> ## Documentation Index
> Fetch the complete documentation index at: https://handbook.sutro.sh/llms.txt
> Use this file to discover all available pages before exploring further.

# Expert Annotations

> Model behavior should be grounded in expert-reviewed data, and abstracted into generalized rulesets.

Expert annotations are the bridge between a model's generic capabilities and the last-mile judgment required for a specific task. They give teams a concrete way to inspect [model behavior](/patterns/consistency), capture expert corrections, and turn repeated review into better system behavior over time.

Use this section when you need to decide who should review model outputs, [what each annotation should contain](/patterns/context/expert-annotation/what-good-annotations-capture), and [which cases](/patterns/context/expert-annotation/which-cases-to-annotate) are worth spending expert time on.