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MLX

Project Venus · Research

Active research · Not a standard deployment

Make the whole Twin yours.

Venus asks what changes when the model working with your Twin is privately deployed and adapted to your governed business context.

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Research direction
Privately deployed model
Live business facts
Governed by the Twin
Evidence contract
Provenance · limits · approval
01 — The research direction

Train on how the business works. Keep live facts in the Twin.

A private adaptation can learn approved language, policies and decision formats. It should not become another database. The Twin remains the governed source for current facts, published business definitions and supporting evidence.

  1. 01

    Private model deployment

    Investigate a model deployed within an agreed private boundary, while the Twin continues to govern the business context it can use.

  2. 02

    Governed adaptation

    Use approved examples of terminology, policies, decision formats and abstentions to teach the model how the business works.

  3. 03

    Evidence stays attached

    Keep live facts in the Twin and preserve the approved definition, source evidence and limitations behind each governed answer.

02 — The control problem

Configured external route

The Twin governs context. The provider operates the model.

Current MLX deployments can use configured external model providers. The Twin keeps approved business context separate, but model releases, availability and pricing remain provider decisions.

Project Venus direction

Bring model operation closer to the governed context.

Venus explores private deployment and tenant-specific adaptation without weakening the Twin boundary: live facts, approvals, provenance and unsupported questions stay explicit.

03 — Open questions

Research means proving the hard parts.

  1. 01Can a tenant-specific adaptation improve accuracy without memorising changing business facts?
  2. 02How should approved decisions, corrections and abstentions become safe training evidence?
  3. 03Can a private model retain the Twin’s provenance and unsupported-question contract?
  4. 04When do control, portability and predictable economics justify operating the model privately?

Project Venus

Help shape the research programme.

We are working with design partners on the operational, governance and economic questions behind privately deployed business models.

Discuss Project Venus