The Hardware Bottleneck AI Can’t Fix

Software engineering has developed powerful tools for observability, data management, and continuous testing, but hardware engineering has largely not kept pace. The feedback loops, tooling, and infrastructure that software engineers take for granted simply do not exist in most hardware programs.

It goes beyond the title with direct discussion of like, data, kind, including: The feedback loops, tooling, and infrastructure that software engineers take for granted simply do not exist in most hardware programs.

1. 01Software engineering has developed powerful tools for observability, data management, and continuous testing, but hardware engineering has largely not kept pace
2. 02The feedback loops, tooling, and infrastructure that software engineers take for granted simply do not exist in most hardware programs
3. 03It manages the hardware data supply chain end-to-end, from ingesting high-frequency sensor data off physical assets to enabling real-time control room monitoring, post-test analysi