DevHawks is an AI research lab and innovation hub bridging the gap between theoretical forensics and production-ready security. We specialize in architecting language-agnostic models and zero-shot defense layers that move beyond traditional linguistic dependencies. Operating at the intersection of neural forensics and audio integrity, we share our technical whitepapers and engineering breakthroughs here to help set new standards for digital trust.