Local AI Advisor

Can Mac Studio M5 Ultra 512 GB run GLM-5.3-Flash (320B-A18B)?

512 GB unified · 1228 GB/s memory bandwidth · GLM-5.3-Flash (320B-A18B) has 320B parameters (18B active per token).

Short answer

Yes, excellent for chat and excellent or better for every workload we test.

Best quantization for chat: 5-bit (207 GB of weights) on LM Studio. Generation: 30–45 tok/s, leaving about 294 GB free for your other apps.

How it rates for each workload

Same model and machine, different jobs. Agents and long documents send far bigger prompts than chat, so they need much more speed and memory.

WorkloadVerdictQuantGenerationFirst replyContext
Chatwith Open WebUIExcellent5-bit30–45 tok/sunder 1 s8KDetails
Coding questionswith ContinueExcellent4-bit35–60 tok/s≈3 s16KDetails
Coding in a repositorywith AiderExcellent4-bit35–55 tok/s≈8 s32KDetails
Agentic codingwith OpenCodeExcellent4-bit35–55 tok/s≈10 s32KDetails
Long documents (64K)with Open WebUIExcellent6-bit25–40 tok/s≈40 s64KDetails

Speeds are bandwidth-based estimates; no direct benchmark exists for this pair. “First reply” is the time to read the workload’s opening prompt. How we calculate

Different tool, context size or workload?

These pages use typical settings. The full check models your exact setup.