LLM
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Enterprise context windows and the AI21 Jamba strategy
AI21 Labs utilizes a hybrid Mamba-Transformer architecture in its Jamba model family to provide efficient 256K token context windows. This design allows…
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Deploying FuriosaAI RNGD for Korean Cloud Inference
FuriosaAI’s RNGD NPU delivers 2.25x better performance per watt for LLMs than GPU solutions. Samsung SDS hosts these accelerators at its Dongtan…
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SmolVLM versus Phi-4-multimodal for on-device retail vision
SmolVLM-500M offers low-cost scanning for simple product labels on low-power hardware, while Phi-4-multimodal provides superior reasoning for complex invoices and math tasks.…
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DeepSeek-V4-Pro architecture and the competitive coding frontier
DeepSeek-V4-Pro utilizes a Mixture-of-Experts architecture with 256 routed experts to achieve a 55.4 percent score on SWE-bench Pro. This model provides significant…
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Poolside’s Laguna S model and enterprise codebase migration strategies
Poolside utilizes the 118-billion-parameter Laguna S model with a sparse Mixture-of-Experts architecture to automate software engineering. The company manages large-scale legacy migrations…