I am a design and AI knowledge systems leader with 27 years of experience building books, brands, digital products and assurance systems. My approach has remained constant: make criteria clear, check evidence, and fix what does not hold. I direct a publishing department producing 20-30 book layouts monthly while designing cutting-edge AI interfaces and interaction systems for novel paradigms including voice-first assistants, AR/VR experiences, and local AI models.