SWE-bench Lite

Researchers propose Twin Agent, a privilege separation design pattern for LLM agents that uses two nearly symmetric agents—an Explore Agent inspecting untrusted information and a Safe Agent executing …

Researchers have developed a consequence-aware test-time compute allocation method for AI reasoning models that prioritizes tasks based on the real-world cost of errors rather than predicted difficult…