{#- Context variables:
   - company: str (e.g., "ACME Bank")
   - industry: str (e.g., "fsi")
   - catalog: str (e.g., "acme_fsi_demo")
   - bundle_name: str (e.g., "acme-bank-fsi-demo")
   - app_name: str (e.g., "acme-bank-fsi-app")
   - warehouse_id: str
   - workspace_host: str
   - databricks_profile: str | None
   - lakebase_url: str | None
   - notification_email: str
-#}
# Command: /talk-track

Generate a talk track for presenting the {{ demo_title | lower }}.

## Steps

1. **Read the manifest**: Open `conf/demo_manifest.json` for the demo structure and talk track hints.
2. **Read progress**: Open `docs/PROGRESS.md` to know which waves are completed.
3. **Review what was built**: Scan the `src/` directory to understand the actual components.

## Talk Track Structure

Generate a talk track document at `docs/TALK_TRACK.md` with these sections:

### 1. Opening (2-3 minutes)
- Who is {{ display_name }}? What challenges does {{ industry | upper }} face?
- What will we show today? (High-level overview of the demo)

### 2. Data Foundation (5-7 minutes)
- Show Unity Catalog structure: `{{ catalog }}` with schemas
- Show the data generation job and how synthetic data is created
- Show data landing in Volumes

### 3. Medallion Architecture (7-10 minutes)
- Walk through bronze -> silver -> gold transformation
- Highlight quality constraints in the silver layer
- Show data lineage in Unity Catalog
- Show the DLT pipeline graph

### 4. ML and Analytics (5-7 minutes)
- Show feature engineering and model training
- Show the AutoML experiment and model registry
- Walk through the Lakeview dashboards
- Demo Genie for ad-hoc questions

### 5. Companion App (5-7 minutes)
- Show the {{ app_name }} deployed on Databricks Apps
- Demonstrate key features
- Show how the app reads from gold tables

### 6. AI Agents (3-5 minutes)
- Show domain-specific agents built with Agent Framework
- Demo a sample conversation

### 7. Closing (2-3 minutes)
- Recap the end-to-end story
- Key takeaways for {{ display_name }}
- Next steps

## Guidelines

- Use the `talk_track_hints` from `conf/demo_manifest.json`.
- Include specific table names, dashboard names, and app features.
- Note transitions between sections.
- Include fallback talking points if a live demo step fails.
- Total presentation time: 30-40 minutes.
