An open-source model: Which model characteristic best fits | AIGP
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An open-source model: Which model characteristic best fits these constraints?

AIGP Understanding How to Govern AI Deployment and Use Medium

Inspectability, modifiability and self-hosting are the defining traits of an open-source model.

The question

A team must adopt an AI model it can fully inspect, modify and self-host to satisfy strict data-residency rules, accepting that it will have to maintain and secure the model itself. Which model characteristic best fits these constraints?

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  1. A proprietary API model, accessed as a provider-controlled hosted service that limits inspection, modification and self-hosting.
    Plausible but wrong: a closed API is provider-hosted and opaque, which conflicts with the need to self-host and inspect the model.
  2. A multimodal model, able to process several input types such as text, images and audio within one unified system.
    Plausible but wrong: multimodality describes what inputs a model handles, not whether it can be inspected, modified or self-hosted.
  3. A large frontier model, distinguished chiefly by its very high parameter count and broad general-purpose skills.
    Plausible but wrong: model scale speaks to capability, not to openness, inspectability or the ability to self-host on premises.
  4. An open-source model, whose weights can be inspected, modified and self-hosted while the adopter bears maintenance duties. ✓
    Correct: an open-source model provides the inspectability, modifiability and self-hosting the constraints demand, in exchange for self-maintenance.
The trap
Mixing capability dimensions (size, modality) with the open vs. proprietary access dimension.

How to remember it

Inspectability, modifiability and self-hosting are the defining traits of an open-source model.

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