Requirements
What you can run depends on memory, storage speed, operating system, model architecture and the size of the document collection. No GPU farm required for a validated profile.
| Profile | Memory | What it costs you |
|---|---|---|
| Everyday systems | Whatever the machine came with | Speed depends on the machine. No machine of this kind has been measured yet, so nothing is claimed for one. |
| High-memory desktop or laptop | More RAM is the thing that matters most | Profiles are added to this tier as they complete hardware validation. |
| AI workstation | High system or unified memory; the 122B profile peaked at 96.9 GB on the recorded machine | Measured on one recorded machine with 130.7 GB of unified memory. Qwen3.5 122B-A10B is Interactive there, in private validation only and not available to obtain. A machine with less memory is not covered by that evidence. |
| Enterprise-owned infrastructure | Sized against the profile you intend to run | Model profiles are validated against your hardware rather than promised in advance. The 744B run streams its weights from NVMe at 0.17 tokens per second: a research demonstration, not a product capability. |
Measured figures, with the hardware that produced them, are on benchmarks. Consumer macOS and Windows builds are planned and no timings for them are published.