Supervised fine tuning

The operating task

Adapt a model to enterprise tasks with an instruction dataset and validated release. Task-specific quality, useful reasoning and deployment fit shape the model-development programme.

Softinator's contribution

Target enterprise instructions, output conventions and the recurring task failures of a chosen base model. The commissioned output includes adapted checkpoint, instruction release and task evaluation pack.

Acceptance in use

Compare task fidelity and unwanted behaviour on held-out examples representative of actual usage. The engagement defines the baseline, task scope and evidence used to assess the resulting contribution.