Challenge
Preserve useful vocabulary across connected AI conversations without retaining entire conversations.
Constraints
No public App Store release, universal-provider claim, completed production-origin migration, or finished broad device/accessibility acceptance.
System
Bounded teaching context, explicit connection scopes, private lexicon, pronunciation, listening, and review controls.
Magneum’s contribution
Functional internal-beta language-learning workflow.
Verification
Physical-device pronunciation and selected service/provider flows are proven in bounded tests; public App Store release and broader acceptance remain open.
Outcome
Functional internal-beta language-learning workflow.
Limitations
No public App Store release, universal-provider claim, completed production-origin migration, or finished broad device/accessibility acceptance.