Dynamic Multi-Pillar Stress & Phase Space Engine · Grounded in Gates Transition Thesis
Algorithmic breakthrough rate & synthetic labor diffusion.
Bureaucratic lag, regulatory inertia & reskilling delays.
Audit infrastructure, grid reserve & cognitive provenance.
Displacement velocity (0.71) outpaces half-life adaptation.
Data center baseload demands strain transformer capacity.
High discovery throughput counterbalanced by dual-use safety lag.
Synthetic saturation (0.78) eclipses verification tooling.
Diffusion barriers eroded by open weights proliferation.
The simulator models societal absorption of artificial intelligence through a coupled two-dimensional dynamical system. AI transition velocity theta accelerates technological stress, while institutional friction mu restrains adaptive capacity. Increasing the containment buffer beta directly depresses turbulence, pulling the system back into a stable attractor.