Production Lab:
What It Actually Does

Where should the next clinic go?

Finds underserved populations using drive-time isochrones. One analysis surfaced 30,000 residents outside 15-min coverage and identified optimal placement for 4 new facilities.

Block the transaction before it clears.

Real-time scoring engine evaluates every payment in under 100 ms. 92.3% precision at 88.7% recall, with autonomous AI investigation agents that build case files from RAG-retrieved evidence.

€2.1M recovered. Zero SQL written.

AI agents autonomously trace revenue loss through a Medallion data lake, identify a payment gateway 3DS2 failure as root cause, and produce a boardroom-ready investigation report.

Regime shifts detected before the chart moves.

Ingests 21.6K candles/day from Binance, runs Hidden Markov Model regime detection in real time. Identifies bull, bear, and sideways regimes with 78% accuracy at sub-50 ms latency.

Your infrastructure as a living 3D map.

Interactive globe with real-time GeoServer WMS layers, Proxmox node topology, and service dependency graphs rendered as a spatial network you can fly through.

Every vessel tracked. Every zone enforced.

Geospatial monitoring of fishing vessel activity across Vietnamese territorial waters. Density heatmaps, route replay, and automatic zone-violation alerts for maritime authorities.

16 agents. Zero human operators.

Self-managing AI fleet that monitors infrastructure, triages alerts, runs security scans, and optimizes cloud spend around the clock without manual intervention.

25 agents. Self-healing swarm.

Full-scale AI fleet across 5 VMs — sentinel brain coordinates security scanners, infrastructure monitors, data validators, and cost optimizers with zero human intervention.

Raw streams → gold-tier KPIs in 30 seconds.

Enterprise Bronze → Silver → Gold architecture with quality gates at every transition. 12-service stack ingesting event streams into 7 S3 buckets with full audit trail.