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Agent trajectories: success, efficiency, recovery, and policy

An agentic trajectory is evaluated by outcome and process: tools and observed states explain how the result was reached, while recovery, cost, and policy separate clean success from corrupt success.

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Video summary

The ideas to retain

01

A trajectory is a sequence of transitions, not a list of tool names

For reasoning about one execution, represent each step as:

02

Start with the outcome: was the task actually solved?

When the result can be checked directly, the first grader should inspect the real state.

03

Then evaluate the decisions that matter along the way

Not every trajectory difference is important.

Key moments

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  1. Action, tool result, and state form the trajectory
  2. Recovery must restore progress without hiding failures
  3. Success, efficiency, and policy are accepted together