https://www.eigenform.ai/recursive-self-improvement/continuous-learning-tool-tips/categories/Recent content in Categories on Eigenform Continuous Learning Tool TipsHugoen-USMon, 12 Oct 2026 00:00:00 +0800https://www.eigenform.ai/recursive-self-improvement/continuous-learning-tool-tips/categories/why-continuous-learning/Thu, 08 Oct 2026 00:00:00 +0800https://www.eigenform.ai/recursive-self-improvement/continuous-learning-tool-tips/categories/why-continuous-learning/<p>Most AI agents never learn from their own work. The model is trained once and then frozen, and anything it seems to &ldquo;remember&rdquo; lives in prompts, retrieval and memory files. This series starts with the problems before the solutions: why an agent that solved a task yesterday is no better today, why you can&rsquo;t simply keep fine-tuning, and where reinforcement learning stops helping. Our answer is modified SFT for policy-free learning, a new approach to SFT for continuous learning, and every post builds towards it.</p>