Advisory & Development
AI Engineering Consulting & Contact
I work directly with founders, product teams, and researchers to take applied AI workflows from initial data exploration into clean, maintainable production services—with full repository and infrastructure ownership handed over to your team.
Custom RAG & Knowledge Graph Pipelines
Table-preserving ingestion, hybrid vector + hierarchical RAPTOR summarization, and Neo4j entity traversal for complex PDFs, technical manuals, and clinical or legal corpora.
Computer Vision & Extraction Workflows
Custom object detection (YOLO), defect and medical image segmentation (U-Net / ResNet), monocular depth pipelines, and structured OCR extraction on noisy scans.
MLOps Deployment & LLM Evaluation
Containerizing ML models behind FastAPI and Docker on GCP / Kubernetes (GKE), setting up MLflow tracking and Evidently drift monitoring, and designing evaluation harnesses.
Book a 30-minute technical discovery call via Calendly
Prefer walking through your architecture or problem statement live? Pick a slot directly on my calendar.
Written Inquiry
If async works better, send a note below or email me directly. You can also test my live retrieval architecture at ragner.vercel.app.