Memory is not the same as context

An agent should not merely remember text. It needs source, freshness, permission, scope, and a reason to trust that the information is still valid.

Large context windows and built-in memory do not solve the main problem for software teams.

The problem is not only how much information the system can hold. The problem is reliability:

where the claim came from
whether it is still current
which repo, team, user, or incident it applies to
whether the agent is allowed to use it for this task
whether a newer source contradicts it

That is why a memory item has to be more than a sentence. It needs source, scope, status, time, ownership, and a way to be superseded by a newer decision.

Only then can an agent work with context a human has reason to trust.