I built a 38,000-line Patent Pending neuroscientific AI platform with zero IT experience. Here is my architecture.
Hi Indie Hackers,
A few months ago, I couldn't write a single line of code. Today, I am running TwinsDo, a full-stack SaaS platform for self-referential learning that clones users' looks and voices so they can learn new skills by watching themselves. We even have a patent pending with the USPTO for this methodology.
The platform just crossed 38,000 lines of TypeScript across 149 source files and 60+ React components.
Many people told me that solo non-technical founders can only build simple API wrappers. But with the power of modern AI agents, I managed to orchestrate a robust production architecture to protect and scale our intellectual property. Here is the exact stack the AI built for me:
Frontend: React 19 + TypeScript, Vite 7, TailwindCSS 4, and Radix UI.
Backend: Node.js 22 (Express) with a type-safe RPC API layer.
Database & Storage: Managed MySQL with 12 tables, combined with Supabase Storage and AWS S3 to handle heavy video/audio processing.
Security & Auth: Total passwordless authentication (Magic Links) and role-based access via httpOnly cookies.
The AI Pipeline: A multi-step orchestration that handles automated pre-generation LLM content moderation, video synthesis, and voice cloning.
The entire deployment runs containerized on Docker with zero-downtime database migrations.
I went from knowing nothing about software architecture to securing a USPTO patent-pending status and managing 11 automated test suites. I am proof that the era of "Vibe Coding" is real. You don't need a CTO anymore; you just need a clear product vision and the right prompts.
I’d love to hear your thoughts on this architecture! If you have any questions about how I guided the AI to manage this many lines of code or how we are protecting our neuroscientific workflow, ask me anything!
