💻 Desktop-Ansicht im Neurocore empfohlen
RAG Core Suite
Dokumente → Chunks → Embeddings → Hybrid Suche → Top Chunks → Flexible KI.
100% Precision bei vorhandenen Daten – lokale Modelle oder DSGVO-konformes OpenAI.
Selbstlernend. Immer intelligenter. Mit jedem Dokument.
100% Precision – wenn Daten vorhanden
Lokale KI oder OpenAI DSGVO
Setup.exe Installation
Kostenloser Single User Start
276 ms Antwortzeit. Echtzeit‑RAG. Ohne Cloud‑Latenz.
Die RAG Core Suite liefert Antworten schneller als viele Cloud‑Modelle – dank lokalem Embedding‑Cache, optimierter MariaDB‑Vektorsuche und Zero‑Latency‑Reranking. Keine Wartezeit. Keine Limits. Pure Geschwindigkeit.
Lokale Vektorsuche
Reranker in Millisekunden
Zero‑Latency Pipeline
Optimiert für Windows
🎯 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