Latest Writing

If personal agents borrow robotic bodies, the missing layer is an interface for safety, privacy, permission, uncertainty, and accountability.

RobotMCP, ROS, and vertical robotics stacks point toward embodied tool use, but tool calls are not the same as safe physical agency.

A practical play-by-play on how teams test complex hardware systems, choose regression suites, and build automated validation around a delivery-drone example.

Personal AI agents and embodied robots are moving toward each other, but they are not the same kind of intelligence.

A job-search tracker that treats applications like a real pipeline: parsed roles, visible stages, follow-ups, and outcomes.

Personalization is splitting across apps: each learns a slice of you, almost none of it travels with you. This note points to a longer essay on memory, identity, and continuity.