One signal

MiaAIlab says its latest work on GLM 5.3 Flash EXL3 makes the model easier to load across two NVIDIA DGX Spark systems, without relying on swap. The account also says long prompt-cache reuse is now much more reliable.

Why it matters

That is a practical improvement for local-AI tinkerers, even if it lacks the glamour of a fresh speed record. Fewer memory headaches can mean longer conversations and fewer runs ending in the computational equivalent of a slammed door. The post gives no measurements, test conditions or independent reproduction, so treat it as a practitioner update rather than a benchmark. Would better stability matter more to you than another headline-grabbing tokens-per-second claim?

Discuss: Would better stability matter more to you than another headline-grabbing tokens-per-second claim?

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