Abstract: The advent of Artificial General Intelligence (AGI) is often interpreted as a threat to the relevance of human labor. However, by applying the formalism of Geometric Containment and the postulates of the Imponderable Factor, a different paradigm emerges. While AGI remains confined within finite computational limits R(I)R(I) and absolute geometric boundaries (c0,Lmax)(c0,Lmax), human professionalism evolves toward the management of non-computable “insight.” The future of work lies not in procedural competition, but in Symbiotic Coherence (ΓΓ), where AGI compresses algorithmic complexity and humans expand their perceptual and decisional scale. This revision (4.1) integrates the scalar–tensor effective field theory QIG (Macinelli 2026) not as a mere low-energy approximation, but as a geometrically anchored projection of the deeper containment structure defined by Simulation ESC 5.0 and Geometric Containment 2.2. The synthesis yields a unified framework in which effective theories are understood as projections ΠΠ respecting the containment band c0,Lmaxc0,Lmax, conformal screening is reinterpreted as scale conjugation, and falsifiability is grounded in invariant preservation via the Claim Sheet protocol (CE‑Spec 1.4).
Medesani et al. (Mon,) studied this question.