TeamGym - SWE Atlas Codebase QnA - Single-Agent All-PIU: leaderboard

TeamGym measures how agents combine information to solve tasks. Results distinguish individual agents, cooperating agents and how much information each receives. Episode success (%).

Metric: Episode success (%). Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.584.4#32
2Claude Sonnet 4.581.2#146
3Claude Haiku 4.575#283
4Gemma 3 27B (IT)43.8#521
5Qwen 3 235B A22B43.8#317
6Gemma 3 12B (IT)31.2#662
7Qwen 3 32B31.2#443
8Gemma 3 4B (IT)3.1#1010

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=teamgym-swe-atlas-codebase-qna-single-agent-all-piu · How It Works · Data refreshed daily, snapshot 2026-10-29.