The term enchanted determinism was coined in a 2020 study in Engaging Science, Technology, and Society to describe exactly this structure. Unlike the enchantments of tradition or charisma, this new enchantment rests on demonstrated performance in contexts where explanatory understanding is structurally impossible.
The sacred grove was enchanted because it was experienced as the dwelling place of divine forces calculation could not reach. The deep learning model is enchanted because the calculation is so comprehensive it has exceeded the capacity of the human mind to follow it. The enchantment of the incalculable and the enchantment of the hyper-calculated are structurally different but phenomenologically similar — both produce the experience of confronting something that works in ways beyond one's understanding.
A 2025 AI & Society analysis argues this constitutes structural re-enchantment emerging through rather than despite formal rational processes, producing a novel form of epistemic dependence: not dependence on tradition or charismatic authority, but dependence on systems whose outputs are trusted because they work, even when the reasons they work cannot be articulated.
Weber's thesis in Science as a Vocation was that modernity's defining characteristic is the possibility of mastery by calculation. The AI age inverts this: the calculation is total, but mastery is unavailable to any human calculator. Weber may have been wrong not about the direction of rationalization but about its endpoint.
Deterministic but opaque. AI systems follow mathematical rules whose complexity exceeds human traceability.
Mystery from calculation, not its absence. Enchantment emerges through hyper-rationalization rather than its opposite.
New form of epistemic dependence. Trust without comprehension, justified by demonstrated performance, structurally analogous to trust in the oracle.
Complicates Weber's disenchantment thesis. The endpoint of rationalization is not transparency but a new opacity — the opacity of the hyper-complex.