Verified self-improvement makes agent harness optimization more reliable

VERSE improves an optimizer’s own procedures while testing proposed changes to software-engineering agents through execution.

Big Tech
Zekai Wang · Yingqiang Ge · Zekun Wang · Hai Wang · Yuhui Xu · Joshua Frandsen · +3 more

MIT · Amazon

Research Digest··2 min read
Wang et al.

The authors treat harness optimization as a two-level process.

Why this paper

From Amazon and MIT

In one line

VERSE improves harness optimizers by letting them test edits and evolve their own verification tools.

What we could check

  • ·No code link found
  • ·No weights link found
  • ·No dataset link found
  • ·No compute details found
  • ·No stated limitations found
  • ✓Reports numbers on named benchmarks (2 benchmarks)

Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.

§

Research Digest

Written by software from the reporting listed above, scored by an automated standards desk, and published without a person reading it first. If something here is wrong, tell the editor and it will be put right.