Can Qwen 3.5 35B A3B run on RTX PRO 6000 Blackwell Server Edition 96GB?

YES — Runs Great

S91Excellent

Estimated from fit model

Qwen 3.5 35B A3B needs ~33.6 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~185 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) — 33.6 GB, 185.4 tok/s, Runs well

33.6 GB required96.0 GB available

35% VRAM used

Fit status

Runs well

Decode

185.4 tok/s

TTFT

1044 ms

Safe context

131K

Memory

33.6 GB / 96.0 GB

Memory breakdown

Weights21.3 GB

KV Cache1.5 GB

Runtime1.2 GB

Headroom9.6 GB

See how fast it feels

See how fast it feelsQwen 3.5 35B A3B on RTX PRO 6000 Blackwell Server Edition 96GB
1st promptCold start — includes initialization
>Write a Python function to sort a list
Here's a Python function that sorts a list using quicksort:

def quicksort(arr):
    if len(arr) <= 1:
        return arr
    pivot = arr[len(arr) // 2]
    left   = [x for x in arr if x < pivot]
    middle = [x for x in arr if x == pivot]
    right  = [x for x in arr if x > pivot]
    return quicksort(left) + middle + quicksort(right)

# Example usage
numbers = [3, 6, 8, 10, 1, 2, 1]
print(quicksort(numbers))  # [1, 1, 2, 3, 6, 8, 10]

The algorithm picks a pivot, partitions the list into smaller, equal, and larger elements, then recursively sorts each partition and concatenates the results.
2nd promptWarm — model ready, no init overhead
>Now add type hints and a docstring
def quicksort(arr: list[int]) -> list[int]:
    """Sort a list using the quicksort algorithm.

    Args:
        arr: List of integers to sort.

    Returns:
        A new sorted list.
    """
    if len(arr) <= 1:
        return arr
    pivot = arr[len(arr) // 2]
    left   = [x for x in arr if x < pivot]
    middle = [x for x in arr if x == pivot]
    right  = [x for x in arr if x > pivot]
    return quicksort(left) + middle + quicksort(right)

Added type hints for the input and return type, plus a Google-style docstring.
Estimated: 185.4 tok/s decode · 1.0s TTFT (warm) · 464 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	S	Runs well	185.4 tok/s	570 ms	131K
Coding	S	Runs well	185.4 tok/s	1044 ms	131K
Agentic Coding	S	Runs well	185.4 tok/s	1519 ms	131K
Reasoning	S	Runs well	185.4 tok/s	1234 ms	131K
RAG	S	Runs well	185.4 tok/s	1899 ms	131K

Quantization options

How Qwen 3.5 35B A3B (35B 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	13.7 GB	Low	A81
Q3_K_S	3	17.2 GB	Low	A82
NVFP4	4	19.6 GB	Medium	A82
Q4_K_M	4	21.3 GB	Medium	A82
Q5_K_M	5	25.2 GB	High	A83
Q6_K	6	28.7 GB	High	A84
Q8_0	8	37.5 GB	Very High	S86
F16Best for your GPU	16	71.8 GB	Maximum	S89

Get started

Copy-paste commands to run Qwen 3.5 35B A3B on your machine.

Run

ollama run qwen3.5:35b-a3b

Your hardware

More models your RTX PRO 6000 Blackwell Server Edition 96GB can run

Model	Params	Grade	Decode	Capabilities
Devstral 2 123B Instruct	123B	S	19.4 tok/s
Qwen 3.5 122B A10B	122B	S	53.9 tok/s

Frequently asked questions

Can RTX PRO 6000 Blackwell Server Edition 96GB run Qwen 3.5 35B A3B?

Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Qwen 3.5 35B A3B with a S grade (Runs well). Expected decode speed: 185.4 tok/s.

How much VRAM does Qwen 3.5 35B A3B need?

Qwen 3.5 35B A3B (35B parameters) requires approximately 33.6 GB of memory with Q4_K_M quantization.

What is the best quantization for Qwen 3.5 35B A3B?

The recommended quantization for Qwen 3.5 35B A3B is Q4_K_M, which balances quality and memory efficiency.

What speed will Qwen 3.5 35B A3B run at on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Qwen 3.5 35B A3B achieves approximately 185.4 tokens per second decode speed with a time-to-first-token of 1044ms using Q4_K_M quantization.

Can RTX PRO 6000 Blackwell Server Edition 96GB run Qwen 3.5 35B A3B for coding?

For coding workloads, Qwen 3.5 35B A3B on RTX PRO 6000 Blackwell Server Edition 96GB receives a S grade with 185.4 tok/s and 131K context.

What context window can Qwen 3.5 35B A3B use on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Qwen 3.5 35B A3B can safely use up to 131K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.

See all results for RTX PRO 6000 Blackwell Server Edition 96GB See all hardware for Qwen 3.5 35B A3B

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<iframe src="https://willitrunai.com/embed/qwen-3.5-35b-a3b-on-rtx-pro-6000-blackwell-server-96gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>

Preview:

Workload

Grade

Fit

Decode

TTFT

Context

Chat

Runs well

185.4 tok/s

570 ms

131K

Coding

Runs well

185.4 tok/s

1044 ms

131K

Agentic Coding

Runs well

185.4 tok/s

1519 ms

131K

Reasoning

Runs well

185.4 tok/s

1234 ms

131K

RAG

Runs well

185.4 tok/s

1899 ms

131K

Quantization options

How Qwen 3.5 35B A3B (35B 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	13.7 GB	Low	A81
Q3_K_S	3	17.2 GB	Low	A82
NVFP4	4	19.6 GB	Medium	A82
Q4_K_M	4	21.3 GB	Medium	A82
Q5_K_M	5	25.2 GB	High	A83
Q6_K	6	28.7 GB	High	A84
Q8_0	8	37.5 GB	Very High	S86
F16Best for your GPU	16	71.8 GB	Maximum	S89

Model

Params

Grade

Decode

Capabilities

Devstral 2 123B Instruct

123B

19.4 tok/s

Qwen 3.5 122B A10B

122B

53.9 tok/s

Frequently asked questions

Can RTX PRO 6000 Blackwell Server Edition 96GB run Qwen 3.5 35B A3B?

Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Qwen 3.5 35B A3B with a S grade (Runs well). Expected decode speed: 185.4 tok/s.

How much VRAM does Qwen 3.5 35B A3B need?

Qwen 3.5 35B A3B (35B parameters) requires approximately 33.6 GB of memory with Q4_K_M quantization.

What is the best quantization for Qwen 3.5 35B A3B?

The recommended quantization for Qwen 3.5 35B A3B is Q4_K_M, which balances quality and memory efficiency.

What speed will Qwen 3.5 35B A3B run at on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Qwen 3.5 35B A3B achieves approximately 185.4 tokens per second decode speed with a time-to-first-token of 1044ms using Q4_K_M quantization.

Can RTX PRO 6000 Blackwell Server Edition 96GB run Qwen 3.5 35B A3B for coding?

For coding workloads, Qwen 3.5 35B A3B on RTX PRO 6000 Blackwell Server Edition 96GB receives a S grade with 185.4 tok/s and 131K context.

What context window can Qwen 3.5 35B A3B use on RTX PRO 6000 Blackwell Server Edition 96GB?