01Autonomous AI agents
Multi-step agents that watch, decide, and act 24/7 — not chat demos. We've shipped autonomous trading systems that run on cloud servers without human intervention, with proper risk management, monitoring, and graceful failure modes.
02ML & quantitative systems
XGBoost classifiers, regime-detection models, reinforcement learning for parameter tuning, and LLM post-mortem analysis. We don't pick the trendy library — we pick what survives walk-forward validation.
03AI-driven IT modernization
Replace brittle manual workflows with LLM-augmented automation. We retrofit AI into the systems your team already runs — CRMs, internal tools, data pipelines — instead of asking you to throw them out.
04Production deployment
Code that ships to a server, runs as a managed service, sends alerts to your phone, and survives reboots. We treat "deployed and stable for 30 days" as the bar, not "works on my laptop."