Senior software engineer with 20+ years in financial services, currently expanding into AI and LLM-powered systems.
- 🤖 LLM-powered systems and MCP tool servers
- ☁️ Serverless AWS architectures
- 📊 Financial data platforms and risk systems
- 🎵 Real-time audio/DSP systems with CUDA-accelerated ML inference
- mcp-toolsmith — Python CLI that converts OpenAPI specs into MCP server templates
- allotmint — Serverless investment tracking and portfolio analytics
- sing-attune Windows desktop app for choir singers; real-time pitch detection against a MusicXML score using CUDA/torchcrepe, with WebSocket streaming and a Web Audio API frontend
Currently focused on AI-native backend systems, MCP tooling, and LLM integration in financial services. Open to senior engineering roles where AI is central to the work.
Medium — technical articles on AWS, serverless, and AI systems




