Tasks and inputs
Qwen3.8 2.4T A95B is listed for Text generation. It accepts text and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
Qwen3.8 2.4T A95B is a large text-generation checkpoint with sparse expert activation and a custom Qwen model licence.
The specification score summarizes recorded features and limits. It is not a benchmark result.
Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.
Accepts
Produces
Qwen3.8 2.4T A95B is a large text-generation checkpoint with sparse expert activation and a custom Qwen model licence.
The model card identifies 2.4 trillion total parameters and 95 billion active parameters. The downloadable checkpoint accepts text. The managed Qwen3.8 Max service adds features that should not be transferred automatically to this checkpoint, including its hosted multimodal interface. Use the checkpoint’s model card and licence when planning self-hosting.
The native context is 262,144 tokens, with long-context extension described separately. The active parameter count describes computation for a token, while the total count still matters for loading the model. Assess storage, accelerator memory, networking and KV-cache requirements for the complete serving configuration before assuming the checkpoint fits an existing cluster.
Try a codebase-wide change or a document analysis that requires several linked steps. Provide the same files, tools and acceptance criteria used with your current model. Review whether the answer uses the relevant passages, whether tool calls complete and whether a generated patch passes the required checks. Include a shorter workload too, since an extended context configuration may change its behaviour. Keep retries and reasoning output in the cost and latency measurement. This is a custom-licensed open-weight release, so a permissive licence from another Qwen model does not establish the terms for this one.
Compare the model on the work you need to complete.
Qwen3.8 2.4T A95B is listed for Text generation. It accepts text and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
Documented limits: 262.14K context. Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.
The weights are downloadable under Qwen3.8 Max licence. Check runtime support and size the complete model and working context for your expected concurrency.
These records share a directory category. Check the source card, output type and deployment requirements before treating a model as a replacement.
Anthropic
Claude’s small model for high-volume extraction, classification and routing, with adaptive thinking and a 1M-token context window.
Mistral AI
Mistral Large 4 is an open-weight multimodal model released in public preview on the publisher’s announced release, for general reasoning, coding and agent applications.
OpenAI
GPT-6.1 Sol is OpenAI's updated Sol model for coding and professional tasks. It accepts text and images and returns text.
inclusionAI
Ling 3.1 Flash is inclusionAI’s hybrid reasoning model for coding and tool agents, available through a hosted AI Gateway route.
Anthropic
Claude Sonnet 5.5 is an Anthropic language model that accepts text and images and returns text.
MiniMax
MiniMax M3.1 Flash Preview is a multimodal reasoning model for code and agent workflows, accessed through eligible MiniMax plans and tools.