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The Semantic Gap: Why Your AI Still Can’t Read The Room
Brilliant piece by Vince Dacanay, Head of Data at Prodege, LLC, on Metadata Weekly:
> “Your AI can process a decade of data in seconds, but it still misses the point. It doesn’t catch the hesitation before an answer, or the unspoken politics behind a ‘yes.’”
Vince calls this
semantic density, the human layer of meaning that no AI can yet read. It’s the culture, context, and intuition that sit between words and understanding. He makes a sharp point: the best AI systems aren’t built to “understand everything.” They’re built with
constraints — because the semantic gap isn’t a flaw, it’s where humans still matter most.
It shows up when:
→ Questions carry unspoken stakes.
→ Experience compresses into two words.
→ Context fills in what data can’t see.
How to close this gap???
Read the article for complete details here:
https://metadataweekly.substack.com/p/the-semantic-gap-why-your-ai-still-cant-read-the-room