The release adds native image input and a different memory architecture. Deployers also need to account for its full weight footprint, changed conversation format and reference-runtime limits.
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DeepSeek’s compression of active key-value memory attacks a real cost center of long-context agents. But shrinking memory per token does not remove the difficulty of operating its very large composite model.
Tencent has launched and open-sourced its sparse Hy4 preview model, pairing a million-token context window with hosted tool access, developer APIs, and introductory free tiers.
Meta has launched a developer public preview of Muse Spark 1.1 on its new Meta Model API alongside immediate consumer access in Meta AI, highlighting active history compaction within a 1-million-token context window.



