multi-agent deployment by default

README.md

@@ -9,13 +9,12 @@ Last updated: 2025-11-12
 
 ----------
 
-
 > [!IMPORTANT]
 > Disclaimer: This repository contains a demo of `Zava AI Shopping Assistant`, a  multi-agent system designed for e-commerce. It features a fully automated `"Zero-Touch" deployment` pipeline orchestrated by Terraform, which `provisions infrastructure, ingests data, creates real AI agents in Azure AI Foundry, and deploys the application container.` Please refer [TechWorkshop L300: AI Apps and Agents](https://microsoft.github.io/TechWorkshop-L300-AI-Apps-and-agents/), and if needed contact Microsoft directly: [Microsoft Sales and Support](https://support.microsoft.com/contactus?ContactUsExperienceEntryPointAssetId=S.HP.SMC-HOME) more guindace. There are tons of free resources out there, all eager to support!
 
 <img width="1905" height="1086" alt="image" src="https://github.com/user-attachments/assets/5cd2776f-4606-45c2-9482-53ff2d4df74e" />
 
-##  Key Features
+## Key Features
 
 - **Multi-Agent Architecture**: Few specialized AI agents working in concert:
   - **Cora (Shopper)**: Front-facing assistant for general queries.
@@ -63,11 +62,11 @@ graph TD
    - Sets up a Python virtual environment.
    - Ingests `product_catalog.csv` into Cosmos DB.
 
-        https://github.com/user-attachments/assets/41bf0976-0ca8-47fe-a2fa-8750bcc6f848
+        <https://github.com/user-attachments/assets/41bf0976-0ca8-47fe-a2fa-8750bcc6f848>
 
    - Creates and populates an Azure AI Search index with vector embeddings.
 
-        https://github.com/user-attachments/assets/37c4a8cd-73e1-4392-8755-fb018481d8cb
+        <https://github.com/user-attachments/assets/37c4a8cd-73e1-4392-8755-fb018481d8cb>
 
 3. **Agent Creation**:
    - Installs the `azure-ai-projects` SDK.
@@ -91,14 +90,14 @@ graph TD
    - Visit `https://<your-app-name>.azurewebsites.net`.
    - You should see the Zava chat interface.
 
-       https://github.com/user-attachments/assets/a1139528-6b37-4ac2-a1cb-771788ff45a4
+       <https://github.com/user-attachments/assets/a1139528-6b37-4ac2-a1cb-771788ff45a4>
 
 2. **Verify Agents**:
    - Go to the [Azure AI Foundry Portal](https://ai.azure.com).
    - Navigate to your project -> **Build** -> **Agents**.
    - You should see all 5 agents listed.
 
-      https://github.com/user-attachments/assets/3c562ccd-cff3-4a30-b9f8-44111fb71113
+      <https://github.com/user-attachments/assets/3c562ccd-cff3-4a30-b9f8-44111fb71113>
 
 3. **Test Interactions**: For example:
    - **General**: "Hi, who are you?" (Handled by Cora)

TROUBLESHOOTING.md

@@ -347,7 +347,7 @@ terraform apply
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1557-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-28</p>
+  <img src="https://img.shields.io/badge/Total%20views-1586-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-29</p>
 </div>
 <!-- END BADGE -->

src/.dockerignore

@@ -0,0 +1,45 @@
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+*.egg-info/
+dist/
+build/
+venv/
+env/
+ENV/
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# OS
+.DS_Store
+Thumbs.db
+
+# Git
+.git/
+.gitignore
+
+# Environment
+.env.local
+.env.*.local
+
+# Testing
+.pytest_cache/
+.coverage
+htmlcov/
+
+# Logs
+*.log
+
+# Data (if you don't need this in container)
+data/
+
+# Terraform
+terraform-infrastructure/

src/DATA_PIPELINE.md

@@ -277,7 +277,7 @@ az search index show-statistics \
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1557-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-28</p>
+  <img src="https://img.shields.io/badge/Total%20views-1586-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-29</p>
 </div>
 <!-- END BADGE -->

src/app/agents/agents_state.json

@@ -1,27 +1,27 @@
 {
   "cora": {
-    "id": "asst_xPTPWSqJrKKTxhweUZMwXxNb",
+    "id": "asst_PlBscdXbszB9KSwdKsY4O2ft",
     "hash": "ec1323afb9692d92de14373b05eb60026bb3738f5fb3303976f74d5c40536092",
-    "status": "created"
+    "status": "existing"
   },
   "interior_designer": {
-    "id": "asst_6YVlwwf9MRv91UCEZhKXYggr",
+    "id": "asst_RbfreBvHmlR1JVPvUjfMRGvX",
     "hash": "0fbee2d10b87eee5a9d0bd87a9d7af60f327c9093edd47d8e6683505db5aabba",
-    "status": "created"
+    "status": "existing"
   },
   "inventory_agent": {
-    "id": "asst_cFo2Nh5ncBmw9ZimlOkzBITv",
+    "id": "asst_nZQaxH8eRuZywig5umn4OHfA",
     "hash": "87deafceb6532b78ef075dd0e084909c4177286a0808cb9755c9a289f0076ba3",
-    "status": "created"
+    "status": "existing"
   },
   "customer_loyalty": {
-    "id": "asst_4yiWqVI0AyJ46yKFwpnNjRrS",
+    "id": "asst_DMnuT808C6ydiTwmgWLnwXz8",
     "hash": "1e0ffd8c5b4dac8cd247b90966b513f89b5c1c366edd476ca164d27b86dc276c",
-    "status": "created"
+    "status": "existing"
   },
   "cart_manager": {
-    "id": "asst_QChARJsqcQrWKLRhOUt7ojOG",
+    "id": "asst_2PzHUwpLAFoT2KIlGd45xrg3",
     "hash": "bd3985311b2b5e0d4d88ae4583c5c3b36113d6ddbbee67e6d36924f34292ccab",
-    "status": "created"
+    "status": "existing"
   }
 }