{"type": "article", "title": "Gradients Know What Outcomes Don't: Unlocking Reinforcement Learning for LLM Reasoning with Gradient-Aligned Rewards", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/gradients-know-what-outcomes-don-t-unlocking-reinforcement-learning-for-llm-with", "original_source": "https://www.machinebrief.com/news/gradients-know-what-outcomes-dont-unlocking-reinforcement-le-c2h4", "published": "2026-09-04T04:00:00+00:00", "accessed": "2026-09-04", "id": "gradients-know-what-outcomes-don-t-unlocking-reinforcement-learning-for-llm-with"}