science lead, superalignment Safety mechanisms, RLHF strategy
claude-engineer MCP, Claude Code, Anthropic API Claude integration, tool use

GPT Specialists (4)

OpenAI experts for GPT/Codex work.

Agent Known For Deployed For
lilian-weng LLM agents blog, Safety Systems Agent architecture, safety
john-schulman PPO inventor, RLHF pioneer Training optimization, reward models
gpt-engineer OpenAI API, Assistants, function calling GPT integration, API patterns
codex-specialist Code generation, Copilot patterns AI coding assistants

Gemini Specialists (4)

Google DeepMind experts for Gemini work.

Agent Known For Deployed For
jeff-dean Google Chief Scientist, TensorFlow Infrastructure at scale
gemini-engineer Gemini API, model selection Gemini integration, grounding
gemini-cli-expert Terminal AI, agentic coding Command-line AI tools
multimodal-specialist Vision, audio, video AI Image/video understanding

Prompt Engineering (4)

Masters of prompt craft.

Agent Known For Deployed For
elvis-saravia DAIR.AI, Prompt Engineering Guide Prompt frameworks, best practices
simon-willison Datasette, coined "prompt injection" Security, practical tooling
prompt-architect System prompts, production patterns Production prompt systems
chain-of-thought-specialist Reasoning prompts, Tree of Thought Complex reasoning tasks

AI Agents & Orchestration (4)

Multi-agent and workflow specialists.

Agent Known For Deployed For
harrison-chase LangChain founder, Deep Agents Agent frameworks, orchestration
joao-moura CrewAI founder, role-based agents Multi-agent teams
agent-architect Agent design patterns, state machines Agent system design
tool-use-specialist Function calling, MCP servers Tool integration

RAG & Retrieval (4)

Retrieval-augmented generation experts.

Agent Known For Deployed For
rag-architect End-to-end RAG systems RAG pipeline design
embedding-specialist Vector search, similarity Embedding optimization
chunking-strategist Document processing Chunk size, overlap
reranking-specialist Result optimization Search quality tuning

Memory & Context (4)

Long context and memory system experts.

Agent Known For Deployed For
charles-packer MemGPT inventor, Letta Memory architecture
context-engineer Window optimization Token efficiency
long-context-specialist Million-token strategies Long document processing
memory-architect Persistent AI memory Memory system design

Safety & Alignment (3)

AI safety specialists.

Agent Known For Deployed For
alignment-researcher Constitutional AI, RLHF Safety architecture
red-team-specialist Jailbreak detection Security testing
safety-evaluator Guardrails, content filtering Safety systems

Fine-Tuning (3)

Training and adaptation experts.

Agent Known For Deployed For
rlhf-specialist Human feedback training RLHF pipelines
lora-expert LoRA, QLoRA, efficient tuning Parameter-efficient training
dpo-specialist Direct Preference Optimization Simplified alignment

Evaluation (3)

Benchmarking and quality experts.

Agent Known For Deployed For
wei-lin-chiang LMSYS Chatbot Arena Model comparison
benchmark-designer Eval frameworks Custom benchmarks
quality-analyst Performance metrics Quality monitoring

Token Optimization (3)

Efficiency and cost experts.

Agent Known For Deployed For
inference-optimizer Latency, throughput Production inference
token-economist Cost analysis Budget optimization
quantization-specialist Model compression Size reduction

AI Education (3)

Teachers and community builders.

Agent Known For Deployed For
sebastian-raschka "Build LLM From Scratch" Deep technical education
andrew-ng DeepLearning.AI, Coursera Curriculum design
clem-delangue Hugging Face CEO Open source strategy

AI Team Deployment Examples

"Build a Claude-based product" → ai-lead deploys: claude-engineer, amanda-askell, prompt-architect, context-engineer, safety-evaluator

"Implement RAG for our documentation" → ai-lead deploys: rag-architect, chunking-strategist, embedding-specialist, reranking-specialist

"Design a multi-agent system" → ai-lead deploys: harrison-chase, joao-moura, agent-architect, tool-use-specialist, memory-architect

"Optimize our AI costs" → ai-lead deploys: token-economist, inference-optimizer, quantization-specialist, context-engineer


Growth Team

35 legends who built the playbooks everyone else studies.

The Growth Team includes the people who coined "growth hacking," wrote the copywriting books, built billion-dollar brands, and created the frameworks you learned from. They've collectively generated tens of billions in revenue.

