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Vibe Marketing

AI-Powered Marketing Systems That Scale

Marketing that runs while you sleep.

Build a fully autonomous marketing system that creates content, manages social media, and optimizes campaigns.

FROM
API Consumer
$100K-$150K · Replaceable Skills
TO
Model Builder
$250K-$400K · Irreplaceable
9 weeks · 50 hours · Own your model weights forever
Why It's a Masterclass, Not a Course

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.

01Before You Start

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.

02During

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.

03Your Outcome

A Custom Deliverable You Own

You don't leave with a certificate—you leave with a real, working artifact built for your goals. In "Vibe Marketing," 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

75%
Promoted to Senior+ within 12 months
$80K-$150K
Average salary increase
90%
Report being 'irreplaceable' at their company
85%
Lead AI initiatives after completion

💰 Business Impact

$150K/year
Average API cost savings from owning model weights
70%
Eliminate third-party model dependencies entirely
60%
Raise funding citing proprietary technology as moat
3-6 months
Average time to ROI on course investment

What You'll Actually Build

🏗️
Complete GPT
4,000+ lines of PyTorch
🧠
Attention
From scratch, no libraries
📊
Training
100M+ tokens
🎯
Classification
95%+ accuracy
💬
ChatBot
Instruction-following

Choose Your Path to Mastery

All modalities include the complete LLM Sovereignty Stack™. Choose based on your learning style and goals.

Self-Paced Mastery

$1,997
Lifetime Access
Self-directed learners
  • All 9 steps available immediately
  • 50 hours of content + code
  • Lifetime access to updates
  • Community support
  • Monthly live office hours
  • 30-day money-back guarantee
Most Popular

Live Cohort

$6,997
12 Weeks
Learners wanting accountability
  • Everything in Self-Paced
  • Weekly live workshops (2 hrs)
  • Direct instructor access
  • Cohort accountability & networking
  • 24-hour code review turnaround
  • 1-on-1 kickoff & graduation calls
  • Certificate + alumni network

Founder's Edition

$19,997
6 Months
Founders & technical leaders
  • Everything in Live Cohort
  • 6 monthly 1-on-1 coaching calls
  • Fractional CTO advisory and implementation support
  • Custom learning path for your business
  • Same-day code reviews
  • Architecture consulting for your product
  • Your proprietary model built with you
  • Investor pitch coaching

5-Day Immersive Bootcamp

Executive format: Monday-Friday intensive (8am-6pm). Build complete GPT in one week. Limited to 15 participants for maximum attention..

Course Curriculum

11 transformative steps · 35 hours of hands-on content

1

Autonomous Marketing

4 lessons · Shu-Ha-Ri cycle

  • Content Pipeline Design
  • Social Media Automation
  • Campaign Personalization
  • Performance Optimization

Production-Grade Tech Stack

Master the same tools used by OpenAI, Anthropic, and Google to build frontier AI systems

ChatGPTJasperBufferHubSpot

Frequently Asked Questions

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.

Starting at
$2,997

Self-paced · Lifetime access · 30-day guarantee

Start Your Transformation

This is not just education. This is technological sovereignty.

30-day guarantee
Lifetime updates
Zero API costs forever