Building production AI systems that solve real business problems.

Caldwell, NJ

• Built an agentic compliance copilot that turns AML/sanctions alerts into examiner-ready case files with grounded evidence citations.
• Engaged mid-sized banks across NJ/NY for 90-day pilots with a commercial pipeline targeting $50K-$70K per bank annually.
• Partnered with BSA/AML officers and ACAMS NJ Chapter members to define evidence standards and success metrics.

Caldwell, NJ

• Worked with homeowners and agents to identify high-value workflows and shipped a paid subscription product.
• Selected for LAUNCH Founder University and raised $25K pre-seed with 50+ paid homeowner subscriptions and 10+ annual agent subscriptions.
• Productionized an API-first backend with analytics pipelines and improved report relevance through usage-driven iteration.

Dublin, TX

• Deployed RL-based NPC behavior and difficulty scaling with p95 inference latency <= 12ms while maintaining 60 FPS.
• Reduced model size from 120MB to 45MB (-62%), improved load time by ~30%, and cut runtime memory usage by ~25%.
• Built an evaluation harness for NPC quality and reduced unfair-difficulty incidents by ~35%.

Caldwell, NJ

• Implemented 10+ CNN image detection models in Python/TensorFlow/Keras and improved non-backprop performance to 98% accuracy.
• Built an activation-based filter update/pruning workflow and improved CNN accuracy by 5.67% while reducing training time by ~30.5 seconds.

Caldwell, NJ

• Shipped backend features for a production web platform with API-first services and technical documentation.
• Implemented 20+ automated test cases across unit, integration, and e2e suites.
• Delivered a responsive database management web app used by 8,000+ users with Firebase-backed REST APIs.