simplify path & add context

Author: msakande

articles/ai-foundry/toc.yml

@@ -13,15 +13,15 @@ items:
 - name: Azure AI Foundry Models
   items:
   - name: Explore Foundry Models
-    href: foundry-models/overview.md
-  - name: Models and capabilities
-    href: ../ai-foundry/foundry-models/concepts/models.md?context=/azure/ai-foundry/context/context
+    href: foundry-models/overview.md?context=/azure/ai-foundry/context/context
+  - name: Models and capabilities 
+    href: foundry-models/concepts/models.md?context=/azure/ai-foundry/context/context
   - name: Data, privacy, and security for Model Catalog
     href: how-to/concept-data-privacy.md
   - name: Model lifecycle and retirement
     href: concepts/model-lifecycle-retirement.md
   - name: Foundry Models quotas and limits
-    href: ../ai-foundry/foundry-models/quotas-limits.md?context=/azure/ai-foundry/context/context
+    href: foundry-models/quotas-limits.md?context=/azure/ai-foundry/context/context
   - name: Choose a model for your use case
     items:
     - name: Model leaderboards
@@ -35,35 +35,35 @@ items:
     - name: Deployment options in Azure AI Foundry portal
       href: concepts/deployments-overview.md
     - name: Deployment types
-      href: ../ai-foundry/foundry-models/concepts/deployment-types.md?context=/azure/ai-foundry/context/context    
+      href: foundry-models/concepts/deployment-types.md?context=/azure/ai-foundry/context/context    
     - name: Configure Models from Partners and Community
       href: foundry-models/how-to/configure-marketplace.md?context=/azure/ai-foundry/context/context
     - name: Deploy Foundry Models
-      href: ../ai-foundry/foundry-models/how-to/create-model-deployments.md?context=/azure/ai-foundry/context/context
+      href: foundry-models/how-to/create-model-deployments.md?context=/azure/ai-foundry/context/context
     - name: Troubleshoot deployments and monitoring
       href: how-to/troubleshoot-deploy-and-monitor.md
   - name: Develop with AI models
     items:
     - name: Use Foundry Models in code
-      href: ../ai-foundry/foundry-models/how-to/inference.md?context=/azure/ai-foundry/context/context
+      href: foundry-models/how-to/inference.md?context=/azure/ai-foundry/context/context
     - name: Supported programming languages and SDKs
       href: ../ai-services/openai/supported-languages.md?context=/azure/ai-foundry/context/context
     - name: Work with chat models
       items:
       - name: Work with chat completion models
-        href: ../ai-foundry/foundry-models/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context
+        href: foundry-models/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context
       - name: Work with reasoning models
-        href: ../ai-foundry/foundry-models/how-to/use-chat-reasoning.md?context=/azure/ai-foundry/context/context
+        href: foundry-models/how-to/use-chat-reasoning.md?context=/azure/ai-foundry/context/context
       - name: Work with multimodal models
-        href: ../ai-foundry/foundry-models/how-to/use-chat-multi-modal.md?context=/azure/ai-foundry/context/context
+        href: foundry-models/how-to/use-chat-multi-modal.md?context=/azure/ai-foundry/context/context
       - name: Use structured outputs
-        href: ../ai-foundry/foundry-models/how-to/use-structured-outputs.md?context=/azure/ai-foundry/context/context
+        href: foundry-models/how-to/use-structured-outputs.md?context=/azure/ai-foundry/context/context
     - name: Work with embedding models
       items:
       - name: Work with text embeddings
-        href: ../ai-foundry/foundry-models/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context
+        href: foundry-models/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context
       - name: Work with image embeddings
-        href: ../ai-foundry/foundry-models/how-to/use-image-embeddings.md?context=/azure/ai-foundry/context/context
+        href: foundry-models/how-to/use-image-embeddings.md?context=/azure/ai-foundry/context/context
     - name: Work with image models
       href: how-to/use-image-models.md
     - name: Develop with LangChain and LangGraph
@@ -605,7 +605,7 @@ items:
   - name: Cost management for Foundry Models
     items:
     - name: Manage quotas and limits for Foundry Models
-      href: ../ai-foundry/foundry-models/quotas-limits.md?context=/azure/ai-foundry/context/context
+      href: foundry-models/quotas-limits.md?context=/azure/ai-foundry/context/context
     - name: Azure OpenAI quotas and limits
       href: ../ai-services/openai/quotas-limits.md?context=/azure/ai-foundry/context/context
     - name: What is the Provisioned Throughput offering (PTU)?
@@ -655,7 +655,7 @@ items:
     - name: Built-in policy to allow specific models
       href: how-to/built-in-policy-model-deployment.md
     - name: Custom policy to allow specific models
-      href: foundry-models/how-to/configure-deployment-policies.md
+      href: foundry-models/how-to/configure-deployment-policies.md?context=/azure/ai-foundry/context/context
   - name: Vulnerability management
     href: concepts/vulnerability-management.md
   - name: Disaster recovery