Long-term memory for AI agents is not a single feature — it's a set of architectural tradeoffs. Here are the five dominant designs, ranked by real-world viability.

Prompting an autonomous agent is not the same problem as prompting a chatbot. Here are the five techniques that matter most, ranked by how much they actually change agent behavior in production.