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Model distillation

Transfer task behaviour into a smaller model with quality and serving tradeoffs measured.

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Specialist engineering programme
TaskcontextContributionTaskreviewAcceptedartefactDefined task + accepted result

Transfer task behaviour into a smaller model with quality and serving tradeoffs measured.

A defined contribution.

Commissioned artefact

Distilled checkpoint and task comparison.

Acceptance focus

Review preserved task behaviour and the quality-versus-serving tradeoff within the intended operating context.

The operating task

Transfer task behaviour into a smaller model with quality and serving tradeoffs measured. Task-specific quality, useful reasoning and deployment fit shape the model-development programme.

Softinator's contribution

Carry useful behaviour from a larger model into a smaller candidate suited to the target workload. The commissioned output includes distilled checkpoint and task comparison.

Acceptance in use

Review preserved task behaviour and the quality-versus-serving tradeoff within the intended operating context. The engagement defines the baseline, task scope and evidence used to assess the resulting contribution.

Bring the next
requirement.

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