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Argonaut Labs
Large models, everyday hardware. Layout, balancer and instruments for running mixture-of-experts models from SSDs on a single machine. Everything here was measured on one MacBook Pro M5 Max with 128 GB and Thunderbolt 5 NVMe enclosures, with byte-identical output at every rung.
| model | one drive | four drives |
|---|---|---|
| Kimi K3, 2.78T (1.44 TB at 4-bit) | 0.55 tok/s | 0.96 tok/s |
| GLM-5.3, 744B (434 GB) | 2.02 | 3.70 |
| DeepSeek V4.1-Flash, 321B (518 GB) | 14.4 (upstream ds4: 10.6) | 17.4 on three drives |
- argodrive: the method, the charts, the instruments, the Mac app beta
- deltafin: the Kimi K3 engine fork and the public benchmark package
- ds4-argodrive: the DeepSeek V4.1 and GLM engine branch on antirez/ds4
- argonautlabs.ai: the write-ups with their conditions
- Kimi K3 on a laptop, discussion
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