Improving Environment-Agnostic Agents: The Role of Scaffolding.

arXiv:2610.22289v3 Announce Type: replace Abstract: Agents built on stronger language models may increasingly construct useful procedures for themselves, reducing the advantage of developer-supplied scaffolding. We investigate why this advantage persists and w