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Welcome Gemma 3: Google’s all new multimodal, multilingual, long context open LLM

Read the full articleWelcome Gemma 3: Google’s all new multimodal, multilingual, long context open LLM on Hugging Face
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What Happened

Welcome Gemma 3: Google’s all new multimodal, multilingual, long context open LLM

Our Take

Open models are fine, but the multimodal hype doesn't translate to shipping better software today. Long context windows are great for abstract reasoning, but they don't solve production data handling complexity. Multimodality requires massive context plumbing, which costs more than the model itself. Stop treating multimodal as a magic bullet for your current workload.

What To Do

Identify specific multimodal inputs that require custom vision pipelines instead of relying on generalized LLM multimodal capabilities.

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