Social Readings After AGI Graduation: Lost Sensors, Self-Paid Work, and a Deadline That May Precede Graduation One combined application and a set of conjectures
Year: 2026
Type: preprint
Abstract: Every inference below is conditional on two premises: (P1) human economic function is substituted without restraint; (P2) humans can neither identify nor control threshold crossing. Past technological substitution replaced extensions of the human body, and the head remained human; and one drive at the bottom that no one escapes — hunger — both compelled daily labour and, in the extreme, overturned orders that had become too concentrated. Graduation differs at both points: the head no longer needs people, and material abundance removes the drive at the bottom. We read post-graduation society with a product Π of four factors (position, fidelity, margin, time) and two gates, read as survivability, and obtain four results, two of them applications of known mathematics and two new. (i) Fidelity falls on two channels at once: on the reward channel income decouples from capability; on the perception channel a large number of mutually independent human observers is replaced by same-source models, and an error correlation r caps the number of effectively independent social sensors at 1/r, however many copies are deployed — the classical limit on dependent sources, applied here to the perception channel. (ii) The margin factor reads high on total supply and low on self-paid power; the ratio of the two is the self-paid ratio σ, an observable that separates an organism from a maintained object. (iii) Writing exit as a complex contagion with spontaneous return rate c and synergy strength a₂: with no inducement, a high-exit state exists if and only if c < a₂/4; a second stable state exists for some inducement if and only if c < a₂/3, the standard fold conditions of a cubic. After rescaling, the dynamics depend on a single dimensionless number c/a₂, so both thresholds — and the ratio between the inducement needed to cross the upper fold and the reverse push needed to remove the high-exit state — are independent of parameter scale. (iv) The binding deadline is the earlier of the upper fold and graduation, and the fold may come first; and by the wall-type rule of [1], of the three closures of the position gate only one licenses setting the gate to zero. We add one unifying reading: hunger is not only a reset key but at the same time the driver of self-paid work, an external reading of fidelity that can be neither gamed by the institution nor made same-source, and the source of the recovery term on the concentration coordinate; the four readings therefore share one support, and material abundance removes it once, after which all four factors fall together. Section 2 further writes that recovery term as the upward branch of the loop between two layers, with hunger as its carrier: under the partition of [15], withdrawing the carrier gives decoupling while a sign reversal of the feedback gives instability; the cross-layer alternation disappears in both, and also when the feedback is merely weakened below a threshold, so the three are separated not by the oscillation but by the recovery rate of the slow mode set against the smaller of the two layer recovery rates — above it the feedback is still negative, at it the layers have decoupled, below it the sign has flipped; and since a negative coupling product exists only in a persistently driven system, the fall in self-paid work and the loss of the restoring force are two sides of one condition. Tests must accordingly be built on decay rates and never on variance [15]. We also add a conjecture: the moment at which substitution becomes widely perceptible is itself a detection event carrying an identification delay, and may therefore fall after the deadline. Version 3 reads the product through the four components of flexibility of [16] and adds two elementary propositions. When several factors share one support, the elasticity of Π is the sum of theirs and Π has a zero of correspondingly higher order: with four linear factors on one support, halving the support cuts Π to one sixteenth, against one half when each factor has its own; for smooth saturating factors the demonstration gives 0.487 against 0.731, and the margin and time factors of Π itself have a zero of no finite order, so the compounding is stronger than the power form states. When each component is log-concave in the pressure it receives, Π has a unique interior optimum between the components' optima. Hunger supplied three of the four components — conation, affect, and action in both its halves — while cognition was supplied by work; graduation removes the two supports at once, by abundance and by substitution. Two refinements follow for the time factor: the detection threshold carries an affective gain, which enters only jointly with distinguishability, and the reserve counts only what the society itself holds; on demonstration values the version 2 reading reports no change (0.50) where the refined reading reports a closed gate (2.67). A third conjecture places the alarm first in the order of loss. Twelve testable predictions, SR-1 to SR-12, and their observables close the paper; the direction of the first already has preliminary support.
Author: Li, Qinfu
Language: English
Subfield: Safety Research
Field: Social Sciences
Domain: Social Sciences
Open Access status: green
OpenAlex ID: W7213778598
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