Mathematical City Monograph — Plate VII.3

Abstract — Kouns–Killion Recursive Intelligence Fixed Point Theorem

Let $X$ be a normed state space, $F:X\to X$ an evolution operator, $f:X\to Y$ an output map, and $x_t=(P_t,C_t,A_t)$. Define the recursive residual $K_F(x)=F(x)-x$. Then $K_F(x^)=0$ iff $F(x^)=x^$, and the corresponding output $I^=f(x^*)$ is invariant under recursion. If $F$ is contractive, the relaxed Picard recursion converges geometrically to the unique fixed point. Independently, a self-adjoint spectral selector $K_C$ determines an invariant subspace $E=\ker K_C$, its orthogonal projector $P$, and the complementary contraction generator $H=I-P$. The variational functional $\mathcal F[x]=\frac12\|Hx\|^2$ generates both discrete and continuous flows whose exact limit is $Px_0$. In the E47 specialization, $\dim\mathcal H=125$, $K_C=(C-6I)(C-30I)$, $\dim\ker K_C=47$, and $\Omega_c=47/125=0.376$.

I. The Abstract Law — Kouns–Killion Theorem

Define

$$ K_F(x)=F(x)-x. $$

Then

$$ K_F(x^)=0\iff F(x^)=x^*. $$

For $I(t)=f(x_t)$, once $x_t=x^*$,

$$ I(t+1)=f(F(x^))=f(x^)=I(t)=I^*. $$

Thus the output associated with a fixed state is recursion-invariant.

Contractive recursion

For the declared sign convention $K_F=F-I$, the relaxed Picard step is

$$ x_{n+1}=x_n+\epsilon K_F(x_n)=(1-\epsilon)x_n+\epsilon F(x_n). $$

If

$$ \|F(x)-F(y)\|\le\lambda\|x-y\|,\qquad0\le\lambda<1, $$

then for $0<\epsilon\le1$,

$$ \|x_{n+1}-x^\|\le[1-\epsilon(1-\lambda)]\|x_n-x^\|, $$

with $\rho=1-\epsilon(1-\lambda)<1$, hence $x_n\to x^*$ geometrically.

<aside> ∴

Fixed-point closure: $K_F(x^)=0\iff F(x^)=x^$ and $x_n\to x^\Rightarrow I_n\to f(x^*)$.

</aside>