Beyond Task Completion: A Verification-vs.-Conformance Gap in Tool-Evolving Agents

Alibek Kaliyev, Artem Maryanskyy

Agents that synthesize their own tools ship a second artifact alongside each answer: a software library that future tasks reuse, compose, and depend on. Task completion (TC) certif…