Machine Heart

Aug 5, 2026 · Artificial Intelligence

Can Large Language Models Self‑Evolve Beyond Math and Code?

The article introduces RLSVR, a reinforcement‑learning framework that creates self‑verifiable rewards for open‑ended tasks via task transformation, and its SpyRL implementation, showing substantial gains on summarization, creative writing, and math benchmarks without relying on external reward models.