[Hubs] AI agent infrastructure

📝 Scenario

As a FinOps hub admin, I need to deploy an AI agent in order to empower my stakeholders to get quick answers and streamline their FinOps efforts

💎 Solution

Create an AI agent that understands the FinOps, FOCUS, and how to query data from FinOps hubs.

📋 Tasks

• Setup a demo environment
• Create a bicep module for the agent
• Create the container
• Update bicep to include the container
• Update the createUiDefinition.json
• Update the FinOps hubs marketing page (in /docs folder)
• Update the FinOps hubs overview page (in /docs-mslearn folder)
• Create a new FinOps hub AI agent page at /docs-mslearn/toolkit/hubs/ai-agent.md
• Link to the new ai-agent.md file in /docs-mslearn/TOC.yml
• Does the data processing doc need to be updated?
• Finalize demo flow

🙋‍♀️ Ask for the community

We could use your help:

1. Please vote this issue up (👍) to prioritize it.
2. Leave comments to help us solidify the vision.

Review the completed demo environment and bicep module first, then inspect the remaining paths and files: /docs, /docs-mslearn, /docs-mslearn/toolkit/hubs/ai-agent.md, /docs-mslearn/TOC.yml, and createUiDefinition.json. Done requires completing the container and deployment work, updating the listed documentation and navigation, deciding whether data processing docs need changes, and finalizing the demo flow.