DGS vs Agent Frameworks

Evaluating agents.

Treat agents like systems: measure success, errors, and review cost.

Fact
Evaluation must be task-based

A useful metric is whether the system completes a defined task with clear acceptance criteria — not whether a response sounds confident.

Fact
Tool-call errors are measurable

You can measure invalid arguments, tool failures, retries, and recovery behavior. These show up in logs and traces.

Fact
Review time is a real cost

If outputs require heavy human rewriting, “autonomy” shifts work instead of reducing it.