Why physical AI for autonomous machines needs purpose-built edge silicon, not cloud AI chips never designed for power and real-time constraints.

How radiation-hardened and MIL-SPEC component selection works for aerospace embedded systems, and when full rad-hard parts are actually necessary.

Why counterfeit components are a growing risk for custom military hardware, and what trusted sourcing actually requires across the supply chain.