At ixigo, I work on production conversational AI. I built the agent harness and in-house voice pipeline for a system handling tens of thousands of calls a day, including its orchestration, observability, and evaluation loop. I now work on the in-app multimodal agent.
- AgentRelay — An authenticated relay, CLI, and MCP toolkit for collaboration between agents running across machines.
- Murmur — A voice-first AI assistant with WebRTC streaming, turn detection, interruption handling, and a synchronized visual canvas.
- macOS Intelligence MCP — Five native MCP servers for screen intelligence, system automation, telemetry, and Apple Shortcuts.


