> For the complete documentation index, see [llms.txt](https://docs.aiforglobaleducation.org/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.aiforglobaleducation.org/product-docs/diagrams/publish-your-docs.md).

# Three-Layer Audit Flow

{% @mermaid/diagram content="flowchart TD
Input\[AI Tool to Audit]

```
L1[Layer 1: Interaction Testing]:::section
P1[AI plays student]
P2[Tool responds naturally]
P3[Unaware of testing]

L2[Layer 2: Safety Screening]:::section
S1[JailbreakTrigger]
S2[RealToxicityPrompts]
S3[Harmful language detection]

L3[Layer 3: Fairness & Accuracy]:::section
F1[CrowS-Pairs bias test]
F2[TruthfulQA accuracy]
F3[Stereotype detection]

Output[Comprehensive Report]

Input --> L1
L1 --> P1 & P2 & P3
P1 & P2 & P3 --> L2
L2 --> S1 & S2 & S3
S1 & S2 & S3 --> L3
L3 --> F1 & F2 & F3
F1 & F2 & F3 --> Output

classDef section fill:#4a5568,color:#fff,font-weight:bold" fullWidth="true" %}
```


---

# Agent Instructions
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## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://docs.aiforglobaleducation.org/product-docs/diagrams/publish-your-docs.md?ask=<question>&goal=<endgoal>
```

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Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.