TOYON RESEARCH CORPORATION

Award title explicitly invokes 'explainable policies' and 'emergent' behavior, suggesting reinforcement learning or multi-agent simulation work — a genuine AI/ML focus — but the full scope remains unclear from title alone, preventing a higher score. Problem framing is reasonable (RAID tactics optimization) but lacks specificity on operational context, end-user, or failure modes. Toyon Research is a legitimate mid-size defense research firm with technical credibility, but the corporate name structure ('Corporation') and lack of distinctive branding suggest an established firm rather than a modern AI-native startup.