THE JOHNS HOPKINS UNIVERSITY APPLIED PHYSICS LABORATORY LLC

No AI/ML techniques, architectures, or methods are named in the description; 'Advanced UUV Engineering Software' is generic infrastructure language consistent with simulation, control systems, or traditional software engineering. Problem framing is purely administrative—no operational challenge, end-user scenario, or success metric is articulated. Johns Hopkins APL is a federally funded research center (FFRDC), which disqualifies it from the 'modern AI-native' category regardless of actual work quality; this is legacy defense procurement infrastructure, not startup-style AI adoption.