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VGW · $4.15B USD revenue

Fraud Detection System

$230M+ ROI in year one

Overview

Built and shipped a production fraud detection system combining Agentic AI, LLMs, and Computer Vision for a major gaming platform. The system eliminated initial fraud exposure during a new game launch and continues to protect revenue at scale.

Approach

Agentic AI + LLMs + Computer Vision

Personally architected core systems: model architecture, LLM orchestration layer, and CV pipeline. This was hands-on work, not just team management.

Technologies

PyTorchLangGraphAWS BedrockSageMakerComputer Vision