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How much VRAM does Qwen3.8 Flash-Next need?

Qwen3.8 Flash-Next needs 102 GB for its weights at 4-bit, 103 GB with an 8K context and 103 GB with 32K. At 8-bit, 179 GB.

Parameters
180B
Active per token
6B
Longest context
256K
Released
Aug 2026
License
Qwen Community 1.0
Strongest at
Chat, Coding, Agents

Memory at each precision

Memory Qwen3.8 Flash-Next needs at each precision and context length
PrecisionWeightsWith 8KWith 32KWith 128K
16-bit335 GB337 GB337 GB339 GB
8-bit178 GB179 GB180 GB182 GB
6-bit137 GB139 GB139 GB142 GB
5-bit119 GB121 GB121 GB123 GB
4-bit102 GB103 GB103 GB106 GB
3-bit81.9 GB83.2 GB83.8 GB86.0 GB
2-bit62.9 GB64.2 GB64.7 GB67.0 GB
1.6-bit34.6 GB35.9 GB36.4 GB38.7 GB

One conversation, 16-bit context cache, runtime overhead included.

What runs it

The best way Qwen3.8 Flash-Next runs on common GPUs, Macs and AI boxes
MachineBest fitContextSpeedFirst reply
RTX 3060 12 GBToo big
RTX 4060 Ti 16 GBToo big
RTX 3090Too big
RTX 4090Too big
RTX 5090Too big
2× RTX 3090Too big
RTX PRO 6000 Blackwell3-bit256K188 tok/s0.3 s
M4 Max 128 GB3-bit256K65 tok/s5.7 s
M5 Max 128 GB3-bit256K70 tok/s1.6 s
Ryzen AI Max+ 395 128 GB3-bit256K41 tok/s3.3 s
DGX Spark 128 GB4-bit256K44 tok/s2.3 s
M3 Ultra 256 GB8-bit136K53 tok/s3.2 s
M5 Ultra 512 GB8-bit256K66 tok/s1.0 s
H100 SXM2-bit256K257 tok/s0.2 s
DGX Station GB3008-bit256K239 tok/s0.2 s
8× H200 NVL8-bit256K208 tok/s0.1 s

Best fit is the highest quality, up to 8-bit, that leaves 16K of context. First reply is the wait for a 2K prompt. Speeds are rough, plus or minus 25%.

How to run it

Ollama
ollama run qwen3.8-flash-next:125b-a6b-q4_K_M
llama.cpp
llama-server -hf unsloth/Qwen3.8-Flash-Next-GGUF
vLLM
vllm serve Qwen/Qwen3.8-Flash-Next
MLX (Mac)
mlx_lm.chat --model mlx-community/Qwen3.8-Flash-Next-4bit

Questions

How much VRAM does Qwen3.8 Flash-Next need?

Qwen3.8 Flash-Next needs 102 GB for its weights at 4-bit, 103 GB with an 8K context and 103 GB with 32K. At 8-bit, 179 GB.

Can Qwen3.8 Flash-Next run on an RTX 4090?

Not on one card. The smallest machine here that runs it is the RTX PRO 6000 Blackwell.

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