Usage Examples

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# Page Title

<Note>
One clear sentence explaining what this note is for.
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## First Section

Plain explanation.

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|---|---|
| ![binary-eval-logo](/images/eval-labs/binary-eval-logo.png)<br><em>Eval Labs Logo.</em> | Eval Labs serves as the definitive proprietary AI audit-layer, engineered to govern and validate the hyper-complex outputs of Lucia’s cognitive core. |

![ui-review-queue](/images/eval-labs/ui-review-queue.png)
_Review Queue. Human evaluators score Lucia’s responses and save notes._

<Note>
Eval Labs exists to make Lucia’s behavior reviewable, repeatable, and safer to improve.
</Note>

<Warning>
Do not treat one good response as proof of stable behavior. Use a saved suite and rerun it after changes.
</Warning>

<Check>
Saved custom suites are live and can be reused for regression checks.
</Check>

This run shows a repeated tone regression in overwhelmed-owner prompts.

This run shows Lucia becoming more verbose under operator stress, which increases scanning burden and should fail the calm/usefulness bar.

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# Note Title

<Note>
What this note governs.
</Note>

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## Rule

The operating rule goes here.

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## Use when

- case one
- case two
- case three

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## Avoid

- failure mode one
- failure mode two
- failure mode three

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## Example

```text
Concrete example here.