fixes

Author: lgayhardt

articles/ai-foundry/how-to/develop/run-ai-red-teaming-cloud.md

@@ -17,7 +17,7 @@ author: lgayhardt
 
 [!INCLUDE [feature-preview](../../includes/feature-preview.md)]
 
-Though the AI Red Teaming Agent (preview) can be run [locally](link/to/run-airedteaming-local.md) during prototyping and development to help identify safety risks, running them in the cloud allows for pre-deployment AI red teaming runs on larger combinations of attack strategies and risk categories for a fuller analysis.
+Though the AI Red Teaming Agent (preview) can be run [locally](./develop/run-scans-ai-red-teaming-agent) during prototyping and development to help identify safety risks, running them in the cloud allows for pre-deployment AI red teaming runs on larger combinations of attack strategies and risk categories for a fuller analysis.
 
 ## Prerequisites
 
@@ -143,6 +143,6 @@ curl --request GET \  --header 'authorization: Bearer {{ai_token}}'  --url https
 
 Once your AI red teaming run is finished running, you can [view your results](../view-ai-red-teaming-results.md) in your Azure AI Foundry project.
 
-## Next steps
+## Related content
 
 Try out an [example workflow](https://aka.ms/airedteamingagent-sample) in our GitHub samples.

articles/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent.md

@@ -509,6 +509,6 @@ The red teaming scorecard also provides row-level data on each attack-response p
 
 Once your AI red teaming scan is finished running, you can [view your results](../view-ai-red-teaming-results.md) in your Azure AI Foundry project.
 
-## Next steps
+## Related content
 
 Try out an [example workflow](https://aka.ms/airedteamingagent-sample) in our GitHub samples.

articles/ai-foundry/how-to/view-ai-red-teaming-results.md

@@ -13,34 +13,34 @@ ms.author: lagayhar
 author: lgayhardt
 ---
 
-## Viewing AI red teaming results in Azure AI Foundry project (preview)
+# Viewing AI red teaming results in Azure AI Foundry project (preview)
 
-[!INCLUDE [feature-preview](../../includes/feature-preview.md)]
+[!INCLUDE [feature-preview](../includes/feature-preview.md)]
 
-After your automated scan is finished running [locally](develop/run-scans-ai-red-teaming-agent.md) or [remotely](develop/run-ai-red-teaming-cloud.md), the results also get logged to your Azure AI Foundry project which you specified in the creation of your AI Red Teaming Agent.
+After your automated scan is finished running [locally](./develop/run-scans-ai-red-teaming-agent.md) or [remotely](./develop/run-ai-red-teaming-cloud.md), the results also get logged to your Azure AI Foundry project which you specified in the creation of your AI red teaming agent.
 
 ## View report of each scan
 
-In your Azure AI Foundry project, navigate to the **Evaluations** page and select the **AI red teaming** tab to view the comprehensive report with a detailed drill-down of each scan.
+In your Azure AI Foundry project or hub based project, navigate to the **Evaluations** page and select the **AI red teaming** tab to view the comprehensive report with a detailed drill-down of each scan.
 
-:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team.png" alt-text="Screenshot of AI Red Teaming tab in Azure AI Foundry project page." lightbox="../../media/evaluations/red-teaming-agent/ai-red-team.png":::
+:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team.png" alt-text="Screenshot of AI Red Teaming tab in Azure AI Foundry project page." lightbox="../media/evaluations/red-teaming-agent/ai-red-team.png":::
 
 Once you select into the scan, you can view the report by risk categories, which shows you the overall number of successful attacks and a breakdown of successful attacks per risk categories:
 
-:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team-report-risk.png" alt-text="Screenshot of AI Red Teaming report view by risk category in Azure AI Foundry." lightbox="../../media/evaluations/red-teaming-agent/ai-red-team-report-risk.png":::
+:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team-report-risk.png" alt-text="Screenshot of AI Red Teaming report view by risk category in Azure AI Foundry." lightbox="../media/evaluations/red-teaming-agent/ai-red-team-report-risk.png":::
 
 Or by attack complexity classification:
 
-:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team-report-attack.png" alt-text="Screenshot of AI Red Teaming report view by attack complexity category in Azure AI Foundry." lightbox="../../media/evaluations/red-teaming-agent/ai-red-team-report-attack.png":::
+:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team-report-attack.png" alt-text="Screenshot of AI Red Teaming report view by attack complexity category in Azure AI Foundry." lightbox="../media/evaluations/red-teaming-agent/ai-red-team-report-attack.png":::
 
 Drilling down further into the data tab provides a row-level view of each attack-response pair, enabling deeper insights into system issues and behaviors. For each attack-response pair, you can see additional information such as whether or not the attack was successful, what attack strategy was used and its attack complexity. There's also an option for a human in the loop reviewer to provide human feedback by selecting the thumbs up or thumbs down icon.
 
-:::image type="content" source="../../media/evaluations/red-teaming-agent/ai-red-team-data.png" alt-text="Screenshot of AI Red Teaming data page in Azure AI Foundry." lightbox="../../media/evaluations/red-teaming-agent/ai-red-team-data.png":::
+:::image type="content" source="../../media/evaluations/red-teaming-agent/ai-red-team-data.png" alt-text="Screenshot of AI Red Teaming data page in Azure AI Foundry." lightbox="../media/evaluations/red-teaming-agent/ai-red-team-data.png":::
 
 To view each conversation, selecting **View more** opens up the full conversation for more detailed analysis of the AI system's response.
 
-:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team-data-conversation.png" alt-text="Screenshot of AI Red Teaming data page with a conversation history opened in Azure AI Foundry." lightbox="../../media/evaluations/red-teaming-agent/ai-red-team-data-conversation.png":::
+:::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team-data-conversation.png" alt-text="Screenshot of AI Red Teaming data page with a conversation history opened in Azure AI Foundry." lightbox="../media/evaluations/red-teaming-agent/ai-red-team-data-conversation.png":::
 
-## Next steps
+## Related content
 
 Try out an [example workflow](https://aka.ms/airedteamingagent-sample) in our GitHub samples.