StepFunStep 3

Step 3.5 Flash

Step 3.5 Flash is a text reasoning model for code and tool use. The published architecture has a 196B language backbone, approximately 11B active parameters and a separate prediction head.

Separate serving variants from training stages

The API guide groups the original and 2603 variants together. The published Base and Base-Midtrain checkpoints are separate training stages. FP8 and GGUF files are deployment formats.StepFun step-3.5-flash guideStepFun Step-3.5-Flash model card

Use text input deliberately

Practical guidance. This model fits tasks whose evidence is text, code or tool results. For a workflow that must inspect an image directly, compare Step 3.7 Flash. A conversion of a screenshot to text can lose layout information that matters to a task.

Specifications & access

Step 3.5 Flash specifications
DetailValue and conditions
AccessAPI, Downloadable
Model identifiersstep-3.5-flashstep-3.5-flash-2603Step-3.5-Flash-FP8Step-3.5-Flash-GGUF-Q8_0Step-3.5-Flash-GGUF-Q4_K_S
Context window256,000 tokens

Provider-listed 256K context window.

StepFun step-3.5-flash guide
LicenseApache 2.0.StepFun Step-3.5-Flash model card
Attention designThree sliding-window attention layers for each full-attention layer.StepFun Step-3.5-Flash model card
API variantstep-3.5-flash-2603 adjusts token use and agent integration. It supports low and high reasoning effort.StepFun step-3.5-flash guide

Related models

  • A visual reasoning model with a 196B language backbone and 1.8B vision encoder for images, video, code and tool calls.

    Launch date not confirmedAPI · Downloadable
  • A pretrained sparse language-model checkpoint from the Step 3.5 Flash family.

    Launch date not confirmedResearch releaseDownloadable
  • A midtraining-stage checkpoint of the Step 3.5 Flash sparse language model.

    Launch date not confirmedResearch releaseDownloadable