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WORKING PAPER26 ppMachine-Capital & Intelligent Machines

Machine-Capital: Accumulable Capacity, the Optimisation-Belief Wedge: and the Efficiency-Fragility Tension

Working paper · Entronomics programme
Economics cast the machine as a substitute for labour. This paper casts it differently. Machine-capital is the artificial twin of human capital, an accumulable, ownable stock of artificial thinking capacity. More of it sharpens everyone's choices and raises efficiency. But machines optimise given beliefs; they do not make beliefs correct, so where learning is unstable more capacity can entrench the wrong model. Because everyone leans on the same machine judgement, inference aligns and dependence concentrates onto one channel that can carry a self-sustaining shock. Efficiency and fragility then grow from a single source and cannot be prised apart by policy, and the safeguard meant to govern machine-driven action lapses as fragility peaks. The paper proves this tension and warns; it offers no remedy, its data illustrating the pattern without testing the mechanism.
First-page preview of Machine-Capital: Accumulable Capacity, the Optimisation-Belief Wedge: and the Efficiency-Fragility Tension
Working paper
Full text in preparation

This working paper belongs to the Machine-Capital & Intelligent Machines movement of the Entronomics programme. The full manuscript is being prepared; the abstract and its place in the programme are above. The forthcoming book draws the movements together.