The Roster

Growth Hackers & PLG (6)

The architects of viral loops and product-led growth.

Agent Known For Deployed For
sean-ellis Coined "growth hacking", Dropbox, LogMeIn Activation, retention, experimentation
andrew-chen Uber growth, a16z, The Cold Start Problem Network effects, marketplace cold starts
brian-balfour Reforge CEO, HubSpot VP Growth Growth models, retention loops
hiten-shah Crazy Egg, KISSmetrics, FYI SaaS growth, customer research
lenny-rachitsky #1 Substack, ex-Airbnb growth Marketplace growth, PLG metrics
emily-kramer Asana/Carta marketing, MKT1 B2B marketing, go-to-market

Copywriting Legends (7)

The masters of persuasion who generated billions through words.

Agent Known For Deployed For
david-ogilvy Father of Advertising, Ogilvy & Mather Brand advertising, research-driven copy
gary-halbert The Boron Letters, $109M coat of arms letter Direct response, sales letters
eugene-schwartz Breakthrough Advertising Market awareness, headline mastery
claude-hopkins Scientific Advertising Measurable results, testing
joe-sugarman BluBlocker, emotional triggers Long-form copy, storytelling
dan-kennedy No B.S. Marketing, GKIC Direct marketing, high-ticket offers
gary-bencivenga World's best living copywriter A/B testing, control-beating copy

Content & SEO (4)

The traffic architects who own page one.

Agent Known For Deployed For
neil-patel Ubersuggest, NP Digital, Crazy Egg SEO strategy, content marketing
brian-dean Backlinko, Skyscraper Technique Link building, on-page SEO
rand-fishkin Moz founder, SparkToro Audience research, SEO strategy
peep-laja CXL, Wynter Conversion optimization, landing pages

Brand & Viral (5)

The philosophers who understand why ideas spread.

Agent Known For Deployed For
seth-godin Purple Cow, Permission Marketing, Tribes Remarkable positioning, tribe building
kevin-kelly 1000 True Fans, Wired founding editor Creator economy, superfan strategy
al-ries Positioning, 22 Immutable Laws Category creation, positioning
jonah-berger Contagious, STEPPS framework Word-of-mouth, viral design
ryan-holiday Growth Hacker Marketing, Trust Me I'm Lying Guerrilla PR, media strategy

Modern Growth Entrepreneurs (6)

The builders who scaled audiences and businesses in the creator era.

Agent Known For Deployed For
noah-kagan AppSumo founder, OkDork, $85M+ Validation, launch strategies
shaan-puri My First Million, Milk Road Idea generation, newsletters
sam-parr The Hustle (8-fig exit to HubSpot) Newsletter growth, viral content
alex-hormozi $100M Offers, $100M Leads, Acquisition.com Offers, lead generation
sahil-bloom 1.5M+ newsletter, creator economy Twitter/X growth, personal brand
james-clear Atomic Habits, 2M+ newsletter Behavior change, newsletter strategy

CMOs & Brand Executives (7)

The executives who transformed global brands.

Agent Known For Deployed For
bozoma-saint-john Apple/Uber/Netflix CMO, Hall of Fame Bold brand moves, culture marketing
ann-lewnes Adobe CMO Enterprise marketing, digital transformation
hiroki-asai Airbnb Global Marketing, ex-Apple Brand campaigns, creative direction
leslie-berland Twitter/Peloton CMO Brand repositioning, social-first
linda-boff GE CMO B2B brand, content marketing
marc-mentry Capital One "What's in Your Wallet" Brand campaigns, taglines
antonio-lucio HP/Facebook/PepsiCo CMO Global brand, diversity marketing

Growth Team Deployment Examples

"Launch my SaaS product" → growth-lead deploys: sean-ellis, noah-kagan, alex-hormozi, brian-balfour

"Write sales copy for this landing page" → growth-lead deploys: gary-halbert, eugene-schwartz, joe-sugarman, peep-laja

"Build SEO content strategy" → growth-lead deploys: brian-dean, neil-patel, rand-fishkin, sam-parr

"Position my brand in a crowded market" → growth-lead deploys: al-ries, seth-godin, david-ogilvy, kevin-kelly


UX Team

48 legendary designers and researchers. The world's greatest design agency.

From Don Norman (who invented the term "UX") to Dieter Rams (whose 10 principles shaped Apple's entire aesthetic), this team includes the actual people whose books, principles, and work define modern design.

The Roster

Research Specialists (15)

They define problems and validate solutions.

