For the Girlies Who Double-Check: AI Bias, Scholarships & Strategy

In Part 2 of the Janiyah GPT Intro Workshop series, we move beyond using AI — and into questioning it.

This episode walks through two powerful prompts:

✔ How do we prevent AI from reinforcing stereotypes in STEM?

✔ What are AI’s limitations when giving scholarship and college information?

If you’ve ever thought:

• “What if AI leaves out people like me?”
• “Can I trust this scholarship information?”
• “How do I verify without wasting time?”
• “Is AI repeating the same systemic biases we’re trying to break?”

This episode is for you.

We explore:

• How bias sneaks into STEM career suggestions
• Representation audits for facilitators and parents
• Deficit vs. asset framing
• Interdisciplinary career pathways
• Scholarship verification frameworks
• How to avoid AI hallucinations
• How to question AI confidently and strategically

AI is not neutral. And literacy is not passive.

For Latinas, Afro-Latinas, Black women and girls — verification is protection. And protection is strategy.