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RAG Core Suite

Dokumente → Chunks → Embeddings → Hybrid Suche → Top Chunks → Flexible KI.
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KLOKISMUS RAG ENTERPRISE – Windows 64-Bit Overview

🎯 RAG Core Suite – Windows 64-Bit Overview (~4,98 GB)

💻 Backend & KI Engine

  • FastAPI Backend: 6 Modi ready (rag/cloud/ki/rag-cloud/rag-ki/web)
  • RAG Core: PyMuPDF PDF Chunks, Tesseract OCR, all-MiniLM-L6-v2 Embeddings
  • Hybrid Pipeline: Top-Docs → Top-Chunks → JSON Metadata Safe
  • KI Engines: flan-t5-base lokal, GPT-4o-mini Cloud, 3 Built-in Agents
  • Live Status & Health: /health, /stats, Query Counter, Error Fallback Local→Cloud

🖥️ Frontend – Tkinter

  • 7 Tabs: Overview / AI / Documents / Sync / Agents / Users / Control
  • Documents 3-View: List / Grid / Folder + 900x700 Chunk Preview
  • DIN A4 Editor: Bold/H1/DOCX/PDF + Klokismus AutoSave
  • Role-Matrix: Superadmin 7 / Tenant 6 / User 3 Views
  • Async & Threaded UI: Live DB Button 🟢🔴, Progressbar, Highlight Chunks

👥 Users & Roles

  • Multi-Tenant Admin: Superadmin sieht alle, Tenant sieht eigenes
  • User CRUD: Server + Local, PBKDF2-SHA256 Security
  • Live Search & Sortable Treeview
  • Role Matrix + Tags System
  • Connection Test + ActiveDB Tracking

🤖 Agents & Automation

  • Agents CRUD: 3 fixe + Custom DB Agents, Search & Edit, 500 Char Prompt Limit
  • Rerankers: 5 Algorithmen, Downloadable, Live Status
  • AutoInit & Pipeline Sync: rag_vectors DB, tenant_id aware

📊 Dashboard & Admin

  • KPIs Overview: 2-Cols (Stats | Activities)
  • Audit Logs: Filter, Real-Time Search, Multiple Timestamp Formate
  • Settings: 2x2 Grid, Scrollable, Storage/Token/Scale Options
  • DB Manager: HKEY Registry CRUD, Base64 Password, Connection Test, ActiveDB Live Indicator

🚀 Production & Deployment

  • Setup.exe 8–12GB: 1-Klick Windows Native, Multi-Tenant Ready
  • Demo Flow: 4 Minuten → PDF Index + OCR → 5 Modi Live → Editor → AutoSave → Pitch
  • ARR Projection: 2026 €357K → 2027 €1M, €99/Monat Pre-Order

💎 Key Takeaways

  • Backend Live & KI Ready → sofort produktionsfähig
  • Klokismus Editor → AutoSave + 500/50 Chunks → DB
  • Enterprise UX → 3-View Docs + Control Center + Users + Agents CRUD
  • Full Deployment → Setup.exe, DB, KI-Models, Audit Logs, Settings

System Status & Chunking

  • 7 Chunks → rag_vectors DB
  • doc_category="Kündigung Protokoll"
  • doc_filename="KLOKISMUS-Antwort"
  • Metadata: Frontend Payload (JSON)
  • Smart Chunking (500/50 Satz-respektierend)
  • Klokismus AutoSave Pipeline

Backend Live Status

  • FastAPI Health /health
  • flan-t5-base lokal, gpt-4o-mini Cloud
  • 6 Modi: rag/cloud/ki/rag-cloud/rag-ki/web
  • local_loaded: true (torch.float16)
  • RAGDB Auto-Init Global

Donnerstag Demo-Flow

  • Setup.exe Windows Native
  • HKEY Lizenz neurosora.com Sync
  • DB Manager rag_db Connection
  • Dashboard 1.247 Chunks / 3 Tenants
  • PyMuPDF PDF Index + OCR
  • 5 Modi LIVE (RAG/RAG+KI/Cloud/Web)
  • DIN A4 Editor Bold/H1/DOCX
  • Klokismus Editor → AutoSave
  • €99/Monat Pitch

Production Deployment

  • Windows Setup.exe 8GB
  • backend.py FastAPI 8000
  • RAGDB.py 112 Core Features
  • agent_factory.py 5 Reranker
  • download_all_agents.py 3.5GB
  • ui/ Tkinter Frontend 325 Features
  • models/ Flan-T5 + bge-reranker
  • rag_db.sql Auto-Import

MRR Projection

  • Q1: 10 Unternehmer €990
  • Q2: 50 Unternehmer €4.950
  • Q3: 150 Unternehmer €14.850
  • Q4: 300 Unternehmer €29.700
  • ARR 2026: €357.000

Markus Meisterwerk

  • 220 Enterprise Features
  • Windows Native HKEY + Tkinter
  • Kanzlei-Ready DIN A4 + RAG
  • Multi-Tenant neurosora.com

Documents 3-View

  • render_uniform_tile() → 3-Spalten Grid (280x80px)
  • Folder Navigation → enter_folder()/reset_to_root_view()
  • Event Propagation Fix → "break" Child Bindings
  • Root View → Ordner + Dateien + KI-Responses
  • Dynamic Icons → 📁📄🤖
  • preview_document() → 900x700 Chunk Viewer
  • Chunk Navigation → Spinbox ⏵️📋

Control Center

  • 6-Tabs Notebook Superadmin
  • Treeview Context Menu → Right-Click Restart/Download
  • get_system_data(), get_reranker_data(), get_auditlog_data()
  • Model Status ✅/❌
  • Visual Feedback → 🟢🟡🔴
  • Responsive Grid + Hover Tooltips
  • Production UX → Focus + Auto-Refresh

Users & Roles Admin

  • build_users_roles() → 5-Spalten Treeview
  • add_user_dialog() → Server + Local PBKDF2
  • load_server_users() → AJAX license_get_users_for_key
  • render_user_list() → ID / Username / Email / Role / ✅❌
  • Multi-Tenant Filter → Superadmin ALL T0-T∞

Agents CRUD

  • build_agents_rules() → 3 Fixe + DB Agents
  • Agent Search → Real-Time
  • add/edit/delete agent → simpledialog + tenant_id/user_id
  • Agent Prompt Limit → 500 Zeichen

Audit Logs

  • Level Filter + Real-Time Search
  • render_audit_table() → Zeit / Level / User / Aktion
  • Audit Trail → LOGIN / QUERY Samples

Settings 2x2 Grid

  • Scrollable Grid → Storage / ChunkSize / Overlap
  • Advanced → Debug / Cache Checkboxes
  • Save / Reset / Reload Buttons
  • Scale Widgets → Temperature 0.0-1.0

DB Manager

  • HKEY Registry CRUD
  • Base64 Password encode/decode
  • Connection Test → mysql_native_password
  • ActiveDB Tracking → Live Button 🟢🔴
  • Default DB Protection
© 2026 RAG Core Suite – Windows 64-Bit | Speicherbedarf ~4,98 GB