Machine Learning Algorithms & Natural Language Processing

Jun 24, 2026 · Artificial Intelligence

Can Agents Truly Self‑Evolve? GDPevo Benchmark That No Agent Can Cheat

The article introduces GDPevo, the first open‑source benchmark that quantifies self‑evolution in agents by generating 120 real‑world enterprise tasks, using rule‑hybrid question creation and deterministic scoring, and shows that self‑evolving agents improve accuracy by 17‑22% while reducing token consumption.