Most people hear “AI agents can dream” and understandably imagine something mystical: a model with an inner life, replaying its day in a machine version of REM sleep. The engineering reality is more interesting and more practical. In agentic AI, a dream is usually an offline job that reads messy state, past transcripts, and tool traces, then writes a cleaner memory representation for future runs.
