Replicate is a data science blog that focuses on demystifying complex concepts in machine learning, artificial intelligence, and data analysis. With a mix of  articles, tutorials, and case studies, Replicate provides practical insights into the latest advancements and trends in data science research and applications. Whether you're interested in exploring  machine learning algorithms, understanding the fundamentals of deep learning, or applying data science techniques to solve real-world problems, Replicate offers resources to help you sharpen your skills and stay informed about the rapidly evolving field of data science.

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IBM released Granite 4.0, a family of open-source small language models optimized for speed and low cost. The models use a hybrid architecture combining Mamba-2's linear scaling with Transformer precision, plus MoE routing that activates only needed parameters. This design enables running 30B parameter models on consumer GPUs while handling long contexts efficiently. Available under Apache 2.0 license on Replicate, they're suited for document summarization, RAG systems, and AI agents with full commercial use rights.

IBM's Granite 4.0 is now on Replicate – Replicate blog

<p>With hybrid architectures and MoE routing, Granite models open new horizons for practical, scalable AI applications across enterprise and edge environments.</p>
