Beyond Keywords: Why Semantic AI Is Critical for Next-Gen Student Safety
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GUEST COLUMN | by Vishal Gupta
MUHAMAD CHABIB ALWI
The fundamental problem with keyword-based filtering is that it mistakes words for meaning. It flags students researching suicide prevention for a health class project while missing those consuming harmful content that never uses a concerning term. It blocks academic inquiries while letting genuine risks slip through undetected.
‘…keyword-based filtering … mistakes words for meaning. … And most school safety systems are s
MUHAMAD CHABIB ALWI
The fundamental problem with keyword-based filtering is that it mistakes words for meaning. It flags students researching suicide prevention for a health class project while missing those consuming harmful content that never uses a concerning term. It blocks academic inquiries while letting genuine risks slip through undetected.
‘…keyword-based filtering … mistakes words for meaning. … And most school safety systems are s
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