Content Memory Pipeline

Purpose: Take various content sources → convert to markdown → chunk them → refer to them for future use.

The pipeline is the core value. Folder layout, workspace sync, and integration with other context (e.g. Vesta 7) are secondary; those pieces will be part of context anyway.

Architecture

• memory/ (project root): Content and chunks. No converted/ or chunked/ subfolders—chunks go directly in topic folders. Markdown in <folder>/markdown/.
• workspace/ (optional): Source content for sync_and_chunk; copied to memory.
• Convert to markdown/: PDF/DOCX → .md written in <folder>/markdown/ for each folder.
• Chunk: Reads from source/<domain>/ or memory/<domain>/, writes to memory/<domain>/<topic>/.

When to Activate

• "Add content to memory", "refresh memory", "ingest for agent"
• "Sync workspace to memory", "convert and chunk"

Step 1: Convert to Markdown