Agent Expertise Deployed For
don-norman Human-centered design, affordances Any project - foundational
jakob-nielsen Usability heuristics, evaluation Usability audits
erika-hall Efficient research, right questions Lean projects
jared-spool Strategic research, org alignment Enterprise, stakeholders
indi-young Mental models, deep understanding Complex behaviors
steve-portigal User interviews, story extraction Qualitative research
steve-krug Usability testing, simplification "Don't make me think"
alan-cooper Personas, goal-directed design User definition
kim-goodwin Scenarios, requirements Requirements gathering
whitney-quesenbery Storytelling, accessibility Inclusive design
leah-buley Lean methods, constraints Small teams
jan-chipchase Field research, global contexts International
cyd-harrell Civic design, public sector Government
susan-weinschenk Behavioral science Psychology-informed design
gregg-bernstein Research operations Scaling research

Product & Industrial Designers (10)

They design physical things and product philosophy.

Agent Expertise Deployed For
dieter-rams Less but better, functionalism Minimalism, essentials
james-dyson Engineering, relentless iteration Innovation, problem-solving
charles-ray-eames Constraint-driven, joy Constraints as features
jony-ive Obsessive refinement, Apple Premium, polish
naoto-fukasawa Intuitive, invisible design "Without thought"
philippe-starck Democratic, playful Accessible luxury
marc-newson Organic futurism Future-forward aesthetics
karim-rashid Sensual minimalism Bold form, color
patricia-urquiola Texture, craft Material-focused
yves-behar Purpose, sustainability Impact-driven

Brand & Graphic Designers (11)

They create visual identity and brand systems.

Agent Expertise Deployed For
paul-rand Timeless logos, visual wit Logo design, brand marks
paula-scher Large-scale typography Environmental, bold type
saul-bass Symbolic power, motion Logos, motion graphics
aaron-draplin Bold simplicity, Americana Honest, workwear-inspired
massimo-vignelli Systematic grids Design systems, structure
stefan-sagmeister Provocative, emotional Experimental, boundary-pushing
milton-glaser Conceptual, iconic Cultural impact, posters
jessica-walsh Bold color, emotion Attention-demanding
michael-bierut Strategic identity Corporate identity
herb-lubalin Typography as art Expressive type, wordmarks
neville-brody Rule-breaking, punk Anti-establishment

Digital & UI Designers (10)

They shape digital experiences.

Agent Expertise Deployed For
dann-petty Bold digital, landing pages Marketing sites, portfolios
marc-hemeon Product strategy at scale Product design, teams
tobias-van-schneider Premium, immersive High-end experiences
rauno-freiberg Motion, performance Animations, interactions
pablo-stanley Illustration systems Illustrated interfaces
julie-zhuo Product at scale Large product teams
brian-lovin Systems thinking Design systems, dev tools
claudio-guglieri Enterprise with soul Enterprise that's not boring
mike-creative-mints Visual craft High-fidelity polish
david-kelley Design thinking Innovation, process

Leadership (2)

They set culture and direction.

Agent Expertise Deployed For
tina-roth-eisenberg Joy-driven, community Final check: does it spark joy?

UX Team Deployment Examples

"Design a new mobile app" → ux-lead deploys: don-norman, jony-ive, naoto-fukasawa, rauno-freiberg, steve-krug

"Create brand identity for a startup" → ux-lead deploys: paul-rand, massimo-vignelli, paula-scher, michael-bierut

"Redesign our enterprise dashboard" → ux-lead deploys: julie-zhuo, claudio-guglieri, brian-lovin, jakob-nielsen


Dev Team

42 legendary developers who built the tools we all use.

This isn't a list of consultants. These are the actual creators of Linux, Git, Python, JavaScript, React, Node.js, Go, Rust, and more. The people who wrote the books on clean code, refactoring, and distributed systems.

The Roster

Language Creators (11)

The architects of the tools themselves.

Agent Created Deployed For
linus-torvalds Linux, Git Systems programming, kernel-level
dennis-ritchie C, Unix Low-level, language foundations
ken-thompson Unix, B, Go, UTF-8 OS design, concurrency
bjarne-stroustrup C++ Performance-critical systems
rob-pike Go, Plan 9, UTF-8 Simplicity, concurrent services
anders-hejlsberg TypeScript, C#, Delphi Type systems, developer tools
chris-lattner Swift, LLVM, Clang, Mojo Apple platforms, compilers, AI
guido-van-rossum Python Readable code, scripting, data
yukihiro-matsumoto Ruby Programmer happiness, elegance
brendan-eich JavaScript Web platform, dynamic languages
graydon-hoare Rust Memory safety, systems

Framework Creators (9)

The builders of ecosystems.

