L3M: A Verifiable Harness and Runtime for Self-Extending and Self-Improving Agents.

arXiv:2610.19591v1 Announce Type: new Abstract: The lasting gains in AI have come from methods that absorb more computation, and language models already scale computation within a call. Useful work, though, happens across calls: over hours or days, through too