[{"date":"Oct 08, 2026","permalink":"https://www.eigenform.ai/continuous-learning-tool-tips/catastrophic-forgetting-continual-fine-tuning/","summary":" Each round of fine-tuning can erase older skills\n","tags":["AI","Continuous Learning","Fine-Tuning"],"title":"Why Can't I Just Continue SFT Forever? Catastrophic Forgetting and Ways Around It"},{"date":"Oct 08, 2026","permalink":"https://www.eigenform.ai/continuous-learning-tool-tips/ai-agent-memory-is-not-learning/","summary":" Memory carries facts; only weight updates change habits\n","tags":["AI","Continuous Learning","AI Agents","Fine-Tuning"],"title":"Your AI Agent Solved the Problem. Why Didn't It Learn Anything?"}]