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AI can remember. That does not mean the work continues.

Retrieving a conversation is not the same as carrying a decision into the next task.

Memory is only the start

A previous conversation is not enough. The next task also needs to show who decided, what was approved, and what happened afterward.

Keep facts, suggestions, and decisions separate

A document may be evidence under review. An AI answer may be a suggestion. Neither is a company decision until a person approves it.

Let results shape the next decision

The key question is what happened next. Results and exceptions should change how similar work is handled in the future.