More AI tools are moving from single tasks to long workflows involving files, a browser, code and external tools.
One central problem is persistent memory: how a system retains preferences, decisions and relevant information between sessions without creating confusion or exposing information that should not be stored.
For any tool promising to perform long tasks, check what is retained between sessions, who can access memory, how long information is stored and how to delete or limit it.