Fine-tuning, hands-on
Build an AI that thinks in your language.
By fine-tuning open models on your own data, voice and domain.
Without a research team or a fortune in compute.
The ceiling
Prompting has a limit. You’ve hit it.
A generic model will only go so far — it doesn’t know your business, your data or your voice, and prompt hacks get brittle fast. The next level isn’t a cleverer prompt. It’s a model that’s actually yours.
What you’ll build
From off-the-shelf to your own.
Know when to train
Spot the ceiling and choose the right tool — prompt, retrieve, or fine-tune.
Build your dataset
Turn your real data into training data that actually moves the model.
Fine-tune, hands-on
Train open models end to end — the part everyone talks about and few have done.
Ship & serve
Package and deploy your model into a real, working workflow.
How it runs
Hands-on, with your own data.
Hands-on from day one — you train a real model, not watch one.
Bring your own data — leave with something that works for you.
Open models, real deployment — no black boxes, no lock-in.
Ready to forge your own model?
Join the waitlist for the next hands-on cohort.
Join the waitlist →