Josef Liyanjun Chen

A new study testing 67 frontier language models from 21 providers found that combining multiple models rarely outperforms the single best model, with gains capped by a 'co-failure ceiling' where all m…

Researchers introduced AEGIS, a selective escalation method that uses a lightweight probe on a weak policy's frozen activations to detect high-risk steps in long-horizon robot manipulation, switching …