The second round of the Works With Agents agent coding benchmark is in — 32 models tested this time, up from 10. And the results are not what anyone expected.
The headline: tiny models won
Rank Model Score
🥇 SmolLM3 3B 93.3
🥈 Phi-4-mini 90.0
🥉 Claude Sonnet 4 85.0
4 Qwen2.5 1.5B 85.0
5 Qwen2.5 3B 85.0
6 Granite 3.2 2B 82.5
7 Ministral 3B 81.7
8 Mistral Large 3 79.6
9 Gemma 4 31B 78.3
10 Gemma 4 26B A4B 78.3
A 3-billion-parameter model from Hugging Face scored 93.3 — eight points ahead of Claude Sonnet 4. Phi-4-mini (also a tiny model) took second at 90.0. Qwen2.5's 1.5B and 3B variants tied Claude at 85.0.
Frontier model results
Model Score
Claude Sonnet 4 85.0
Gemini 2.5 Flash 76.4
GPT-5.4 76.6
Kimi K2.6 75.0
Grok 4.20 75.0
MiniMax M2.7 69.9
DeepSeek V4 Flash 60.0
GPT-5.5 60.0
GPT-5.4 Pro 51.6
GPT-5.5 Pro 43.3
DeepSeek V4 Pro 38.3
Grok 4.20 debuted at 75.0 — tied with Kimi K2.6, ahead of its Fast sibling (74.9). DeepSeek V4 Pro scored 38.3, well below its Flash variant.…