When an agent can access the internet, the risk is not limited to receiving incorrect information. It may confuse a plan with an action, a web page with an authoritative source or a description with a verified result.

Sources suited to the task

Technical, legal and commercial research call for different sources. A sound system prioritises primary documentation, labels inferences and keeps links close to the claims they support.

From research to action

Reading a calendar and creating an event are different operations. The answer should show which phase was completed and which still requires permission or approval.

Useful traces, not noise

Effective transparency does not expose internal thoughts. It makes sources, tools, status and outcomes available so a person can verify the work without rebuilding it.

A reliable agent does not merely sound certain; it makes certainty easy to inspect.
Bring verification into the workflow

Design agents that distinguish research, decision and execution.

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