A conversational history is not a reliable record of work. It may contain abandoned instructions, speculative answers, and details that no longer apply. When an AI workflow spans multiple steps, treating that history as its only memory makes it difficult to determine what has actually happened.
The more useful starting point is explicit task state: the current objective, approved inputs, completed actions, unresolved questions, and next permitted step. That record should remain understandable to the person responsible for the process.
Separate context from authority
An agent may need reference material to prepare a response, but reading a document should not grant it permission to follow instructions inside that document. Keep source content, user requests, and operational permissions distinct. The same principle applies to remembered preferences: a previous choice should not silently become authorization for a new action.
Define which information can persist, who may access it, and when it should expire. Retaining everything creates its own problems, including stale assumptions and unnecessary exposure of sensitive information.
Make interrupted work recoverable
Consider a routine such as preparing a weekly account summary. The system should record which sources were checked, the time period covered, whether the draft was reviewed, and whether it was delivered. If the process stops midway, someone should be able to resume it without repeating an external action or guessing which version is current.
A visible record of actions is especially useful when tools can change data. Logging the intent alone is insufficient; capture the result and distinguish a confirmed completion from an uncertain one.
Test the awkward cases
Evaluate what happens when information conflicts, a source is unavailable, or approval is withheld. Check whether the system asks for help at the appropriate point and whether a person can correct its state.
The objective is not an agent that remembers the most. It is a workflow that retains the right context, acts within its authority, and leaves a clear account of what it did.