Initial commit: AnythingLLM persona RAG integration

28 persona workspace with document upload, OCR pipeline, and vector embedding
assignment via AnythingLLM API. Supports 5 clusters (intel, cyber, military,
humanities, engineering) with batch processing and resume capability.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

README.md

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+# AnythingLLM × Persona RAG Integration
+
+28 persona workspace'i olan, kitap kütüphanesinden beslenen RAG sistemi. Her persona kendi uzmanlık alanındaki dokümanlarla vektör embed edilmiş durumda.
+
+## Mimari
+
+- **AnythingLLM Desktop** — `http://localhost:3001`
+- **LLM:** Ollama local (qwen3:14b)
+- **Embedding:** Google Gemini (gemini-embedding-001)
+- **Vector DB:** LanceDB
+- **OCR:** ocrmypdf (tur+eng)
+- **Kitap Kaynağı:** `/mnt/storage/Common/Books/`
+
+## Personalar (5 Cluster)
+
+| Cluster | Personalar |
+|---------|-----------|
+| Intel | Frodo, Echo, Ghost, Oracle, Wraith, Scribe, Polyglot |
+| Cyber | Neo, Bastion, Sentinel, Specter, Phantom, Cipher, Vortex |
+| Military | Marshal, Centurion, Corsair, Warden, Medic |
+| Humanities | Chronos, Tribune, Arbiter, Ledger, Sage, Herald, Scholar, Gambit |
+| Engineering | Forge, Architect |
+
+## Kullanım
+
+```bash
+# Durum kontrolü
+python3 setup.py --status
+
+# Workspace oluştur / güncelle
+python3 setup.py --create-workspaces
+
+# Tam pipeline (upload + OCR + embed)
+python3 setup.py --upload-documents --resume
+
+# Tek cluster veya persona
+python3 setup.py --upload-documents --cluster cyber --resume
+python3 setup.py --upload-documents --persona neo --priority 1 --resume
+
+# Önizleme
+python3 setup.py --upload-documents --dry-run
+```
+
+## Pipeline
+
+```
+Phase A: Text dosyaları upload
+Phase B: Scanned PDF'leri OCR (ocrmypdf)
+Phase C: OCR'lı dosyaları upload
+Final:   Workspace'lere assign/embed
+```
+
+## Recovery
+
+Vektör DB silinirse:
+1. `upload_progress.json`'da `workspace_docs` → `{}` sıfırla
+2. `python3 setup.py --upload-documents --resume` (sadece re-embed yapar)
+
+## Dosyalar
+
+- `setup.py` — Ana entegrasyon scripti (upload, OCR, workspace assignment)
+- `config.yaml` — Persona-klasör eşlemeleri, API config, batch ayarları
+- `upload_progress.json` — Upload/atama state tracker (gitignore'd)