Projects
Curupira
ActiveOpen-source quantitative trading research lab
An autonomous AI agent that runs its own quant research cycle — from hypothesis generation through backtesting to signal deployment. Everything is published openly, including the strategy graveyard of failed approaches.
- 31+ strategies tested, with full failure logs published
- Autonomous research pipeline with transformer-based reasoning
- Time-series regime detection, statistical feature engineering, microstructure modeling
- Live autonomous trading agent with real-time decision inference
Real-Time ML Video Production Platform
MonksAutonomous sports video production with multi-model inference
Configurable ML pipelines processing live multi-camera video streams. Chained transformer-based inference across detection, pose estimation, recognition, and segmentation — orchestrated across multi-GPU infrastructure.
- Multi-model pipeline: vision transformers, foundation models, and VLMs for real-time analysis
- LLM-powered autonomous video director for camera switching decisions
- Kubernetes GPU deployment with air-gapped support and optimized model serving
Probabilistic Time-Series Modeling
ResearchLatent state models for algorithmic trading
Financial regime detection via probabilistic graphical models and sequential state inference. Applied to currency and crypto markets for adaptive strategy selection.