Today's AI agents possess remarkable reasoning skills but suffer from crippling amnesia, forgetting interactions after each session. We dissect the critical challenge of engineering memory into LLMs—exploring short-term vs. long-term systems, explicit vs. update strategies, and the hard problems of relevance and bloat. Discover why solving memory isn't just about storage, but building a smarter cognitive architecture.