Beginner
Your first fine-tune
Pick a base, prepare data, and launch a job.
Guides
Deep, practical guides to fine-tuning
Longer-form walkthroughs that take you from a blank account to a production-ready model and workspace.
Start here
Beginner
Choosing a base model
Mini vs Instruct vs Lingual — when to use each.
Data
Formatting datasets
CSV and JSONL layouts that train cleanly.
Quality
Evaluating a model
How to tell if your fine-tune actually improved.
Voice
Locking brand tone
Teach and hold a consistent voice.
Ops
Retraining on a schedule
Keep models fresh as data changes.
By workspace
- -Support desk playbook
- -Tutor desk playbook
- -Writer studio playbook
- -Translator playbook
- -Chat assistant playbook
Prefer step-by-step?
Our tutorials break each task into small, checkable steps.