Skip to content
Mermaid templates

Fine-Tuning Workflow

From raw text to a deployed fine-tuned model with evaluation gates.

Template previewMermaid
Rendering…

Make it your own.

flowchart LR
Raw[Raw corpus] --> Filt[Quality filter]
Filt --> Dedup[Deduplicate]
Dedup --> Format[Format as\nchat / instruct]
Format --> Split[Train / eval split]
Split --> Train[Fine-tune]
Train --> Eval[Eval suite]
Eval --> Gate{Δ over base > 3%?}
Gate -- no --> Iter[Adjust hyperparams]
Iter --> Train
Gate -- yes --> Safety[Red-team eval]
Safety --> Reg[Model registry]
Reg --> Deploy[Deploy + canary]