Step 3.7 Flash — A high-efficiency Flash model for Real-World
Pangram verdict · v3.3
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MixedArticle text · 427 words · 5 segments analyzed
2026-05-29
The new frontier is agent efficiency. A high-efficiency Flash model for real-world agents. Multimodal Understanding & Action｜Web & Visual Search Enhancement｜Reliable Tool Use & Orchestration｜Agent Ecosystem Compatibility GitHub HuggingFace ModelScope
Key Features Native Multimodal Understanding & Acting Understands images across the full range — product UIs, documents, charts, and natural scenes — then writes code or calls tools to act on what it sees. Web & Visual Search Enhancement Web search reaches further — more sources, deeper follow-up. Visual search recognizes what other systems don't — long-tail entities, freshly emerged concepts. Reliable Tool Use & Orchestration Drives terminals, browsers, Office tools, search, and beyond — staying coherent however long the run gets. Less drift, fewer broken toolcalls, fewer failed runs. Agent Ecosystem Compatibility Works with mainstream harnesses (Claude Code, KiloCode, Hermes Agent, OpenClaw) and Skills — lower integration cost, less workflow rewiring.
Agentic Coding 65 35 5 56.3 Step 3.7 Flash Score: 56.3 Params: 196B 51.3 Step 3.5 Flash Score: 51.3 Params: 196B 55.6 DeepSeek V4 Flash Score: 55.6 Params: 284B 55.1 Gemini 3.5 Flash Score: 55.1 Params: Unknown 58.6 GPT 5.5 Score: 58.6 Params: Unknown 64.3 Claude Opus 4.7 Score: 64.3 Params: Unknown 85 43 0 59.5 Step 3.7 Flash Score: 59.5 Params: 196B 53.4 Step 3.5 Flash Score:
53.4 Params: 196B 62.0 DeepSeek V4 Flash Score: 62.0 Params: 284B 76.2 Gemini 3.5 Flash Score: 76.2 Params: Unknown 82.7 GPT 5.5 Score: 82.7 Params: Unknown 69.4 Claude Opus 4.7 Score: 69.4 Params: Unknown
Multimodal 80 78 75 79.2 Step 3.7 Flash Score: 79.2 Params: 196B 78.2 GLM 5V Turbo Score: 78.2 Params: Unknown 78.2 Kimi K2.6 Score: 78.2 Params: 1T 79.1 GPT 5.5 Score: 79.1 Params: Unknown 97
91 85 95.3 Step 3.7 Flash Score: 95.3 Params: 196B 89.0 GLM 5V Turbo Score: 89.0 Params: Unknown 96.9 Kimi K2.6 Score: 96.9 Params: 1T 96.3 Gemini 3 Flash Score: 96.3 Params: Unknown
General Agent 66 33 0 45.8 Step 3.7 Flash Score: 45.8 Params: 196B 28.0 Step 3.5 Flash Score: 28.0 Params: 196B 44.0 DeepSeek V4 Flash Score: 44.0 Params: 284B 57.8 Gemini 3.5 Flash Score: 57.8 Params: Unknown 63.0 GPT
5.5 Score: 63.0 Params: Unknown 63.0 Claude Opus 4.7 Score: 63.0 Params: Unknown 66 33 0 49.5 Step 3.7 Flash Score: 49.5 Params: 196B 33.3 Step 3.5 Flash Score: 33.3 Params: 196B 52.8 DeepSeek V4 Flash Score: 52.8 Params: 284B 56.5 Gemini 3.5 Flash Score: 56.5 Params: Unknown 60.2 GPT 5.5 Score: 60.2 Params: Unknown 65.4 Claude Opus 4.7 Score: 65.4 Params: Unknown 75 38 0 67.1 Step 3.7 Flash Score: 67.1 Params: 196B 43.6