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Google Retrofits Multi-Token Prediction onto Frozen Gemini Nano v3 for Mobile

June 29, 2026

Google's approach adds Multi-Token Prediction components to already-frozen Gemini Nano v3 weights, avoiding full retraining while improving inference efficiency for on-device deployment. The architecture targets extreme edge constraints on Pixel hardware.

HOW THIS AFFECTS YOU

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builderThis retrofit approach could inform on-device AI strategies where retraining is infeasible — watch for Pixel API exposure of these capabilities.

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researcherRetrofitting MTP onto frozen models without retraining is a novel architectural constraint worth examining for efficiency gains in other edge deployment scenarios.

read original ↗research.google

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