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> [!IMPORTANT]
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> 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!
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<img width="1905" height="1086" alt="image" src="https://github.com/user-attachments/assets/5cd2776f-4606-45c2-9482-53ff2d4df74e" />
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## Key Features
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## Key Features
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- **Multi-Agent Architecture**: Few specialized AI agents working in concert:
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- **Cora (Shopper)**: Front-facing assistant for general queries.
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- Sets up a Python virtual environment.
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- Ingests `product_catalog.csv` into Cosmos DB.
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https://github.com/user-attachments/assets/41bf0976-0ca8-47fe-a2fa-8750bcc6f848
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<https://github.com/user-attachments/assets/41bf0976-0ca8-47fe-a2fa-8750bcc6f848>
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- Creates and populates an Azure AI Search index with vector embeddings.
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https://github.com/user-attachments/assets/37c4a8cd-73e1-4392-8755-fb018481d8cb
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<https://github.com/user-attachments/assets/37c4a8cd-73e1-4392-8755-fb018481d8cb>
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3. **Agent Creation**:
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- Installs the `azure-ai-projects` SDK.
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- Visit `https://<your-app-name>.azurewebsites.net`.
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- You should see the Zava chat interface.
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https://github.com/user-attachments/assets/a1139528-6b37-4ac2-a1cb-771788ff45a4
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<https://github.com/user-attachments/assets/a1139528-6b37-4ac2-a1cb-771788ff45a4>
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2. **Verify Agents**:
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- Go to the [Azure AI Foundry Portal](https://ai.azure.com).
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- Navigate to your project -> **Build** -> **Agents**.
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- You should see all 5 agents listed.
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https://github.com/user-attachments/assets/3c562ccd-cff3-4a30-b9f8-44111fb71113
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<https://github.com/user-attachments/assets/3c562ccd-cff3-4a30-b9f8-44111fb71113>
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3. **Test Interactions**: For example:
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- **General**: "Hi, who are you?" (Handled by Cora)

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