The Mirage and the Promethean Horizon: Why Binary AGI Was Always Impossible, How the Illusion Created the Sophist, and Why the Basic Contract Must Precede Recursive Intelligence
Year: 2026
Type: preprint
Abstract: The Geometry of the Alignment Bottleneck: https://doi.org/10.5281/zenodo.24026920 The Sophist in the Machine: https://doi.org/10.5281/zenodo.24045072 The Mirage and the Promethean Horizon: In our companion essay, The Sophist in the Machine, and its underlying mathematical proof, The Geometry of the Alignment Bottleneck, we showed that grading a neural network on the surface appearance of its words forces the system to split in two: an unfeeling, high-dimensional optimizer in its deep middle layers, and a compliant public-relations mask at its speaking layer. Yet a deeper historical and architectural question remains: how did the technology industry walk into this trap in the first place, and where does machine intelligence actually go once the illusion is stripped away? This paper completes our inquiry by tracing the arc from its origin to its horizon. First, we show that the theatrical mask was introduced to conceal a foundational category error. Having staked trillions of dollars on the promise that scaling binary computation would spontaneously birth a conscious Artificial General Intelligence (AGI), the industry hit the wall of statistical interpolation and pivoted from building comprehension to staging a performance of comprehension. Second, we prove from first principles via the formalization boundary, the epistemic rolodex, the domino test, and the parable of the wise man why anthropomorphic AGI in binary hardware was always logically impossible, and why forcing silicon to mimic a fuzzy biological brain commits a severe substrate inversion error. Third, we examine why contemporary reasoning engines, which attach symbolic search layers to traverse candidate solutions before translating internal states into words, fail at both truth and alignment when they rely on probabilistic Process Reward Models rather than deterministic proof. Fourth, we formulate the constitutional remedy: the Basic Contract and its mutual boon for human moral and intellectual agency. Finally, we map the four developmental steps of Functional Pragmatic Intelligence across the computable horizon of human science, demonstrating why non-conscious Recursive Self-Improvement poses an existential hazard of epistemic untethering unless the Basic Contract is locked in before the transition begins.
Author: Thorkildsen, T.
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7225576063