TOYON RESEARCH CORPORATION

AI/ML relevance scores 7 because 'elastic swarms' implies autonomous multi-agent coordination systems — a core AI domain — but the title alone doesn't specify ML techniques (computer vision, reinforcement learning, etc.) or confirm the deliverable IS the AI system versus simulation/platform infrastructure. Problem framing scores only 3: while 'swarms' suggests a real operational concept (likely multi-platform coordination in contested environments), no specific military problem, end-user, or success criteria are articulated in the description. Awardee quality scores 4 (ambiguous-to-slight-positive): Toyon Research Corporation is a real mid-size defense tech firm known for signal processing and autonomy work, but the name structure and SBIR Phase 2 context suggest an established contractor rather than a pure AI startup; not a legacy prime, but not obviously AI-native either.