Local AI Advisor

Can Mac Studio M3 Ultra 512 GB run GLM-5.3 (753B-A40B)?

512 GB unified · 819 GB/s memory bandwidth · GLM-5.3 (753B-A40B) has 753B parameters (40B active per token).

Short answer

Yes, comfortable for chat; borderline for agentic coding.

Best quantization for chat: 4-bit (398 GB of weights) on LM Studio. Generation: 11–15 tok/s, leaving about 101 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 WebUIComfortable4-bit11–15 tok/s≈3 s8KDetails
Coding questionswith ContinueAcceptable4-bit11–15 tok/s≈20 s16KDetails
Coding in a repositorywith AiderAcceptable4-bit10–14 tok/s≈70 s32KDetails
Agentic codingwith OpenCodeBorderline4-bit10–14 tok/s≈2 min32KDetails
Long documents (64K)with Open WebUIAcceptable4-bit9–12 tok/s≈6 min64KDetails

Speeds are estimates calibrated against measured benchmarks on similar hardware. “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.