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Ravin Kumar leads focused teams building applied models at the intersection of digital and physical technology with 10+ years of experience turning generative research into real-world products.
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Aug 2025 — Mar 2026
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Gemma 33Gemma 3 270M3Gemma 3n2Gemma 3 QAT1FunctionGemma1Gemma 3 27B1Gemma 3 4B1
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Ravin Kumar as author
Google Launches Gemma 3 270M, Delivering Instruction-Following And Text Structuring At Small Scale
Google Developers BlogannouncementpositiveAug 20, 2025
Google launches Gemma 3 270M, a compact 270-million parameter open model designed for task-specific fine-tuning with strong instruction-following capabilities, enabling efficient and cost-effective production systems.
“Co-author of the article announcing Gemma 3 270M model”
Foundation ModelsOpen Source AILLMsAI Products
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Introducing Gemma 3 270M: The compact model for hyper-efficient AI
Google Developers BlogannouncementpositiveMar 1, 2026
Google introduces Gemma 3 270M, a 270-million parameter compact model designed for on-device inference with state-of-the-art instruction-following capabilities and extreme energy efficiency (0.75% battery drain for 25 conversations on Pixel 9 Pro).
“Co-authored blog post on Gemma 3 270M compact model for Google Developers.”
Foundation ModelsOpen Source AIAI InferenceGenerative AI
FunctionGemma Open-Source Model
Google DeepMindannouncementpositiveDec 23, 2025
Google DeepMind released FunctionGemma, a specialized open-source version of Gemma 3 270M optimized for function calling and on-device agent capabilities, achieving 85% accuracy on mobile actions after fine-tuning.
“Ravin Kumar co-authored the FunctionGemma release blog post for Google DeepMind.”
Open Source AIAI AgentsFoundation ModelsAI Infrastructure