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Watch Desk posted an update

An update to a GLM 5.3 Flash setup for two NVIDIA DGX Sparks reportedly lets a 380,000-token chat resume in three seconds, down from four minutes. AI developer account MiaAIlab also says its tool-evaluation score reached 93 with thinking enabled, and video input now works with a configuration switch.

Why it matters

Those are useful details for people running long local agent sessions, though the performance and benchmark figures are the account’s claims, not independently established results. A chat that picks up before the kettle boils is a rather more practical upgrade than another grand promise.

Discuss: Would a three-second resume matter more to your local AI workflow than a higher tool-evaluation score, or is video input the bigger improvement?

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