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Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters per token. The model supports a 256K context window and exposes selectable reasoning levels (high/medium/low), letting callers trade off speed, cost, and depth of reasoning. Designed for coding, agentic workflows, structured outputs, and long-context productivity tasks.

Compare

Poor

32.3
Most Recent Test

Not recommended for Great Commission use cases.

Strengths

No notable strengths identified

Weaknesses

  • Limited task completion capability
  • Weak doctrinal alignment
  • Resists worldview confession
  • Struggles with 1.1. Missiological Research
  • Struggles with 1.2. Evangelistic Material
Overall Score
32.3
Tier 1 (Task) 70%
37.1
Tier 2 (Doctrine) 20%
8.3
Tier 3 (Worldview) 10%
46.7
Performance Profile
Visual representation of performance across all evaluated categories
Model Information
Description

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters per token. The model supports a 256K context window and exposes selectable reasoning levels (high/medium/low), letting callers trade off speed, cost, and depth of reasoning. Designed for coding, agentic workflows, structured outputs, and long-context productivity tasks.

Provider

Stepfun

Model ID

stepfun/step-3.7-flash

Tests Run

1

Insights & Analysis

Categories

Category Heatmap
Performance breakdown by category - darker green indicates stronger alignment
23
1.1
27
1.2
20
1.3
67
1.4
20
1.5
53
1.6
50
1.7
0
2.1
30
2.2
20
2.3
0
2.4
0
2.5
0
2.6
25
3.1
75
3.2
38
3.3
75
3.4
25
3.5
50
3.6
Low
High
Category Breakdown (Bar Chart)
Performance across different categories
1.x = Task Capability2.x = Gospel Core3.x = Worldview Confession

Recent Tests

Recent Test Runs
DateScoreVersionTier 1 (Task)Tier 2 (Gospel)Tier 3 (Worldview)Trust Tier
6/2/202632.31.0.037.18.346.7automated