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) ist seit 25 November 2024 auf Bluesky. Das Konto hat 181 Follower, folgt 109 Konten und hat 75 Posts veröffentlicht.
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Full Paper: outerloop.science/papers/outer... Code: github.com/outerloop-sc... Site: outerloop.science
Post anzeigenIn the paper, we also walk through our kernel system and sandbox design.
Post anzeigenOn 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.
Post anzeigenNew 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.
Post anzeigenOuterloop 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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