| Chapter 1: Platform Architecture & Pipeline Initialization |
| 0:00 | Intro & System Capabilities |
| 0:11 | Operational Lifecycle Overview |
| 0:31 | PostgreSQL Schema Discovery |
| 1:05 | Multi-Agent Workflow Planning |
| 1:39 | Ingestion Milestone Summary |
| Chapter 2: The Predictive Analytics Dashboard |
| 2:13 | Dashboard Layout Overview |
| 2:54 | Manufacturing Work Orders |
| 3:28 | Churn Classifier Report |
| 3:54 | Market Basket Co-Purchases |
| 4:20 | KMeans Customer Segmentation |
| 5:07 | Freight Logistics Regressor |
| Chapter 3: Explainable AI & Data Lineage |
| 6:02 | Conversational Code Audit |
| 6:21 | Glass Box Documentation Logs |
| 6:43 | Core Algorithm Architecture |
| 7:13 | Computation Flow Diagram |
| 8:04 | Traceable Data Lineage |
| 8:36 | Parameter Configuration Audit |
| Chapter 4: Automated Testing & Deployment |
| 11:55 | Headless UI Layout Validation |
| 12:55 | Traditional vs. Agentic Lifecycle |
