Released 2026-08-14 · general agent
Deployment evidence
Alibaba Qwen · 2.4T total · 95B active · 256K tokens
Best-fit scenarios
Frontier-scale text reasoning, coding and long-horizon agent workloads where a multi-node cluster and custom commercial-license review are acceptable.
Not recommended
- Single-workstation deployment
- Treating the open text-only checkpoint as identical to the hosted multimodal qwen3.8-max service
- Commercial MaaS launch before license-threshold review
Frontier coding agents
Vendor-statedThe official open model card positions the 2.4T/95B-active checkpoint for reasoning, coding and agent tasks.
Capability sourceLong-horizon tool orchestration
Vendor-statedThe open release supports flexible reasoning and a native 262K context window, extendable to about 1M tokens.
Capability sourcePremium private text endpoint
ChinaAPI inferenceConsider only when expected capability value justifies distributed data-center infrastructure and the custom license has been cleared.
Official launch / minimum
Evidence CNot published
The vendor documents vLLM, SGLang and TokenSpeed serving paths but does not publish an absolute minimum hardware configuration. BF16 weights alone are roughly 4.8TB and FP8 weights roughly 2.4TB before runtime and KV cache.
200-person team
Evidence ERequires cluster sizing
A 2.4T model requires a measured multi-node design; employee count alone cannot determine accelerator count, and no official 200-seat capacity claim exists.
Commercial API
Evidence EBenchmark and license required
Plan redundant distributed workers, disaggregated prefill/decode where supported, admission control and long-context tests. Clear the USD 50M MaaS/AI Work Assistant threshold before launch; no ChinaAPI production topology has been validated.
Commercial-use check
Qwen3.8-Max License
MaaS / hosted service: A separate license is required before commercial use when a Model-as-a-Service or AI Work Assistant business and its affiliates exceed USD 50M aggregate revenue in any consecutive 12-month period.
Attribution: Products or services above 100M monthly active users or USD 20M monthly revenue must prominently display the model name in the user interface.
Exceptions: The license excludes mere relaying to third-party hosted models from its Model-as-a-Service definition. Review the complete license text for scope and other obligations.
Known limitations and open questions
- No ChinaAPI hardware reproduction
- The open checkpoint is text-only while the hosted qwen3.8-max service adds vision and built-in tools
- The official FP8 repository is a precision variant, not a fourth model size