Message a mentor about fit, prerequisites, or where to start. Replies come on WhatsApp, usually within a day.
Curriculum fit, prerequisites, or where to start
Honest answer, no pressure to enroll
Engineers are learning here from
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Outcome
What you'll be able to do.
Ship AI products end to end in a modern Next.js stack, from retrieval to UI to deployment.
A full-stack agent app with Server Components, Server Actions, and streaming
A RAG app on Vercel with retrieval, reranking, and token-streamed answers
A mini Perplexity clone with real citations and source grounding
A persistent AI assistant that remembers conversations across sessions
Projects you build
Portfolio pieces you can demo.
Each project ships as real code you run locally, not slides you watch. Walk into your next review with something on screen.
01Project
Your own mini Perplexity
A search bar. Type a question. Streaming answer with real citations. The product shape that put Perplexity on a billion-dollar trajectory.
Next.jsVercel AI SDKPostgres
You ship: A live URL that feels like Perplexity. Recruiters and founders recognise it in one second and immediately picture your skillset.
02Project
A ChatPDF with a polished UI
Upload documents. Chat with them. Citations link back to the exact paragraph. A Server Components frontend that stays fast under real data.
Next.jsVercel AI SDKpgvector
You ship: A production-shaped app. Deploy it, share the URL, watch friends upload their tax returns and ask it questions.
03Project
A persistent AI assistant that remembers
Your own ChatGPT that actually remembers past conversations, recalls context across sessions, and survives restarts.
Next.jsDrizzlePostgres
You ship: A chatbot that beats the stock ChatGPT "new chat every time" problem. Shows you thought beyond the prompt.
Curriculum
What's inside.
01
Full-stack agentic AI with Next.js and LangGraph
Ship a multi-step AI agent in one Next.js app with streaming tools and memory.
5h
02
Building RAG applications with Next.js and the Vercel AI SDK
Implement direct LLM chat, native tool RAG, and LangChain vector RAG in one Next.js app with the Vercel AI SDK.
3h
03
Search-augmented generation with web scraping
Search the web, extract article content with BeautifulSoup, and synthesize cited answers with LLMs, like building a mini Perplexity.
3h
04
Building persistent AI assistants with Telegram
Build a Telegram AI assistant that remembers, uses tools, and runs its own background tasks.
4h
Who it's for
Is this for you?
Full-stack engineers
who want to ship AI products, not just API endpoints
Next.js developers
ready to graduate from AI tutorials to real user-facing products
Indie builders
who want a deployable AI SaaS they can ship this month
What you'll earn
Ship it, earn it.
Full-stack AI Builder
Ship AI products in Next.js
RAG Shipper
Deploy a grounded RAG app with citations
Pricing
Pick the path that fits.
Self-paced forever, or mentor-led when you want live feedback.
FAQ
Frequently Asked Questions
What stack does this use?
Next.js with App Router, Server Components, Server Actions, the Vercel AI SDK for streaming, and Drizzle with Postgres for persistence. Deployed on Vercel.
Do I need prior AI experience?
Basic familiarity with LLMs helps. If you have built anything with an OpenAI or Anthropic API before, you are ready. The masterclass focuses on product-shaped AI, not fundamentals.
What will I ship?
A full-stack agent app, a RAG app on Vercel, a mini Perplexity with citations, and a persistent AI assistant. Each deployable on its own; together they are a product-grade AI stack.
Pick your next step.
Build real AI products in Next.js with agents, RAG, citations, and persistent memory.