At Monarch Money, I build AI/ML platform capabilities for financial products, from fine-tuned open-weight LLMs and AI agents to low-latency data-enrichment and recurrence-detection systems that reduced manual effort by more than 20% and generated six-figure annual savings.
I've also launched edge-computing software at Seashell, built ML and cloud platforms as a consultant, and researched robotics, 3D scene representations, and real-time estimation systems. I bring hands-on experience across Python, PyTorch, AWS, infrastructure as code, APIs, and technical leadership.
