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YOUR AI, WITH YOUR CHOSEN MODEL

Qwen3.8-Flash-Next-FP8

A large model for work and development. It needs a system with several professional GPUs.

We’ll prepare the hardware, model and a convenient interface5,710,000–6,400,000 RUBPreliminary complete-system price Atlas 336View complete systems

COMPLETE-SYSTEM CONFIGURATION AND PRICE

Complete systems for this model.

Start with a complete configuration. Before ordering, we clarify tasks and workload, confirm compatibility and test speed.

For DeepSeek and large modelsBuilt to order

Atlas 336

D1

Four professional GPUs for development, agents and complex tasks.

Preliminary complete-system price5,710,000–6,400,000 RUBHardware, assembly and initial setup
Graphics cards
4 × RTX PRO 6000D 84 GB
Memory / storage
256 GB DDR5 ECC RDIMM / 2 + 4 TB
  • DeepSeek V4.1 Flash profile
  • One server with four GPUs
Choose Atlas 336
Full configuration and terms
Processor / motherboard
Threadripper PRO 9965WX · 24 cores / ASUS WRX90
Graphics cards
4 × RTX PRO 6000D 84 GB
System memory
256 GB DDR5 ECC RDIMM · 8 × 32 GB
Drives
2 TB for system + 4 TB for models
Power and cooling
At least 3000 W usable power · server airflow or factory liquid cooling
Model placement
For DeepSeek: four GPUs in one group, with part of the model in RAM

We test speed and your workloads before handover. Shipping, import and complex integrations are charged separately.

For Qwen Flash and MiniMaxBuilt to order

Studio 288

N1

A four-GPU system for one large model or several separate Qwen 27B replicas.

Preliminary complete-system price5,640,000–6,330,000 RUBHardware, assembly and initial setup
Graphics cards
4 × RTX PRO 5000 Blackwell 72 GB
Memory / storage
256 GB DDR5 ECC RDIMM / 2 + 4 TB
  • Qwen Flash or MiniMax M2.7: one model
  • Qwen 27B: four separate replicas
Choose Studio 288
Full configuration and terms
Processor / motherboard
Threadripper PRO 9965WX · 24 cores / ASUS WRX90
Graphics cards
4 × RTX PRO 5000 Blackwell 72 GB
System memory
256 GB DDR5 ECC RDIMM · 8 × 32 GB
Drives
2 TB for system + 4 TB for models
Power and cooling
2050–2200 W · case for four GPUs
Model placement
Large model: one 288 GB group. Qwen 27B: four 72 GB replicas

We test speed and your workloads before handover. Shipping, import and complex integrations are charged separately.

Two 96 GB GPUsBuilt to order

Flow 192

N2

For Qwen Flash, subject to memory-headroom checks, or two separate Qwen 27B replicas.

Preliminary complete-system price5,610,000–6,300,000 RUBHardware, assembly and initial setup
Graphics cards
2 × RTX PRO 6000 Blackwell Workstation 96 GB
Memory / storage
256 GB DDR5 ECC RDIMM / 2 + 4 TB
  • Qwen Flash: one GPU group
  • Qwen 27B: two independent replicas
Choose Flow 192
Full configuration and terms
Processor / motherboard
Threadripper PRO 9965WX · 24 cores / ASUS WRX90
Graphics cards
2 × RTX PRO 6000 Blackwell Workstation 96 GB
System memory
256 GB DDR5 ECC RDIMM · 8 × 32 GB
Drives
2 TB for system + 4 TB for models
Power and cooling
2050–2200 W · case for two GPUs
Model placement
Qwen Flash: a 192 GB group with limited headroom. Qwen 27B: two 96 GB replicas

We test speed and your workloads before handover. Shipping, import and complex integrations are charged separately.

What is included in the price and how is it calculated?

Estimate dated 12 October 2026: the complete hardware system plus allowances for assembly, initial setup of the selected model and testing. Handover in China. Shipping, import, ongoing support and complex integrations are calculated separately.

This preliminary range uses public component and base-platform prices, budget allowances and a 10–15% contingency. Before ordering, the quotation will confirm final price, compatibility, availability, lead time and warranty. This range is not a system integrator’s quotation.

