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StepFun

Chat with Step 3.7 Flash online

StepFun's efficiency model — Apache 2.0, fast enough to call in a loop and capable enough to trust.

Prueba Step 3.7 Flash Ver planes
Con la confianza de 790,000+ usuarios

262.144K tokens

Contexto

131,072 tokens

Salida máxima

Rápido

Velocidad

Para qué lo usarás

High-volume agents

Loops where latency and price compound quickly.

Everyday coding

Fast answers on real code without the frontier price.

Search workflows

Reading and filtering a lot of material quickly.

Structured output

Clean JSON when the answer feeds a pipeline.

Prompts to steal

Tuned to this model — click any line to copy.

Acerca de Step 3.7 Flash

Step 3.7 Flash is StepFun's efficiency model, released on 28 May 2026 under an Apache 2.0 licence. It is a sparse mixture-of-experts design of about 198 billion parameters that activates only around 11 billion per token, which is the whole point: it answers quickly and costs little, while staying capable enough for real work.

StepFun built it for coding agents and search-style workflows — the kind of job where a model is called many times in a loop and both latency and price compound. Throughput runs to several hundred tokens a second on a good rail, and the model exposes selectable reasoning levels so a caller can trade depth against speed per request rather than being locked into one setting. It takes tools and tool_choice for function calling and supports a JSON response format when the output feeds a pipeline.

The value claim is the interesting part. On SWE-Bench Verified with its advisor mode enabled, StepFun reports Step 3.7 Flash reaching around 97% of a frontier model's coding score at roughly a ninth of the per-task cost. Treat any single benchmark carefully, but the shape of the claim matches what the architecture is for.

The context window is 262,144 tokens, so a substantial codebase or a long document set fits in one conversation. On NinjaChat it is included in every plan — a good default when you want a capable model to answer fast and often.

Cómo usar Step 3.7 Flash

De cero a tu primer resultado en menos de un minuto.

01

Create a NinjaChat account and choose a plan

02

Open chat and pick Step 3.7 Flash from the model list

03

Use it as your default for fast, frequent questions

04

Escalate to a frontier model when a task gets hard

Consejos para mejores resultados

  • Great as the first pass before a bigger model
  • Ask for JSON when the answer feeds something else
  • Its context is large; paste the whole file
  • Pair it with a frontier model rather than replacing one

Step 3.7 Flash vs las alternativas

Comparativas honestas — dónde gana {model} y dónde no.

vs Qwen 3.8 Flash

Ver modelo

+Larger context and selectable reasoning levels

–Qwen 3.8 Flash is cheaper still

vs GLM 4.7

Ver modelo

+Cheaper per token at a similar everyday coding job

–GLM 4.7 has the wider GLM ecosystem behind it

vs Kimi K2.7 Code

Ver modelo

+Much faster and cheaper for routine work

–Kimi K2.7 Code is far stronger on long agent runs

Preguntas frecuentes

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Step 3.7 Flash, y 50 más.

Una sola suscripción cubre todos los modelos de NinjaChat, Step 3.7 Flash incluido.

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GLM 4.7

El modelo eficiente de Zhipu para programación, razonamiento y tareas generales

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Kimi K2.7 Code

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