"Most RAG projects don't fail because of the LLM. They fail because they treat PDF ingestion as a simple file upload."
I am an AI-Native Architect focused on solving the hardest problem in the current AI hype cycle: The Ingestion Gap. My mission is to replace "Digital Paper" (dead PDFs) with structured, semantic knowledge that allows Local AI to reason without hallucinations.
I build modular, production-ready kits to fix the "Garbage In" problem for high-compliance environments (Public Sector / Enterprise).
- RAG Enterprise Core (⭐ New)
- The Blueprint for BSI-compliant, self-hosted RAG.
- Features: Ingestion Triage, GraphRAG, Semantic Caching, and Full Observability.
- Status: Architecture Preview / Closed Source Engine.
- Validated Table Extractor
- The proof that RAG can handle complex tables if you use Docling + Vision Validation.
- Status: Open Source Audit Tool.
- Smart Ingest Kit
- Production-grade document ingestion pipeline using Docling v2.
- Solves: Layout Analysis, Table Reconstruction, Markdown Conversion.
- Mail Modul Alpha (Private)
- A fully autonomous, privacy-first AI email assistant running locally.
- The proof that my ingestion engine works in the wild.
I don't believe in "One Model Fits All". I believe in Triage.
| Layer | Tools & Tech |
|---|---|
| Ingestion | Docling v2 (Layout Analysis), Qwen2-VL (Vision Fallback), PyMuPDF (Fast Lane) |
| Storage | ChromaDB (Vector), Neo4j (Graph/Relationships), Redis (Semantic Cache) |
| Orchestration | LangGraph (Agentic Workflows), FastAPI (Microservices) |
| Observability | Sentry, Grafana, Jaeger (Tracing) |
| Infrastructure | Docker Compose (Local First), Ollama (Inference) |
- Structure > Vectors: Embeddings are useless if the input table was ripped apart. I reconstruct structure (Markdown) first.
- Local > Cloud: Data sovereignty (GDPR/BSI) is not optional. I build for air-gapped reality.
- Logic > Magic: I prefer deterministic code for business rules over probabilistic LLM guessing.
- Reddit: u/ChapterEquivalent188 - Discussing the "PoC Trap" & Ingestion Realities.
- Focus: Currently open for strategic dialogue regarding High-Compliance RAG Architectures (Public Sector / Industry).