View calculations and sources

Tested on your tasks before handover.Time to first response, speed and concurrent operation are part of the agreed test. Headcount alone does not determine workload.

MANUFACTURER ALTERNATIVES

Configurations from established manufacturers.

These platforms are candidates for testing the chosen version. The system, price and operating profile will be confirmed before ordering.

LenovoTower

For a development team

ThinkStation P8

A system with several professional GPUs for the selected model and work interface.

2 × RTX PRO 6000 Blackwell Max-Q 96 GB256 GB ECC RDIMM · 8 × 32 GB192 GB combined GPU memory · model placement subject to testing

Our proposed configuration for a factory enquiry

Complete systemPrice on requestWe’ll confirm price and supply availability
Request price and lead time
Configuration and verification
CPU
Threadripper PRO 7965WX · 24 cores
RAM
256 GB ECC RDIMM · 8 × 32 GB
Storage
NVMe M.2: 2 TB + 4 TB
Power
1400 W Platinum

PSREF allows up to three Max-Q 300 W GPUs. Only one Workstation 600 W version is allowed. A model can use the group’s memory only with validated sharding; separate replicas are counted individually.

GPU support is published by the manufacturer. The selected model has not yet been tested.

Official specification
LenovoTower

For a large model

ThinkStation P8

A system with several professional GPUs for the selected model and work interface.

3 × RTX PRO 6000 Blackwell Max-Q 96 GB256 GB ECC RDIMM · 8 × 32 GB288 GB combined GPU memory · model placement subject to testing

Our proposed configuration for a factory enquiry

Complete systemPrice on requestWe’ll confirm price and supply availability
Request price and lead time
Configuration and verification
CPU
Threadripper PRO 7965WX · 24 cores
RAM
256 GB ECC RDIMM · 8 × 32 GB
Storage
NVMe M.2: 2 TB + 4 TB
Power
1400 W Platinum

PSREF allows up to three Max-Q 300 W GPUs. Only one Workstation 600 W version is allowed. A model can use the group’s memory only with validated sharding; separate replicas are counted individually.

GPU support is published by the manufacturer. The selected model has not yet been tested.

Official specification
LenovoTower / rack-mountable

Team workstation

ThinkStation PX

A powerful factory workstation for programming and shared local AI access.

2 × RTX PRO 6000 Blackwell Max-Q 96 GB512 GB ECC RDIMM · 16 × 32 GB192 GB combined GPU memory · model placement subject to testing

Our proposed configuration for a factory enquiry

Complete systemPrice on requestWe’ll confirm price and supply availability
Request price and lead time
Configuration and verification
CPU
2 × Xeon Gold 6530 · 32 cores each
RAM
512 GB ECC RDIMM · 16 × 32 GB
Storage
NVMe M.2: 2 TB + 4 TB
Power
Factory PX power system, variant matched to the selected BOM

Officially supports up to four Max-Q 300 W GPUs. CPU, RAM and SSD are proposed. DeepSeek: about 188.83 GiB of Engram in RAM; engine and speed require testing. GPU support does not mean the model has been tested.

GPU support is published by the manufacturer. The selected model has not yet been tested.

Official specification
Manufacturer catalogue
Technical model detailsFormat, memory, exact version and sizing conditions

Official FP8 files occupy approximately 172.78 GiB. Two 84 GB cards fail even the weight-capacity check. A 192 GB configuration leaves limited room for KV cache and buffers.

WEIGHT FILES172.78 GiB
FORMATOfficial FP8
NATIVE CONTEXTNot confirmed in the review

Example technical selection: 4 simultaneous requests, 32K context, BF16 KV. These are example conditions, not your requirements. Preliminary calculation for the exact checkpoint. Speed, actual memory use and the selected workload have not yet been measured. The native context limit is not confirmed here; the selected length needs testing.

Size is the sum of safetensors files, not measured memory use during inference. Context, buffers, loading and execution need additional resources.

Repository
Qwen/Qwen3.8-Flash-Next-FP8
Revision
236dfdf285828023ca3bcd3f37366c58a3469b13
File size
185,523,317,458 bytes
Verified
11 October 2026
Official model versionConfigure model and workload

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