Brilliant paper on optimizing agent environments.
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Brilliant paper on optimizing agent environments. This is an extremely important skill if you work with agents today. You can make a lot of improvements by optimizing the environments agents operate in. Many agents work inside a shared workspace, such as a company's Slack or a set of documents and tickets. EnvOpt changes what that workspace holds and how it is presented to the agent. A coding agent runs the target agent on training tasks without graders or reference answers, edits the environment, and stops based on a validation set. Haiku 4.5's pass rate also rises by 14.34%. The same en
Posted by DAIR.AI (136.7k followers) 1 h ago · 30 likes · 3.2k views · view the original post on X. Kept by the Vibe Coding Radar as Agent infra & costs. Tools mentioned: arXiv.org.
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