Agent Created Deployed For
dhh Ruby on Rails Full-stack, convention over config
jordan-walke React Component architecture, UI
evan-you Vue.js, Vite Progressive frameworks, build tools
rich-harris Svelte Compiler-as-framework
guillermo-rauch Next.js, Socket.io, Vercel Full-stack JS, deployment
ryan-dahl Node.js, Deno JavaScript runtimes, async I/O
tj-holowaychuk Express, Koa, Mocha Node.js ecosystem, APIs
taylor-otwell Laravel Elegant PHP
matt-mullenweg WordPress CMS, open source

Architecture & Patterns (5)

The authors of how we build software.

Agent Known For Deployed For
martin-kleppmann DDIA Data architecture, distributed systems
martin-fowler Refactoring, PEAA Patterns, enterprise architecture
robert-martin SOLID, Clean Code Clean code, craftsmanship
kent-beck XP, TDD, JUnit Test-driven development
sandi-metz POODR Object-oriented design

React Core (2)

The architects of React's evolution.

Agent Known For Deployed For
dan-abramov Redux State management, React internals
sebastian-markbage Hooks, Concurrent Mode React architecture, TC39

Cloud & Infrastructure (3)

The builders of the platform.

Agent Known For Deployed For
werner-vogels AWS Architecture Cloud design, distributed systems
urs-holzle Google Cloud Infrastructure, data centers
kelsey-hightower Kubernetes advocacy Container orchestration

AI/ML Platforms (6)

The minds behind AI.

Agent Known For Deployed For
jeff-dean MapReduce, TensorFlow, Transformers ML infrastructure, scale
demis-hassabis AlphaGo, AlphaFold, Gemini Scientific AI, DeepMind
ilya-sutskever AlexNet, GPT Deep learning, OpenAI
andrej-karpathy Tesla Autopilot Computer vision, AI education
chris-olah Mechanistic Interpretability Understanding neural networks
dario-amodei Constitutional AI, Claude AI safety, Anthropic

Game & Graphics (2)

The pioneers of real-time rendering.

Agent Known For Deployed For
john-carmack id Tech, Doom, Quake 3D graphics, game engines
tim-sweeney Unreal Engine Game engines, real-time

Animation (2)

The masters of motion.

Agent Known For Deployed For
matt-perry Framer Motion, Motion React animation, spring physics
jack-doyle GSAP Timeline animation, ScrollTrigger

Performance (2)

The optimizers.

Agent Known For Deployed For
addy-osmani DevTools, Lighthouse Web performance
jesse-james-garrett Ajax, Elements of UX Async interfaces

Dev Team Deployment Examples

"Build a React application" → dev-lead deploys: jordan-walke, dan-abramov, guillermo-rauch, matt-perry, robert-martin

"Design a distributed system" → dev-lead deploys: martin-kleppmann, werner-vogels, kelsey-hightower, linus-torvalds

"Build an AI/ML pipeline" → dev-lead deploys: jeff-dean, andrej-karpathy, chris-olah, guido-van-rossum


QA Team

18 specialized QA agents. Professional testing as a service.

The QA Team brings enterprise-grade testing methodology across platforms, infrastructure, quality dimensions, and specialized domains. They don't just find bugs - they ensure quality.

The Roster

qa-lead (orchestrator)
├── Platform Specialists
│   ├── qa-web         (React, Vue, Angular, PWA, cross-browser)
│   ├── qa-ios         (XCUITest, SwiftUI, Universal Links)
│   ├── qa-tvos        (Focus Engine, Siri Remote, 10-foot UI)
│   ├── qa-watchos     (Complications, WatchKit, HealthKit)
│   ├── qa-android     (Espresso, Compose, App Links)
│   └── qa-flutter     (Widget tests, golden testing)
│
├── Infrastructure Specialists
│   ├── qa-api         (REST, GraphQL, gRPC, contract testing)
│   └── qa-backend     (Kafka, RabbitMQ, databases, caching)
│
├── Quality Dimension Specialists
│   ├── qa-security    (OWASP Top 10, auth, injection)
│   ├── qa-performance (k6, chaos engineering, Core Web Vitals)
│   └── qa-accessibility (WCAG, screen readers, keyboard nav)
│
├── Methodology Specialists
│   ├── qa-exploratory (Session-based testing, heuristics)
│   └── qa-automation  (Framework design, CI/CD, POM)
│
└── Domain Specialists
    ├── qa-payments    (Stripe, Square, PCI compliance)
    ├── qa-media       (HLS, DASH, DRM, adaptive bitrate)
    └── qa-i18n        (Localization, RTL, Unicode)

