THE JOHNS HOPKINS UNIVERSITY APPLIED PHYSICS LABORATORY LLC

The award description contains no explicit AI/ML techniques, algorithms, or ML-native deliverables — 'maritime surveillance systems' is a platform/integration framing typical of legacy defense work. Problem statement is generic ('maritime surveillance') with no operational context, end-user specificity, or success criteria articulated. Johns Hopkins APL is a federally funded research center (FFRDC), not an AI-native company; while technically excellent, FFRDCs represent the institutional opposite of agile AI startup procurement and are structurally aligned with systems integration rather than core ML innovation.