Four questions decide which tool should run your agent improvement loop, which add-ons are
worth testing, and how strict your merge gate should be. The logic is capability-based, from
published product documentation as of October 2026, not benchmarks. The full argument lives
in More Agents Do Not Create Continuous Improvement.