Where we watch intelligence move.
We don't rank frozen models. We build the instruments to observe a system improving itself — before the loop, after the loop, and the distance between.
SWE-Prometheus
Repository-level engineering governance under real-world constraints.
Top 5NGI mean
- 1Kimi-K3
- 2GLM-5.3-Flash
- 3Claude-Opus-5
- 4Qwen3.8-Max
- 5GLM-5.2
SWE-PolyVision
Cross-image abductive reasoning for repository-level software engineering.
Top 5Best E2E
- 1Kimi-K3
- 2GLM-5.3-Flash
- 3GPT-5.6-Sol
- 4DeepSeek-V4-Flash
- 5Qwen3.8-Max
ChemArgus
Fine-grained, multimodal, diagnostic evaluation of competition-level chemistry reasoning.
Top 5Full problem %
- 1Claude Opus 5
- 2GLM-5.2
- 3Gemini 3.8 Flash
- 4DeepSeek V4 Pro
- 5Qwen3.8-Max
