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The old architecture.md was out of date (mentioned n8n which isn't used,
wrong embedding dimensions, missing multi-tenancy, no edit loop).
The rewrite documents the full process end-to-end:
1. Document upload + OCR + embedding
2. Analysis (proofreader, researcher)
3. Outcome + direction decision (CEO + human)
4. Deep analysis (pass 2)
5. Drafting (writer writes 12 blocks)
6. QA
7. Initial DOCX export (with bookmarks for future revisions)
8. Edit loop with Track Changes — the new architecture:
a. User downloads + edits in Word + uploads עריכה-v{N}.docx
b. Backend auto-retrofits bookmarks + registers as active_draft
c. User asks CEO for specific change in Paperclip comment
d. CEO stage G: calls writer in revision mode → builds revisions JSON
e. docx_reviser applies <w:ins>/<w:del> preserving user's template
f. User Accept/Reject from Word Review tab
g. Repeat until marked final
Plus MCP tool reference, API endpoints, DB schema, multi-tenancy,
technology stack.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>