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# Evaluation begins after the demo
- URL: https://enteruaf.com/evaluation-begins-after-the-demo/
- Published: 2026-05-10T12:00:00.000Z
- Updated: 2026-09-23T03:44:06.000Z
- Author: UAF Editorial
- Tags: Research, Security

Benchmarks answer questions about a defined task. Deployment asks a larger question: what happens when the environment changes, the user is ambiguous, the tool fails and the cost of a wrong action is real?

Agent evaluation must therefore continue in operation. Teams need representative tasks, incident review, drift monitoring and tests of interruption. A high score can be useful evidence. It cannot substitute for observing the system where its authority actually matters.