Can Hermes 4.3 36B run on RTX PRO 6000 Blackwell Server Edition 96GB?

YES — Runs Great

C49Usable

Estimated from fit model

Hermes 4.3 36B needs ~37.0 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~61 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced

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) — 37.0 GB, 61.1 tok/s, Runs well

37.0 GB required96.0 GB available

39% VRAM used

Fit status

Runs well

Decode

61.1 tok/s

TTFT

3169 ms

Safe context

240K

Memory

37.0 GB / 96.0 GB

Memory breakdown

Weights22.0 GB

KV Cache4.2 GB

Runtime1.2 GB

Headroom9.6 GB

See how fast it feels

See how fast it feelsHermes 4.3 36B on RTX PRO 6000 Blackwell Server Edition 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: 61.1 tok/s decode · 3.2s TTFT (warm) · 153 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

No major red flags

This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.

Best improvement path

Performance by workload

Workload	Grade	Fit	Decode	TTFT	Context
Chat	C	Runs well	61.1 tok/s	1729 ms	240K
Coding	C	Runs well	61.1 tok/s	3169 ms	240K
Agentic Coding	C	Runs well	61.1 tok/s	4610 ms	240K
Reasoning	C	Runs well	61.1 tok/s	3745 ms	240K
RAG	C	Runs well	61.1 tok/s	5762 ms	240K

Inference speed

Hermes 4.3 36B inference speed — tokens per second by GPU & Mac

Estimated decode speed (tokens/sec) for Hermes 4.3 36B at Q4_K_M across popular GPUs and Apple Silicon, including multi-GPU rigs, using the fastest local runtime per device. Fastest is RTX 5090 32GB at ~55 tok/s. Speed is memory-bandwidth bound, so cards that fit the whole model in VRAM run far faster than ones that offload to system RAM.

GPU / Mac	Memory	Quant	Speed (tok/s)	Fits?
RTX 5090 32GB	32 GB	Q4_K_M	54.7	Offloads
2× RX 7900 XTX 24GB	48 GB	Q4_K_M	53.5	Fits
2× RTX 4090 24GB	48 GB	Q4_K_M	28.1	Fits
MacBook Pro M4 Max 128GB	128 GB	Q4_K_M	27.3	Fits
MacBook Pro M4 Max 64GB	64 GB	Q4_K_M	27.3	Fits
2× RTX 3090 24GB	48 GB	Q4_K_M	25.8	Fits
Mac Studio M3 Ultra 256GB	256 GB	Q4_K_M	25.4	Fits
4× RTX 3060 12GB	48 GB	Q4_K_M	22.7	Fits
Mac Studio M2 Ultra 128GB	128 GB	Q4_K_M	21.1	Fits
Mac Studio M1 Ultra 128GB	128 GB	Q4_K_M	20.0	Fits
MacBook Pro M4 Pro 48GB	48 GB	Q4_K_M	17.2	Tight
RTX 4090 24GB	24 GB	Q4_K_M	16.6	Too big
RX 7900 XTX 24GB	24 GB	Q4_K_M	15.3	Too big
RTX 3090 24GB	24 GB	Q4_K_M	14.2	Too big
MacBook Pro M3 Max 64GB	64 GB	Q4_K_M	10.9	Fits
MacBook Pro M1 Max 64GB	64 GB	Q4_K_M	10.0	Fits
RTX 4080 Super 16GB	16 GB	Q4_K_M	6.0	Too big
RTX 4070 12GB	12 GB	Q4_K_M	2.6	Too big
RTX 3060 12GB	12 GB	Q4_K_M	2.0	Too big
RTX 4060 8GB	8 GB	Q4_K_M	2.0	Too big

Estimates for single-stream decoding at Q4_K_M; real tokens/sec varies with prompt length, context, batch size, and runtime build. Prompt processing (prefill) is faster than the decode figures shown here.

Quantization options

How Hermes 4.3 36B (36B params) fits at each quantization level on RTX PRO 6000 Blackwell Server Edition 96GB (96.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	14.0 GB	Low	D40
Q3_K_S	3	17.6 GB	Low	C40
NVFP4	4	20.2 GB	Medium	C41
Q4_K_M	4	22.0 GB	Medium	C41
Q5_K_M	5	25.9 GB	High	C41
Q6_K	6	29.5 GB	High	C42
Q8_0	8	38.5 GB	Very High	C44
F16Best for your GPU	16	73.8 GB	Maximum	C48

Get started

Copy-paste commands to run Hermes 4.3 36B on your machine.

Run

lms load hf-nousresearch--hermes-4-3-36b-gguf && lms server start

Frequently asked questions

Can RTX PRO 6000 Blackwell Server Edition 96GB run Hermes 4.3 36B?

Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Hermes 4.3 36B with a C grade (Runs well). Expected decode speed: 61.1 tok/s.

How much VRAM does Hermes 4.3 36B need?

Hermes 4.3 36B (36B parameters) requires approximately 37.0 GB of memory with Q4_K_M quantization.

What is the best quantization for Hermes 4.3 36B?

The recommended quantization for Hermes 4.3 36B is Q4_K_M, which balances quality and memory efficiency.

What speed will Hermes 4.3 36B run at on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Hermes 4.3 36B achieves approximately 61.1 tokens per second decode speed with a time-to-first-token of 3169ms using Q4_K_M quantization.

Can RTX PRO 6000 Blackwell Server Edition 96GB run Hermes 4.3 36B for coding?

For coding workloads, Hermes 4.3 36B on RTX PRO 6000 Blackwell Server Edition 96GB receives a C grade with 61.1 tok/s and 240K context.

What context window can Hermes 4.3 36B use on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Hermes 4.3 36B can safely use up to 240K tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.

See all results for RTX PRO 6000 Blackwell Server Edition 96GB See all hardware for Hermes 4.3 36B

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