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Define the task before automating it

Explore intelligent workflows and recorded results. A connected agent is not proof of successful execution.

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An agent needs clear inputs, authority limits and acceptance criteria. 'Manage everything' cannot be evaluated without defined outputs and constraints.

Break work into small stages with observable success and failure. Connecting an agent is different from successful task execution.

Record cost, output and errors for recurring work. Reusing a valid result when inputs have not changed can prevent unnecessary consumption.

Educational guidance; not live data or an official announcement.
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