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GLM-5.3 four-Spark serving kit

Tool Nov 4, 2026

A community TensorFold-based recipe for quantized GLM-5.3 across four DGX Sparks, with incremental prefix caching and component-specific licenses.

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The cfontes Hugging Face card describes a four-DGX-Spark GLM-5.3 kit with a patched engine and incremental prefix cache.
Original English serving-kit card, captured by AITrending on November 4. The million-token configuration and performance claims are the maintainer claims, not independently reproduced results. Source: AITrending browser capture / cfontes / Hugging Face
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GLM-5.3 four-Spark serving kit timeline

Created October 30, 2026, this community kit packages quantized GLM-5.3 weights, a patched TensorFold runtime, a speculative drafter and deployment scripts. A November 4 update changes the follower wake-up failure path. The author describes a four-DGX-Spark, million-token configuration; AITrending has inspected English documentation and source changes but has not reproduced its measurements. Hardware, single-request serving, single-conversation cache and mixed licensing constrain its practical use.