Fine-Tuning & Model Ops

Fine-Tuning Strategy

• Use LoRA/QLoRA for cost-efficient adaptation.

• Maintain strict data lineage and evaluation gates.

Model Registry

• MLflow or Weights & Biases as artifact registry.

• Model cards and dataset references required.

Serving

• vLLM or TGI for production serving.

• Canary rollouts with automated rollback on eval failure.