https://www.eigenform.ai/continuous-learning-tool-tips/tags/ai/Recent content in AI on Eigenform Continuous Learning Tool TipsHugoen-USThu, 08 Oct 2026 00:00:00 +0800https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/Thu, 08 Oct 2026 00:00:00 +0800https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/<p><figure class="article-image"> <picture> <source type="image/webp" srcset="https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_a9e8e8ca9585a986.webp 480w, https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_77a0c402f5cf7bf3.webp 800w, https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_ef0eaad5835868fc.webp 1200w" sizes="(min-width: 900px) 800px, 100vw"> <source type="image/jpeg" srcset="https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_c4676c5211374df7.jpeg 480w, https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_14244718a34f168f.jpeg 800w, https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_55f7a2cd02c3a2ee.jpeg 1200w" sizes="(min-width: 900px) 800px, 100vw"> <img src="https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting_hu_14244718a34f168f.jpeg" alt="Catastrophic forgetting in continual fine-tuning: a model cube trained over three rounds loses older skill tiles as new ones arrive, beside four techniques that reduce it: a LoRA adapter, a sliding window, rehearsal data and a KL anchor to the base model" title="Each round of fine-tuning can erase older skills" width="1672" height="941" loading="eager" fetchpriority="high" decoding="async" class="zoomable" data-full-url="https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/cover-catastrophic-forgetting.jpeg"> </picture><figcaption>Each round of fine-tuning can erase older skills</figcaption></figure></p>https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/Thu, 08 Oct 2026 00:00:00 +0800https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/<p><figure class="article-image"> <picture> <source type="image/webp" srcset="https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_3c911ca67e9ffd1d.webp 480w, https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_53ac2ebab5456e46.webp 800w, https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_2f4fdfd9196de1a2.webp 1200w" sizes="(min-width: 900px) 800px, 100vw"> <source type="image/jpeg" srcset="https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_849133ccde8179eb.jpeg 480w, https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_c779f88985ee4d50.jpeg 800w, https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_126de50de4cff1d6.jpeg 1200w" sizes="(min-width: 900px) 800px, 100vw"> <img src="https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory_hu_c779f88985ee4d50.jpeg" alt="AI agent memory compared with reinforcement learning and LoRA fine-tuning: a robot arm repeats yesterday&rsquo;s mistake beside a model cube, with three paths: a memory note added to the prompt of a frozen model, a reward gauge feeding reinforcement learning, and successful attempts training a small LoRA adapter" title="Memory carries facts; only weight updates change habits" width="1672" height="941" loading="eager" fetchpriority="high" decoding="async" class="zoomable" data-full-url="https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/cover-ai-agent-memory.jpeg"> </picture><figcaption>Memory carries facts; only weight updates change habits</figcaption></figure></p>