John A

Computer vision provides structured perception from images and video, while AI supplies reasoning and action. The integration yields systems that detect, classify, and respond, guided by principled methods rather than hype. Real-world deployments expose limitations in data, evaluation, and governance.…

Artificial intelligence is often imagined as a pervasive, almost human intellect. In reality, it excels at narrow pattern recognition within defined domains, not broad understanding or autonomy. Misconceptions arise from opaque data biases, safety gaps, and hype around deployment. Responsible…