2 papers
cs.AI2026
MirrorCode: AI can rebuild entire programs from behavior alone
Tom Adamczewski, David Owen, David Rein +4
AI models are rapidly improving at autonomous coding, as shown by benchmark progress and one-off demonstrations such as AI implementing a C compiler. However, existing coding bench…
cs.CR2026
LinuxArena: A Control Setting for AI Agents in Live Production Software Environments
Tyler Tracy, Ram Potham, Nick Kuhn +31
We introduce LinuxArena, a control setting in which agents operate directly on live, multi-service production environments. LinuxArena contains 20 environments, 1,671 main tasks re…