https://cognaptus.com/tags/verifiable-rewards/ Recent content in Verifiable Rewards on Cognaptus Hugo -- 0.145.0 en-us Thu, 05 Mar 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-03-05-bending-the-beam-not-the-brain-what-rl-with-perfect-rewards-still-cant-teach-llms/ Thu, 05 Mar 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-03-05-bending-the-beam-not-the-brain-what-rl-with-perfect-rewards-still-cant-teach-llms/ BeamPERL shows that exact physics rewards can specialize compact LLMs, but they do not automatically produce transferable scientific reasoning.