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Sign First

Data governance

Learning signals need their own permission.

Sign First separates private use, personalized support, and voluntary model contribution. The current visual-ASL contribution program is disabled for real learners.

08 / Governed learning

The long-term learning asset can compound only if provenance, purpose, revocation, and deletion are designed in from the start.

Versioned data objects moving through authorization and deletion gates
Purpose, provenance, revocation, and deletion travel with the asset.Governance concept paired with implemented synthetic controls.
01

Private session

Use the product without building a profile.

Private sessions are the default. Raw camera video and audio are not retained by the current runtime.

02

Personalized support

Store only authorized, bounded learning state.

A learner-selected support preference or misconception can be represented without inferring a diagnosis from signing, English quality, or an AI guess.

03

Model contribution

Contribution is separate, revocable, and purpose-bound.

The verified internal pipeline uses minimized synthetic text repair records. Any future visual-ASL program needs separate governance and authorization before real collection.

Continue exploring

Understand the system boundaries.

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