Posts by Karsten Roth

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  • JUNE 3, 2026 / AI

    Gemma 4 12B: The Developer Guide

    The newly released Gemma 4 12B is a dense, multimodal model designed for high-performance local AI execution on consumer devices. By introducing a novel, encoder-free architecture, it bypasses traditional visual and audio encoders to feed multimodal data directly into the LLM backbone.

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