Memory is becoming one of the most important design surfaces in agentic software.

Not because models suddenly became databases.
And not because storing more transcripts is the same thing as making a system smarter.

It matters because memory changes what kind of software we are building.

A stateless LLM can answer.
A system with agentic memory...