Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
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Tag: Memory
24
Feb 2026
Continual Learning and Catastrophic Forgetting How Agents Remember Without Forgetting
How AI agents can learn continuously across tasks and environments without overwriting what they already know — the science and practice of lifelong machine learning
05
Oct 2025
Architecting Short-Term and Long-Term Memory in AI Agents
## 1. Concept Introduction When you read this sentence, you hold its beginning in your mind to understand its end. Tha...