With over 20 years in technology, my career began in software testing and systems validation, where I developed a deep understanding of how digital systems are built, assessed, and strengthened. Today, my work sits at the intersection of cybersecurity, AI governance, and digital risk.
I am also a parent raising a digitally curious child in a rapidly evolving world.
That dual perspective shapes everything I build.
Through AQ’S CORNER LLC, I bridge infrastructure-level thinking with real-world family guidance. I focus on cybersecurity education, AI governance, and cross-generational digital safety, helping organizations, educators, and families move from awareness to structured, responsible action.
Technology will continue to evolve. Our responsibility to steward it wisely must evolve with it.
Confronting AI Bias Through Policy, Governance, and Accountability
AI bias isn’t theoretical.
It shows up in real systems, affecting real people, often without clear reporting paths or accountability.
I documented a live AI bias incident and submitted a formal open letter calling for stronger governance, clearer escalation mechanisms, and measurable safeguards aligned with public-interest standards.
This work focuses on turning lived technical failures into policy-ready insight.
Read the Article
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AQ'S Corner 
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