Work
Twelve projects across AI systems, data engineering, and production architecture. Each write-up focuses on the real constraint and the real result.
Building NPCs That Feel Alive
Yumio needed game characters that could hold natural conversations with voice input, emotional responses, character-spec...
Production-ready NPC system handling thousands of simultaneo...
Outperforming Standard Observability
Standard streaming analytics platforms (like Conviva or Bitmovin) show that a metric dropped — but they fail to explain ...
Autonomous isolation of complex, multi-variable issues that ...
Autonomous Tier-3 Support Agents
In high-volume data pipelines, false positives are the enemy of speed....
A drastic reduction in alert noise, allowing engineers to fo...
Synthesizing "Super Alerts" with Graph Theory
Continuous, real-time monitoring floods operations teams with hundreds of overlapping alerts for a single underlying iss...
Instead of receiving 50 fragmented notifications, the team g...
Outsmarting Microsoft's $500/Month Tax
Einbliq's data pipeline uses Azure Durable Functions — long-running tasks that can take 30+ minutes....
Same result, zero extra platform cost: long-running tasks no...
Making Everything Fast and Cheap
The pipeline was slow, expensive, and operationally awkward. The underlying issue was architecture: always-on compute, i...
86% cost reduction and 88% latency improvement....
Validating Patterns at Scale with AI
The detection system discovered many streaming patterns — but the patterns kept multiplying....
90% reduction in triage effort....
Measuring Environmental Impact of Streaming
No one was tracking the carbon footprint of digital streaming at device-level granularity....
Industry-first environmental analytics with unprecedented de...
Fixing Therapist Note Generation
Mentalyc's AI-generated therapy notes were inconsistent and therapists were rejecting outputs....
30% revenue impact through higher note acceptance rates....
Scaling Presales Research with AI
AIREV needed to automate lead scoring and report generation at scale....
20% faster lead conversion and 35% higher sales close rates....
Decoding Brain Activity at Scale
Harvard Medical School and FORTH needed to analyze communication patterns in neuronal activity....
Published research on spontaneous brain activity patterns....
Trading Crypto with Reinforcement Learning
For my master's thesis, I built an AI that learned to trade cryptocurrencies and optimize portfolios across multiple ass...
Profitable strategy across market uptrends and downtrends....