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June 5, 20260 citationsOpen Access

The Enterprise Inference Bill, and the Frontier Model That Removes It

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MWMickarle Sean Junior Wagstaff-Irons

Key Points

  • This research aims to address the economic inefficiencies associated with AI inference at the enterprise level.
  • Analysis of the AI bill's implications on frontier inference economics.
  • Validation of on-premise inference through 545 checks without failures.
  • Submission of 89 patent applications related to innovations in inference.
  • Achieved 545 validation checks with a 100% success rate.
  • Demonstrated that on-premise solutions significantly reduce the economic burden of frontier inference.
  • Applicable technology has resulted in multiple patent applications in the UK.

Abstract

The half-billion-dollar AI bill was not a governance slip, it was the per-token unit economics of frontier inference at enterprise scale, and it recurs monthly. Sovereign on-premise inference removes it, and the substrate is proven today: 545 validation checks passed, 0 failed, 89 filed UK patent applications.

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Cite This Study

Mickarle Sean Junior Wagstaff-Irons (2026) studied this question.

synapsesocial.com/papers/6a22698b763171746d548296https://doi.org/10.5281/zenodo.20533797
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