https://cognaptus.com/tags/rubric-rewards/ Recent content in Rubric Rewards on Cognaptus Hugo -- 0.145.0 en-us Mon, 23 Mar 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-03-23-learning-from-failure-when-llms-finally-pay-attention/ Mon, 23 Mar 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-03-23-learning-from-failure-when-llms-finally-pay-attention/ A mechanism-first reading of HeRL, a reinforcement learning framework that turns failed LLM outputs and unmet rubrics into guided exploration signals.