The AI Product Builder: Master Curriculum
Not another passive video course. A concrete, day-by-day operational blueprint taking technical engineers through actual problem validation, FastAPI architectures, semantic caching, and securing your first 10 paying customers.
Ideation, Validation & The Product Sense Framework
From Zero to Validated B2B Problem
Daily Sprint Playbooks & Live Sessions
Tactical Execution Steps:
- The 3 Layers of Customer Pain: Surface vs Business Impact vs Emotional Burnout.
- The 6 Core Questions of Google's PM method adapted for solo founders.
- The Mom Test framework: why 'would you use this?' destroys startups.
The Full-Stack Founder Technical Glossary
Core terminology bridging modern AI engineering with corporate finance and GTM.
The General Contractor Method
Directing AI coding assistants with clear house rules (.cursorrules) and architecture boundaries while focusing on customer discovery, unit economics, and sales without needing to write raw syntax by hand.
The Embedded Founder
A founder strategy where you conduct a 2-week hands-on audit ($7,500) inside a client's operation to solve their problem manually, uncover proprietary edge cases, and use that cash flow to fund software development.
The Smart Whiteboard (Semantic Cache)
A caching system that uses vector embeddings (at 0.92 cosine similarity) to identify semantically identical user queries and return cached LLM responses, reducing API costs by 30% to 60%.
Cognitive Division of Labor
A framework assigning distinct AI models to specific cognitive functions: Claude for deep thinking, Perplexity for search/research, Kimi for emotional persona simulation, and GPT-4o for code generation.
The Mom Test
A customer discovery interviewing methodology designed by Rob Fitzpatrick to avoid getting polite lies by asking only about past behavior and actual money spent, never hypothetical future intentions.
Richard's Rule (Entity Formation)
The rule stating that founders should start as a low-cost LLC and convert to a Delaware C-Corp only when institutional venture capital requires it via a signed term sheet.
5-Second Landing Page Rule
The conversion design requirement that a visitor must understand what the product does, who it is for, the measurable outcome, and the next step within 5 seconds of landing.
Silent Launch Strategy
The practice of securing 10 paying customers or signed pilots via direct outreach before announcing the product publicly on Product Hunt, Hacker News, or social media.
Interlocking Flywheel
A business model combining SaaS subscriptions, high-ticket consulting audits, and authority content where consulting cash funds SaaS development and content drives inbound leads for both.
HTTP 402 Payment Required
An HTTP status code used in AI cost governance to immediately terminate user sessions that exceed token or financial credit thresholds, preventing runaway inference bills.
SBIR / STTR
Small Business Innovation Research and Small Business Technology Transfer programs providing $150k to $2M+ in non-dilutive federal grants from agencies like NSF, DARPA, and NIH.
SAM.gov
The official System for Award Management portal for the U.S. government, required to bid on federal contracts and receive federal grant funding.