Can your machine stream the experts?

Shape an honest experiment plan from RAM, NVMe bandwidth, CPU threads, context, and generation goals. This calculator models pressure points; it does not run GLM-5.2 or invent tokens-per-second claims.

Machine profile

Your last profile stays on this device.

Experiment verdict
Ready to experiment

This profile clears the planning thresholds for memory, storage streaming, and CPU scheduling. Start with a short generation target and measure locally.

100fit score
Memory
24 / 17.5 GB
6.5 GB estimated headroom after context allowance.
Expert stream
3500 / 2832 MB/s
NVMe target includes context and token-pressure allowance.
CPU schedule
12 / 12 threads
Thread target scales with the requested generation burst.

Primary constraint

No blocking constraint

The profile clears every planning threshold. Benchmark a short prompt first and watch real memory and disk activity.

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