THE JOHNS HOPKINS UNIVERSITY APPLIED PHYSICS LABORATORY LLC

The award title contains no explicit AI/ML techniques or deliverables—'unconventional irregular warfare for manned/unmanned systems' is purely operational language with no mention of learning algorithms, autonomy, computer vision, or data science. Problem framing is similarly vague, naming a warfare domain but providing no specific technical challenge, success criteria, or end-user objective. JHU APL is an FFRDC (federally funded research development center), not an AI-native startup, which represents the legacy research establishment rather than modern procurement innovation.