Start with one bounded task. Make the next action visible before making it automatic.
Begin with a job, not a swarm
Write down the task the system should finish and what a good result looks like. A research assistant collecting evidence has a different job from a system updating customer records. The architecture should follow that distinction rather than begin with a preferred number of agents.
Make evidence part of the output
A helpful answer should leave a trail that a reviewer can follow. Bring source material, assumptions, and unresolved questions into the working view, so a fluent response is not mistaken for a verified conclusion.
Design the permission boundary
Separate preparing a proposal from executing a change. Define the actions that need approval and give the operator a way to stop the run. The interface should show the affected record and the proposed change before asking for a decision.
Treat the pilot as a learning tool
Collect representative failures alongside successful runs. Review which tasks deserve automation, where uncertainty remains, and whether the operating cost is justified. A useful pilot can narrow the scope as well as expand it.
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