Sahara Al-Madi
“How do we govern AI systems that serve multilingual communities?” I design governance frameworks and operational protocols for accountable AI, developing practical systems that address linguistic risk, data sovereignty, and community consent across the full lifecycle of language data.
Linguistic Security Institute (LSI)
A research initiative & open-source community building culturally coherent, resilient, and trustworthy tech.
Research & Publications
Arabic Polarization Detection
Error analysis lead across 10+ LLMs investigating dialectal bias and hallucinations.
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Speaking & Engagements
Oct 11, 2026
“Indigenous Data Sovereignty in AI-Driven Earth Observation: A Framework for Equitable Geoscience and Education”
Oct 16, 2026
“To Listen Is to Inherit: From Grandmothers to Generative Models”
Nov 14, 2026
“Polyglot Poisoning: Hands-On Hunting for Linguistic Attacks in AI”
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