AQ'S Corner

5th Grade Teacher – Black History Author Event (February 13, 2026)

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February 27, 2026

“This month for Black History Month our class put a focus on celebrating Black Authors. I learned through a fellow coworker that she had a parent in her class that was an author. I thought it would be the perfect way to have my students enjoy having an author come to the classroom. Ms. Aqueelah did NOT DISAPPOINT! The book was amazing and insightful and my class had so much fun deciphering the potential “hacks.”

Ms. Aqueelah provided a fun way to discuss cyber security and the importance of it. Overall it was a successful day! I am so happy she was able to come and we were able to celebrate her and her success! I can’t wait for her next book!!!” – North Carolina Public School Fifth Grade Teacher

Hello,

I’m Aqueelah

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

🎧 Listen to the CyberMom Plus One Podcast!

Disclaimer:
I bring my background in cybersecurity, AI education, and motherhood to everything I share, offering insights grounded in real experience and professional expertise. The information provided is for general educational purposes only and is not a substitute for personalized legal, technical, compliance, or consulting advice.
AQ’s Corner LLC and its affiliates assume no liability for actions or decisions taken based on this content, including the use of cybersecurity or AI tools discussed. Please evaluate your own circumstances and consult a qualified professional before making decisions related to cybersecurity, artificial intelligence, compliance, or digital safety.

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