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Published: The AI Failure Layer Nobody Is Measuring

Writer: Heather Fricke
Heather Fricke
Oct 15, 2025
1 min read

Inside Telecom has published my contributed article, “The AI Failure Layer Nobody Is Measuring: When Systems Find the Right Source and Still Get the Human Wrong.” This matters because the human-AI understanding gap is bigger than hallucinations. A system can retrieve the correct source, attach a legitimate citation, summarize defensible facts and still compress the human meaning into something misleading enough to change a decision.

The published piece separates discovery, identity, selection, absorption, attribution and interpretation instead of throwing every outcome into the lazy bucket of “AI visibility.” The question is not merely whether a machine can find information. The question is what survives after the machine interprets it.

Read the published article at: https://insidetelecom.com/the-ai-failure-layer-nobody-is-measuring/

Heather Fricke is the founder of Frick-E Energy™ and creator of Promptology™ and Human Algorithm™. Her work examines how humans and AI establish enough shared meaning to collaborate without flattening the human into a prompt.

 
 
 

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