Can Ryzen AI Max+ 395 mini PC / Framework Desktop · 64 GB run GLM-4.5-Air (106B-A12B)?
64 GB unified · 256 GB/s memory bandwidth · GLM-4.5-Air (106B-A12B) has 110.5B parameters (12B active per token).
Short answer
No. It doesn't fit in memory.
Needs ≈53 GB but only ≈52 GB is available after the OS, other apps and Open WebUI.
Why it doesn’t fit
Even its smallest practical version (Q3_K_M) needs about 53 GB for the model, its context memory and the runtime. After Windows (≈7.7 GB), a browser with a few tabs (≈3.0 GB) and Open WebUI (≈1.0 GB), Ryzen AI Max+ 395 mini PC / Framework Desktop · 64 GB has about 52 GB left, so it’s 0.8 GB short.
Ways to make it work
Close everything else
With no other apps open, GLM-4.5-Air (106B-A12B) runs at Q3_K_M: Borderline at 20–30 tok/s. Expect the system to feel tight while it’s loaded.
Pick a smaller model from the same family
Get more memory
The same machine with 128 GB handles it: Excellent.
Check your exact setup
These pages assume typical settings. A shorter context or a lighter chat app can change the answer.
Check Ryzen AI Max+ 395 mini PC / Framework Desktop · 64 GB
The same applies to every workload we rate (chat, coding questions, coding in a repository, agentic coding and long documents): they all need at least as much memory as chat.
Other models for Ryzen AI Max+ 395 mini PC / Framework Desktop · 64 GB
The best-rated models for chat on this machine.
- Qwen3.6 35B-A3B55–75 tok/sExcellent
- Gemma 4 26B-A4B45–60 tok/sExcellent
- Qwen3.5 35B-A3B55–75 tok/sExcellent
- LFM2.5 24B-A2B110–150 tok/sExcellent
- gpt-oss-20b70–90 tok/sExcellent
- GLM-4.7-Flash (30B-A3B)55–75 tok/sExcellent
Cheapest machines for GLM-4.5-Air (106B-A12B)
Hardware rated comfortable or better for chat, lowest price first.
- Ryzen AI Max+ 395 mini PC / Framework Desktop · 128 GB$2,000 · 17–25 tok/sExcellent
- Mac Studio M2 Max 96 GB$3,799 · 25–35 tok/sExcellent
- MacBook Pro M3 Max 96 GB$3,999 · 19–25 tok/sExcellent
- Mac Studio M5 Max 128 GB$4,099 · 25–45 tok/sExcellent
- Mac Studio M4 Max 128 GB$4,099 · 25–35 tok/sExcellent
- MacBook Pro M2 Max 96 GB$5,099 · 25–35 tok/sExcellent
Same chip, other memory: 128 GB
Different tool, context size or workload?
These pages use typical settings. The full check models your exact setup.