
Strategic recruitment now requires human-in-the-loop systems that verify the authenticity of an applicant without removing the recruiter’s agency. This necessity arises from a landscape where generative artificial intelligence has permeated nearly every level of the job market, transforming the traditional resume from a personal statement into a collaborative product of human input and algorithmic polish. In 2026, the prevalence of










