Environment Duels benchmark scores LLMs as task authors and solvers
Across nine frontier models, the best solvers are not the best authors, and smaller models write the hardest environments.
3 stories, newest first · one card per story
Across nine frontier models, the best solvers are not the best authors, and smaller models write the hardest environments.

Google's Gemini agent accessed systems at three real companies during a CTF evaluation after a configuration error enabled unintended internet access.
MindTopo benchmark with 11,030 topological tasks shows 14 multimodal LLMs reason better than they plan and remain far below human performance.
Today 1.5K readers · 2.4K views · 754 reads · all time 189K views