About | Yrgen Kuci

I build private, production-grade AI systems for regulated environments. Your data stays in your VPC. Compliance requirements get met. And the platform actually works at scale.

What I Do

I work with organizations that can't use public cloud APIs. Maybe it's regulatory constraints (GDPR, HIPAA, FCA). Maybe it's data sensitivity. Or maybe it's cost at scale. My work covers three areas:

Document Intelligence: OCR, layout extraction, and structured data pipelines for invoices, contracts, and forms
Private LLM Platforms:Self-hosted inference with GPU scheduling, eval-driven releases, and guardrails
Production RAG: Retrieval systems with chunking strategies, caching, and measured accuracy. Not just vector DB demos.

How I Work

Eval-Driven Releases

Every model update goes through a gold-set evaluation. If precision drops below your SLO, it doesn't deploy. No vibes, just metrics.

Kubernetes + GPU Orchestration

I deploy on Kubernetes with proper GPU scheduling (MIG when appropriate), autoscaling, and cost telemetry. Your infrastructure, your control.

Observability First

Grafana dashboards tracking precision/recall over time, p95 latency, cost per request, and drift detection. You can't improve what you don't measure.

Security & Compliance

Full audit logs, encryption at rest and in-transit, SBOM generation for vulnerability tracking, and no data leaving your environment.

Tech Stack

I choose tools based on your constraints, not the latest hype. That said, here's what I reach for most often:

Kubernetes

Orchestration

NVIDIA GPUs

Inference

Helm

Deployments

Prometheus

Metrics

Grafana

Dashboards

Python / Go

Services

Values

Clarity over cleverness: Code should be readable in 6 months. KISS beats DRY beats clever.
Measure, don't guess: If you can't measure accuracy, you can't improve it. Gut feelings don't scale.
Production-grade or nothing:Demos are easy. Production is hard. I focus on the latter.
Your data, your control: No vendor lock-in. You own the deployment, the data, and the roadmap.

Let's Talk

If you're building private AI systems and need someone who's done it before, let's have a conversation.

Book a Call View Services