Dataset updated 2026-11-09Microsoft Mage-VL-Cowork
Microsoft Mage-VL-Cowork loads in 2.7 GB at Q4_K_M, comfortably from 8 GB of memory, Macs included, starting at the Mac Mini M6 16GB. Below is the memory math we ran for it, the smallest card that fits, and the fastest machine we track.
- Parameters
- 4B
- Format
- Q4_K_M
- Min memory
- 8 GB
- Best for
- Computer use, Terminal agents, Screenshots
How much memory does Microsoft Mage-VL-Cowork need?
Microsoft Mage-VL-Cowork is a 4B dense model built for computer use, terminal agents, screenshots. The weights alone take 2.7 GB at Q4_K_M; add context and the OS, and it belongs in the 8 GB memory class. Every number below comes from the ModelFit engine: speeds are estimates, labeled est., because we do not benchmark hardware ourselves.
Run with llama.cpp: llama-server -hf ggml-org/Mage-VL-Cowork-GGUF:Q4_K_M.
KV = fp16 estimate (q8_0 cache roughly halves it). "Comfortable" = weights + KV within the engine's tiered budget (~70-85% of memory).
Which machines run Microsoft Mage-VL-Cowork?
- Smallest GPU
- NVIDIA GeForce RTX 4060est. 68 tok/s · 8 GB VRAMtypical error 5%
- Fastest
- NVIDIA GeForce RTX 5090est. 307 tok/stypical error 5%
- Runs on a Mac?
- Mac Mini M6 16GBest. 44 tok/stypical error 10%
Verdicts come from the same engine that powers our fit checker: memory capacity first, bandwidth for speed. How we compute these numbers · What typical error means · Hugging Face model card
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Config reports
No speed test run for this model yet. Run the speed test: npx @modelfit/cli@latest bench
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Frequently asked questions
How much memory does Microsoft Mage-VL-Cowork need?
2.7 GB for the Q4_K_M weights, plus ~1.8 GB of KV-cache at 16k context, about 4.5 GB total. Comfortable from 8 GB of VRAM or unified memory.
Does Microsoft Mage-VL-Cowork run on a Mac?
Yes, from the Mac Mini M6 16GB (est. 44 tok/s, typical error 10%). Unified memory means the RAM budget is the only limit.
What is the smallest GPU for Microsoft Mage-VL-Cowork?
The NVIDIA GeForce RTX 4060 (8 GB VRAM) is the smallest tracked card that runs Microsoft Mage-VL-Cowork comfortably, est. 68 tok/s, typical error 5%.
Cite this page
ModelFit: Microsoft Mage-VL-Cowork, specs, memory math and hardware verdicts. https://modelfit.io/models/mage-vl-cowork/ (dataset updated 2026-11-09, CC BY 4.0).