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  1. MiniMax

    MiniMax opens H3-Image weights: 4K images in under 10 seconds, up to 5× faster than mainstream tools

    MiniMax released H3-Image, an open-weight image generation model built on H3 that supports text-to-image, reference-based generation and image editing, and can produce a 4096×4096 4K image in under 10 seconds, which MiniMax says is up to 5× the speed of mainstream alternatives. Previously, 4K output carried more cost than the common 1K or 2K sizes, which kept it out of everyday creative workflows. The speed comes from changes across the whole post-training pipeline, including data, reinforcement learning, sampling-step reduction, PE and deployment optimization, rather than from a single change.

  2. MiniMax

    MiniMax Code adds Mini Apps: an agent's work gets a live page it can call, not another chat to dig through

    MiniMax launched Mini App in its MiniMax Code desktop app: a long-running application with a frontend and a Node.js backend that installs as a plugin. Previously each agent task advanced inside its own conversation, so resuming one meant digging through chats for context, and an HTML dashboard showed only the data from the moment it was generated. A Mini App keeps data fetching, result saving and tool access on a live page that it and the agent can call, while the host manages ports, credentials and publishing.

  3. vLLM Blog

    MiniMax-M3.1-Flash lands in vLLM on day one: NVFP4 cache lifts 256K-token concurrency from 28 to 76 sequences per deployment

    MiniMax open-sourced MiniMax-M3.1-Flash, and vLLM supports it on day one on NVIDIA Blackwell, NVIDIA Rubin and AMD MI350-series GPUs. The model is quantization-aware trained for an NVFP4 KV cache and stores its routed MoE weights in NVFP4, shrinking the checkpoint from 451.5 GB to 250.1 GB and the KV cache from 61,440 to 34,560 bytes per token. On four NVIDIA B300 GPUs with DEP4 deployment and 256K-token sequences, M3.1 fits 76 concurrent sequences where M3 with an FP8 KV cache fits 28.

  4. Vercel News

    MiniMax M3.1 Flash lands free on AI Gateway with a 1M-token window for coding and agent work

    MiniMax's open-weight multimodal M3.1 Flash is now free on AI Gateway through Oct 22, and only when MiniMax serves the request. The model targets coding and agentic work with a 1M-token context window for long documents and multi-step agent sessions. Compared with earlier MiniMax models, MiniMax says it improves on complex agentic tasks, coding and cybersecurity, with its best coding results on application development, particularly frontend interactions, targeted bug fixes and component tests.

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