Mengye Ren
@mengyer.bsky.social did:plc:o4fz3dv7fdsl5xdpnrfqek3n
Assistant Professor of CS & DS at NYU. Machine Learning, Human-like AI, Continual Learning | Head of @agenticlearning.ai | mengyeren.com
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Mengye Ren (@mengyer.bsky.social) é um usuário do Bluesky desde 25 novembro 2024. Tem 181 seguidores, segue 109 contas e publicou 75 posts.
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Full Paper: outerloop.science/papers/outer... Code: github.com/outerloop-sc... Site: outerloop.science
Ver postIn the paper, we also walk through our kernel system and sandbox design.
Ver postOn a nanoGPT training-speed benchmark, we reran three published systems on new seeds. Their gains shrank due to lucky seeds. With the same coding model, the systems reach similar scores. What's different is whether you can trust the reported numbers.
Ver postNew paper: Outerloop: Open and Trustworthy Multi-Agent Autoresearch. In most open autoresearch systems, the agent grades its own results. Outerloop is a kernel that runs agents as untrusted programs and keeps measurement and review outside their sandboxes.
Ver postOuterloop 0.6.0 is out. It now runs locally on a Mac, can use a local git forge instead of GitHub, and keeps a hash-chained, attested record of each agent run trajectory. Run "outerloop trajectory <run-id> --verify" to check one. github.com/outerloop-science/outerloop/releases
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