Architecture Documentation Sync

The Context

The CodebaseOverview.md is our primary architectural map, but it currently suffers from two major synchronization gaps:

1. Outdated Scale Metrics: The total sloc metrics have not been updated since January 2026. The true scale has massively expanded.
2. Missing AI Infrastructure: The entire ai/ SDK layer (~20k lines), .agent/skills/ topology, resources/content/ context logic, testing layers, and JSDoc parsers are not formally indexed in the "Knowledge Landscape".

The Objective

This Epic tracks the holistic integration of these missing namespaces into the codebase overview to ensure agents and human contributors have a structurally complete map.

Required Actions

• Recalculate and update the statistical index to the State of April 2026 using cloc, reflecting roughly ~531,000 lines of knowledge.
• Insert Agent OS Backend (/ai) namespace into the map.
• Insert Swarm Skills & Workflows (/.agent/skills/) namespace into the map.
• Separate and index Neo Theming Engine (/resources/scss/) and Neo Docs Parser (/docs/app/).
• Establish Agent Knowledge Base (/resources/content/) as the reactive live context endpoint.
• Extend Query Entry points to prompt for "Agent OS", "DreamService", and "Whitebox E2E".

Design Rationale

Piecemeal ticket updates to this core markdown document are inefficient and prone to producing conflicting contexts (Session Amnesia). By aggregating all missing topographical metrics into a single "Fat Ticket", we guarantee the Native Edge Graph ingests a complete, coherent upgrade delta representing the April 2026 scale.