Hi, I'm
Thiago Sucupira
Lead ML Engineer at Monks
I build autonomous AI agents, real-time ML inference pipelines, and quantitative trading systems. 12+ years shipping production software across financial services, government, and media.
What I work on
Autonomous AI Agents
LLM-powered decision systems, multi-agent orchestration, and self-managed research pipelines. Currently building an autonomous quant trading agent that runs its own research cycle.
Real-Time ML Systems
Multi-model inference pipelines on GPU clusters. Object detection, segmentation, pose estimation, and VLM analysis chained across multi-GPU hardware via Kubernetes.
Quantitative Trading
Strategy research with full transparency — including published failures. Time-series regime detection, statistical signal extraction, and neural network-based market microstructure analysis.