VuduVations Intelligence Observatory

Economic Integrity in AI

The Hidden Cost Behind the Answer

A plain-language guide to attempt amplification, discarded reasoning, and the real cost of production AI. No engineering background required — just one idea: getting one answer does not always mean the AI performed one piece of work.

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Companion to the technical paper Economic Integrity in Production LLM Pipelines: Measuring Attempt Amplification, Discarded Reasoning, and Retry Cost (DOI 10.5281/zenodo.21903218).

Cover of Economic Integrity in AI: The Hidden Cost Behind the Answer

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