Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
Home
All posts
AI Agents
Engineering Manager
About
Resume
Tags & Stats
Tag: Memory
15
Mar 2026
Working Memory Compression and Context Distillation in Long Horizon Agents
How long-running agents compress, distill, and selectively retain working memory to operate effectively within finite context windows
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
## Concept Introduction AI agents require structured memory to operate effectively across turns and sessions. Without ...