SEA architecture gates self-modifications via anytime-valid certificates on a frozen base model plus five verifier mechanisms, yielding +4 to +5 gains on a SWE-bench subset for two strong bases.
arXiv preprint arXiv:2510.10232 , year =
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Self-Evolving Agents with Anytime-Valid Certificates
SEA architecture gates self-modifications via anytime-valid certificates on a frozen base model plus five verifier mechanisms, yielding +4 to +5 gains on a SWE-bench subset for two strong bases.