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.

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.
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