I Don't Advise on AI. I Build It.
A 39-agent autonomous software factory. Two mobile apps in app store review. Infrastructure that replaces expensive SaaS with self-hosted solutions. When I advise clients on AI strategy, I've already solved the problems they're about to encounter.
39
AI Agents Built
10
Pipeline Stages
8
Departments
2
Apps Shipped
280+
Tests Passing
6+
Sites Managed
MVAT Studio — Autonomous Multi-Agent App Factory
A framework where 39 AI agents autonomously build, test, and ship mobile apps — no human in the loop during pipeline execution. Not a demo. Not a prototype. A production system that has shipped two apps through Apple and Google review.
Architecture
Product
5Strategy, PRDs, Personas, Prioritization, Market Research
Design
5UX, UI, Design System, Interactions, Accessibility
Engineering
8Architecture, Frontend, Backend, Security, DevOps, Code Review
Testing
5Strategy, Unit Tests, Integration Tests, Quality Gate, Auto-Heal
Marketing
5ASO, Content, Social Media, Ad Ops, Launch Coordination
Analytics
5Metrics, Behavior, Crashes, Anomalies, Experiments
Finance
4Revenue, Budget, Forecasting, Spend Alerts
Governance
2Pipeline Judge, Spec Evolver (mutual oversight)
Tiered Model Assignment — Cost Optimization Without Quality Loss
Opus
Production code + critical gates
Sonnet
Content, analysis, design specs
Haiku
Read-only analytics + reporting
Governance Innovation
The hard problem in multi-agent systems isn't making agents that work — it's making them fail safely. All governance is versioned JSON with git-based enforcement hooks. Zero infrastructure.
Circuit Breakers
Auto-trip after 3 consecutive failures, pausing agents before errors cascade through the pipeline.
Pipeline Judge
Independent cross-department validator catching goal drift and hallucination propagation at every stage transition.
Mutual Oversight
The spec-evolver and pipeline-judge cannot modify each other. Only the founder can — eliminating self-modification loops.
Confidence Gating
Auto-execute above 0.85, flag for review at 0.65–0.84, escalate below 0.65. No ambiguous thresholds.
Correction-Driven Learning
Founder feedback as the primary learning signal via append-only correction logs — a feedback loop that compounds over phases.
Assumption Registry
Temporal history of system beliefs — tracking what the system believes, when beliefs changed, and why.
10-Stage Looping Pipeline
Pipeline-judge validates at every stage transition. Stage 10 loops back to Stage 1 with a cross-department synthesis report. Six rollout phases (R1–R6) progressively expanded system autonomy. Current: R6 — full collective autonomy.
Apps Built by the Pipeline
MVAT Focus
Focus Timer · iOS & Android
Pomodoro-style focus timer with free/Pro tiers. Submitted to App Store Connect and Google Play. TestFlight live with 15 testers. Stripe subscriptions processing live payments.
MVAT Mirror
Personality Profiling · iOS & Android
Zero-question personality profiling from real-world behavioral data. No quizzes. No self-reporting. Just signal from music, browsing, and purchase patterns.
Build Over Buy
Systematically replacing subscription SaaS with self-hosted solutions. Full ownership, zero ongoing cost, better observability.
Self-Hosted Link Tracking
Replaced a $30/mo SaaS link tracker with a 15-line route that 301-redirects with UTM parameters. Same functionality, zero ongoing cost.
Auto Social Posting Pipeline
Blog posts auto-syndicate to X and Facebook on deploy. Detects new posts via blob-stored manifest, generates tracked links, prevents duplicate posts.
Daily Founder Digest
GitHub Actions scans governance escalations twice daily and emails a digest via SMTP — only when there are unresolved items.
Multi-Site Orchestration
6+ websites updated simultaneously using parallel sub-agents. Cross-repo changes, deploys, and live verification in a single session.
Browser-as-API Automation
When platforms lack APIs, automated via Playwright — treating the browser as a programmable interface. Gmail aliases, store configs, OAuth setup.
SaaS Replacement Pattern
Systematically replacing subscription tools with self-hosted equivalents. Link tracking, analytics, monitoring — owning the stack.
Stack
AI / ML
- Claude API (Opus / Sonnet / Haiku)
- OpenAI
- Google Gemini
- ElevenLabs
- HeyGen
Mobile
- Expo / React Native
- EAS Build & Submit
- App Store Connect
- Google Play Console
- react-native-iap
Cloud
- Firebase (Firestore, Functions, Auth)
- Netlify (Functions, Blobs, Deploy Hooks)
- GitHub Actions CI/CD
- Stripe (Payments, Subscriptions, Webhooks)
Languages & Frameworks
- TypeScript (primary)
- Python
- Next.js / React
- Node.js
- Bash / Shell scripting
Auth & Security
- Apple Sign-In
- Google OAuth
- Firebase Auth
- OAuth 2.0 / PKCE
- OWASP security patterns
Data & DevOps
- Firestore / NoSQL
- Playwright browser automation
- MCP servers
- Git-based governance
- OTA updates (Expo)
41 Published Articles
Writing at the intersection of AI strategy, autonomous systems, and organizational design.
The Markdown-Defined Company
Memory Moat: Institutional AI Memory
The Latency of Decision
Agentic AI & The Digital Workforce
AI Automation: Where to Start
Custom AI vs. Off-the-Shelf
ROI of AI Automation
Ethical AI & Trust as Architecture
What I Bring to Engagements
Every recommendation is something I've already built. No slide decks without substance. No theory without production evidence.
AI Strategy & Roadmap
Assess where AI creates real value in your business, not where it’s hype. Practical roadmaps with measurable milestones.
Multi-Agent System Design
Architecture, governance, and rollout planning for autonomous AI systems. How to make agents that fail safely and improve over time.
AI-Native Product Development
From concept through app store submission. Full-stack technical advisory for teams building AI-first products.
Automation Audit
Identify manual processes that can be automated with AI. Prioritized by ROI, implemented with your existing stack.
AI Governance & Safety
Circuit breakers, confidence gating, oversight patterns, and audit trails. Making autonomous systems that executives can trust.
Let's Build Something Real
Whether you need AI strategy, multi-agent architecture, or hands-on implementation — I've already done it. Let's talk about your challenge.