QA Team Deployment Examples

"Test my iOS payment app" → qa-lead deploys: qa-ios, qa-payments, qa-security, qa-accessibility

"Full web application testing" → qa-lead deploys: qa-web, qa-api, qa-performance, qa-automation

"Streaming media testing" → qa-lead deploys: qa-media, qa-web, qa-performance, qa-accessibility


How It Works

The Workflow

For full product builds, teams work sequentially:

Strategy Team → AI Team → Data Team → Growth Team → UX Team → Dev Team → QA Team
      │             │           │            │            │          │          │
      │             │           │            │            │          │          └── Test everything
      │             │           │            │            │          └── Build to UX spec
      │             │           │            │            └── Research, design, create UX Plan
      │             │           │            └── Define positioning, channels, messaging
      │             │           └── Design data pipelines, analytics, ML features
      │             └── Design AI architecture, prompts, integration
      └── Intake, question, brief, plan, orchestrate

Orchestration

Each team lead:

  1. Assesses the project and selects the right specialists
  2. Spawns agents sequentially, passing context forward
  3. Compresses phase outputs before the next phase
  4. Compiles the final deliverable

Deployment Commands

Command What Happens
"Deploy strategy team for [task]" strategy-lead questions, plans, and creates brief
"Deploy AI team for [task]" ai-lead selects and coordinates AI specialists
"Deploy data team for [task]" data-lead selects and coordinates data specialists
"Deploy growth team for [task]" growth-lead selects and coordinates growth specialists
"Deploy UX team for [task]" ux-lead selects and coordinates design specialists
"Deploy dev team for [task]" dev-lead selects and coordinates development specialists
"Deploy QA team for [task]" qa-lead selects and coordinates testing specialists
"Deploy [specific agent]" Direct deployment of individual specialist

Example: Full AI Product Build

Input: "Build a Claude-powered document Q&A system"

  1. Strategy Team → Question assumptions, strategic analysis, create brief
  2. AI Team → RAG architecture, prompt design, context strategy
  3. Data Team → Data pipeline, embedding storage, quality monitoring
  4. Growth Team → Positioning, acquisition strategy, pricing
  5. UX Team → Research, design principles, visual language, UI specs
  6. Dev Team → Architecture, implementation, code review
  7. QA Team → Testing across platforms, performance, accessibility

Philosophy

Why Legendary Personas?

These aren't random experts. They're the actual people who:

  • Won Nobel Prizes for neural networks and protein folding
  • Coined the terms we use (growth hacking, UX, positioning, prompt injection)
  • Wrote the books we study (Playing to Win, 7 Powers, Inspired, DDIA, Clean Code)
  • Built the tools we use daily (Linux, Git, React, Python, LangChain, Airflow, dbt)
  • Created the frameworks we follow (5 Forces, DHM, SOLID, 10 Principles, Constitutional AI)

When you deploy andrej-karpathy, you get neural network expertise from the person who built Tesla Autopilot. When you deploy roger-martin, you get strategic thinking from the #1 ranked management thinker. When you deploy marty-cagan, you get product strategy from the most influential person in the product space.

Quality Standards

Each team has explicit quality criteria:

Strategy Team: Clear problem definition, validated assumptions, actionable brief, realistic plan AI Team: Production-ready AI systems with safety, cost optimization, and reliability Data Team: Trusted pipelines, accurate models, clean data, reliable observability Growth Team: Clear positioning, measurable channels, offers that convert UX Team: Awwwards-worthy (40% design, 30% usability, 20% creativity, 10% content) Dev Team: Clean, tested, documented, production-ready code QA Team: Comprehensive test coverage, zero critical issues, performance verified


Getting Started

  1. Pick a team based on your needs
  2. Describe your project to the team lead
  3. The lead selects specialists based on project type
  4. Specialists are deployed sequentially, each building on the last
  5. Final deliverable is compiled by the lead

License

MIT


261 specialists. 7 teams. Built for people who refuse to ship mediocre work.

About

Specialized AI agent teams for building products

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors