Will It Run AI

Can Nemotron 70B run on MacBook Pro M4 Max 96GB?

YES — Tight Fit

A70Great
Estimated from fit model

Nemotron 70B needs ~58.9 GB VRAM. MacBook Pro M4 Max 96GB has 69.1 GB. With Q4_K_M quantization, expect ~17 tok/s.

Runtime: llama.cppCapacity: TightBandwidth: MediumStack: StandardBottleneck: Balanced
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Operating mode

Choose the run profile you care about

Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.

Current mode

Balanced

Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) — 58.9 GB, 16.5 tok/s, Tight fit
58.9 GB required69.1 GB available
85% VRAM used

Fit status

Tight fit

Decode

16.5 tok/s

TTFT

11719 ms

Safe context

50K

Memory

58.9 GB / 69.1 GB

Memory breakdown

Weights42.7 GB
KV Cache4.9 GB
Runtime0.9 GB
Headroom10.4 GB

See how fast it feels

See how fast it feelsNemotron 70B on MacBook Pro M4 Max 96GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 16.5 tok/s decode · 11.7s TTFT (warm) · 41 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

Shared-memory contention still exists

The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatARuns well16.5 tok/s6392 ms50K
CodingATight fit16.5 tok/s11719 ms50K
Agentic CodingATight fit16.5 tok/s17046 ms50K
ReasoningATight fit16.5 tok/s13850 ms50K
RAGATight fit16.5 tok/s21308 ms50K

Quantization options

How Nemotron 70B (70B params) fits at each quantization level on MacBook Pro M4 Max 96GB (69.1 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
27.3 GB
LowB67
Q3_K_S
3
34.3 GB
LowB69
NVFP4
4
39.2 GB
MediumB69
Q4_K_M
4
42.7 GB
MediumB69
Q5_K_MBest for your GPU
5
50.4 GB
HighB69
Q6_K
6
57.4 GB
HighF0
Q8_0
8
74.9 GB
Very HighF0
F16
16
143.5 GB
MaximumF0

Get started

Copy-paste commands to run Nemotron 70B on your machine.

Run

ollama run nemotron

Your hardware

More models your MacBook Pro M4 Max 96GB can run

ModelParamsGradeDecodeCapabilities
CohereCommand A 111B111BA7.4 tok/s
AlibabaQwen 2.5 VL 72B72BS14.9 tok/s
AlibabaQwen3-Coder-Next80BS23.2 tok/s
AlibabaQwen 2.5 72B72BA14.9 tok/s
MetaLlama 4 Scout 17B 16E109BB10.4 tok/s

Frequently asked questions

Can MacBook Pro M4 Max 96GB run Nemotron 70B?

Yes, MacBook Pro M4 Max 96GB can run Nemotron 70B with a A grade (Tight fit). Expected decode speed: 16.5 tok/s.

How much VRAM does Nemotron 70B need?

Nemotron 70B (70B parameters) requires approximately 58.9 GB of memory with Q4_K_M quantization.

What is the best quantization for Nemotron 70B?

The recommended quantization for Nemotron 70B is Q4_K_M, which balances quality and memory efficiency.

What speed will Nemotron 70B run at on MacBook Pro M4 Max 96GB?

On MacBook Pro M4 Max 96GB, Nemotron 70B achieves approximately 16.5 tokens per second decode speed with a time-to-first-token of 11719ms using Q4_K_M quantization.

Can MacBook Pro M4 Max 96GB run Nemotron 70B for coding?

For coding workloads, Nemotron 70B on MacBook Pro M4 Max 96GB receives a A grade with 16.5 tok/s and 50K context.

What context window can Nemotron 70B use on MacBook Pro M4 Max 96GB?

On MacBook Pro M4 Max 96GB, Nemotron 70B can safely use up to 50K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.

Is unified memory on MacBook Pro M4 Max 96GB as fast as VRAM for Nemotron 70B?

Not always. MacBook Pro M4 Max 96GB can often fit larger models thanks to unified memory, but a discrete GPU with dedicated high-bandwidth VRAM may still decode faster once the model fits. For this combination, the important distinction is capacity versus sustained throughput.

See all results for MacBook Pro M4 Max 96GBSee all hardware for Nemotron 70B
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