Ship-Ready: Full-Spectrum AI Development
Beyond Vibe Coding—Turn AI-Generated Code Into Production Systems You Can Trust
AI-generated code that 'just works' is often hiding technical debt, unverifiable logic, and slow-burn bugs. Learn the full-spectrum process that turns vibe coding into engineering.
Generating code with AI feels effortless—but generation is only one part of software engineering. A production-grade pipeline includes specification, testing, validation, refactoring, optimization, and deployment. This masterclass teaches the end-to-end process of taking AI-assisted coding all the way to trustworthy, shipped software. You'll build a mental model for this full-spectrum approach, master agentic coding best practices, accelerate the modernization of legacy applications, and use AI for evaluation, validation, and refactoring—not just first-draft generation. You'll learn to install the checks and guardrails that catch the most common AI-coding failures from specification through production, and to use LLMs and agents to test, improve, and deploy more efficiently. This is how you get the speed of AI without the slow-burn bugs that rot a codebase.
Your Competitive Moat
AI Hyper-Personalizes Your Experience
This isn't a one-size-fits-all course. It's assessed to your gaps, adapted to you, and finished with a custom deliverable you build and own.
Pre-Masterclass Assessment
You begin with an AI-driven assessment that maps what you already know against everything this masterclass covers. We pinpoint your knowledge gaps up front—so your time goes only where it moves the needle.
An AI-Personalized Path
Your results reshape the masterclass around you. The AI aligns the material, examples, and pace to close your specific gaps—so a fixed curriculum becomes a path built for exactly one person: you.
A Custom Deliverable You Own
You don't leave with a certificate—you leave with a real, working artifact built for your goals. In "Ship-Ready: Full-Spectrum AI Development," that means a deliverable you can ship, show, and build on. Something you made, not just something you watched.
Proven Transformation Results
Real outcomes from students who completed The LLM Sovereignty Stack™ and built their competitive moats
📈 Career Transformation
💰 Business Impact
What You'll Actually Build
Choose Your Path to Mastery
All modalities include the complete LLM Sovereignty Stack™. Choose based on your learning style and goals.
Self-Paced Mastery
- All 8 modules available immediately
- Lifetime access to content and updates
- Community support and code reviews
- Monthly live office hours
8-Week Live Cohort
- Weekly live workshops with Dr. Lee
- Reviews of your AI-development pipeline
- Direct instructor access
- Graduation certificate
- Alumni network access
Founder's Edition
- One-on-one mentorship with Dr. Lee
- AI-development process design for YOUR team
- Quality and guardrail audit
- 90-day satisfaction guarantee
4-Day Immersive Bootcamp
Executive intensive format. Ship an AI-built feature in one week. Live guardrail and testing labs.
Course Curriculum
8 transformative steps · 25 hours of hands-on content
Module 1: Beyond Generation—The Full Spectrum
5 lessons · Shu-Ha-Ri cycle
- Why 'It Just Works' Is a Trap
- The Full-Spectrum Development Pipeline
- A Mental Model for AI-Infused Engineering
- The Hidden Costs of Vibe-Coded Software
- Your Ship-Ready Roadmap
Module 2: Agentic Coding Best Practices
5 lessons · Shu-Ha-Ri cycle
- Working With Coding Agents, Not Against Them
- Scoping Tasks Agents Can Actually Complete
- Context and Instructions for Reliable Output
- Observability for Headless Agents
- Hands-On: Drive an Agent Through a Real Task
Module 3: Specification & Guardrails
5 lessons · Shu-Ha-Ri cycle
- Specifying Before You Generate
- Guardrails from Specification Through Production
- Catching AI's Most Common Failure Modes
- Encoding Standards the Agent Must Follow
- Hands-On: Add Guardrails to an AI Workflow
Module 4: AI-Assisted Testing & Validation
5 lessons · Shu-Ha-Ri cycle
- Using AI to Generate Meaningful Tests
- Validating AI-Written Logic
- Property-Based and Adversarial Testing with AI
- Proving Correctness, Not Just Coverage
- Hands-On: Build an AI-Assisted Test Suite
Module 5: Refactoring & Optimization
5 lessons · Shu-Ha-Ri cycle
- AI-Assisted Refactoring at Scale
- Finding and Fixing Technical Debt
- Performance Optimization with AI
- Keeping Behavior Stable While Improving Code
- Hands-On: Refactor an AI-Generated Module
Module 6: Modernizing Legacy Applications
5 lessons · Shu-Ha-Ri cycle
- Accelerating Legacy Modernization with AI
- Understanding Before Rewriting
- Incremental Migration Strategies
- De-Risking Big Changes
- Hands-On: Modernize a Legacy Component
Module 7: AI in Teams & Cross-Functional Work
5 lessons · Shu-Ha-Ri cycle
- AI in Team Setup and Workflow Design
- Standardizing AI Practices Across a Team
- Cross-Functional Collaboration with AI
- Measuring Team-Level Productivity Gains
- Hands-On: Design an AI-Augmented Team Workflow
Module 8: Deployment & Production
5 lessons · Shu-Ha-Ri cycle
- AI-Assisted Deployment Pipelines
- Monitoring AI-Built Systems in Production
- Incident Response for AI-Generated Code
- Sustaining Quality Over Time
- Capstone: Ship an AI-Built Feature to Production
Production-Grade Tech Stack
Master the same tools used by OpenAI, Anthropic, and Google to build frontier AI systems
Frequently Asked Questions
That masterclass gets you generating code fast with AI-augmented infrastructure. Ship-Ready is the discipline layer on top: specification, testing, validation, refactoring, and deployment that turn fast generation into trustworthy production software. Speed first, then the process that makes speed safe.
No. The full-spectrum process applies to any AI coding assistant and any stack. You'll use CI/CD, testing, and refactoring tools, but the practices transfer across tools and languages.
Engineers and teams already using AI to write code who keep getting bitten by hidden bugs and technical debt. If you can generate code with AI but aren't sure you can trust it in production, this is for you.
Stop Renting AI. Start Owning It.
Join 500+ engineers and founders who've gone from API consumers to model builders—building their competitive moats one step at a time.
Command $250K-$400K salaries or save $100K-$500K in annual API costs. Own your model weights. Build defensible technology moats. Become irreplaceable.
Self-paced · Lifetime access · 30-day guarantee
Start Your TransformationThis is not just education. This is technological sovereignty.