Predictions

Ten predictions

Some are forecasts. Some are results not yet released.

Prediction a forecast, still open Proven · unreleased established, write-up pending
01
What survives perturbation is what is real.
The perturbation-robust spectral structure of a system is its causally real, generalising part. This is the master criterion the rest of my work runs on.
Proven · unreleased
02
All of arithmetic comes from one operator.
The naturals, integers, rationals, reals, and the primality indicator are all generated by exp(x) - log(y). Formalised in Lean 4, with no gaps left open.
Proven · unreleased
03
AI hallucination and academic fraud are the same mechanism.
A single visibility-of-selector inequality predicts when any system – a model, a journal, a market – will manufacture evidence for what it was already selecting toward.
Proven · unreleased
04
The Riemann Hypothesis is an observability constraint.
RH is equivalent to a positivity condition on a single observation operator over an admissible measurement space. The constraint is the statement; the construction is the work.
Prediction
05
Tinnitus is a timing disorder, not a volume one.
Distress is set by the phase lag of predictive correction in the auditory hierarchy, and turns on a single coefficient. A phase-targeted intervention will work where loudness-targeted ones fail.
Prediction
06
Pitch and time are one field.
A unified pitch-time representation collapses the two and reaches transformations the separated models cannot. Built; the result is not out yet.
Proven · unreleased
07
Consciousness is spectral regularisation.
Reportable content corresponds to the slow, perturbation-robust modes of neural dynamics. You should be able to predict what becomes reportable from spectral robustness alone.
Prediction
08
Noise has an optimal level for machine reasoning.
Stochastic resonance sets a precise noise optimum for sampling in energy-based and autoregressive models. There is an exact answer to the open question, not just a regime.
Prediction
09
Memory is transposition-equivariant.
Musical and spatial recall is equivariant under transposition: shift the input, the representation shifts with it. A direct neural test will confirm it.
Prediction
10
Wave loading beats linear for tendons.
Autoregulated, wave-shaped progression outperforms linear loading on tendon adaptation, because it respects the slowest tissue's recovery rate rather than the fastest's appetite.
Prediction
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