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280 builders shipped a working RAG bot that afternoon. Get on the list and you'll hear first when we re-run it.

Nick's note

RAG sounds intimidating. It's three moves. We did all three before the timer ran out.

The RAG Pattern

Ingest

Load your documents

Index

Chunk + embed

Retrieve

Find the right context

Answer

Grounded response

Before AI that makes things upAfter bot grounded in your docs

Host

Nick Horob

Harvest Profit → John Deere Builder · product operator · AI workflow nerd

Co-host

Jaryd Krishnan

AI workflow builder Principal engineer, Nerd Out

Why we run these

Most AI training leaves you with ideas. Nerd Out workshops are for leaving with a shipped artifact.

2 hours

Build Log

The exact sequence. Builders worked the whole time.

00:00

Bring your docs

Pick a real knowledge base to ground on.

00:30

Index them

Chunk, embed, and store for retrieval.

01:15

Wire retrieval

Pull the right context per question.

01:50

Test + ship

Ask it real questions and ship the bot.

What builders left with

A working RAG chatbot on their own docs

The retrieval pattern to reuse anywhere

The full recording, theirs to keep

Missed it? Get first word on the re-run.

Recording archived for attendees. The next drop is always one list away.