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Evaluate an agent at three levels. First, the quality of planning: did it divide the goal into
         appropriate steps, or repeat work, or take a dangerous shortcut? Second, the quality of tool
         use: did it choose the right tool, pass the right parameters, and check the result? Third,

         operational control: are there limits on permissions, time, and cost, an approval step before
         sensitive actions, a complete log, and an emergency stop?


         A greater number of agents does not guarantee greater intelligence. Dividing roles among a

         researcher, a critic, and a writer may improve organization, but it can repeat the same error
         if all of them rely on the same source or if the critic is not independent. Compare a multi-
         agent system with a simpler baseline. If it does not raise accuracy or reduce review time, it

         is adding cost and complexity without benefit.

         Begin by placing the agent in proposal mode: it prepares the draft or the plan of actions but
         does not carry them out. Then allow low-impact actions, such as creating a draft inside a test
         folder.  Do  not  grant  it  external  sending,  deletion,  purchasing,  or  the  modification  of

         important  data  except  with  explicit  approval  and  with  limits  that  can  be  audited  and
         reversed.



           ⚠ Warning: permissions compound across a chain of tools

           A small permission may expand through a chain of tools. The ability to read email, create
           a file, and send a link may together expose information the user never intended to share.
           Review the sum of the permissions, not only each tool on its own.


           ● Remember: Section summary
           • Key idea: Compare within the right category, and read the license rather than the
           marketing word.

           • Practical decision: For agents, start in proposal mode and expand permissions only
           against evidence.
           • Mistake to avoid: Treating open as a single meaning, or assuming that more agents
           means more reliability.


         3.5 How Do We Improve the Fit Between System and Task?

           ◆ Key idea: there is no mandatory ladder.
           There is no fixed sequence that begins with prompting, then retrieval, then fine-tuning.

           Each intervention addresses a different kind of failure, and more than one can be
           combined in a single solution. Diagnose the cause first.











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