What is Fine-Tuning?
Further training of an existing model on your own examples so it adopts a format, style or narrow task. It ties you to that model version, and a newer base model may match it with a prompt, so test that first.

old + shims ≈ new alone · test first
Fine-tuning means…
Write it in your own words in the app.
In real work
Before approving fine-tuning for the claims classifier, the PM asked for a week of prompting on the newest model as the baseline it would have to beat.
In the illustration
Brass shims ground for one part make the old press stamp it perfectly. The new press is wheeled in and stamps the same part right with no shims at all.
Before we choose fine-tuning, test the cheaper path in your model: solve these 20 cases with a prompt and five examples, then list exactly which ones still fail and why.
Try it now
The fastest way to learn a word is to use it. Open this line in the agent you already work in and watch what it does. Change the tool to the one you use.
Go further
01Practice
Make it stick
One term a day, a short quiz, and sentence practice that checks your own words.
02Verify
Prove you know it
Pass the quiz and keep it in a Skills Wallet you can share with anyone who needs proof.
03Career
Find the work that uses it
See which roles lean on this vocabulary, and what they pay in year one.





