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

EPISODE · Feb 25, 2026 · 20 MIN

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

from Black-Liberation.Tech

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 suggestionsRepresentation audits for facilitators and parentsDeficit vs. asset framingInterdisciplinary career pathwaysScholarship verification frameworksHow to avoid AI hallucinationsHow to question AI confidently and strategicallyAI is not neutral. And literacy is not passive.For Latinas, Afro-Latinas, Black women and girls — verification is protection. And protection is strategy.

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

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This episode is 20 minutes long.

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This episode was published on February 25, 2026.

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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...

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