A dense technical session unpacking the four pillars of Magnolia's agentic release: the Magnolia Dev MCP Server (a plugin-based toolkit that injects Magnolia's coding conventions into any AI agent via Skills files), Doc-to-Page (Word documents into fully designed Magnolia pages), Vector DB (semantic and hybrid search via context vectors and embeddings), and the AI Accelerator Agent internals — covering reasoning models, three-layer tool security, memory management, and two-way MCP integration.