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ConsciousnessLearn · Explore · Joseph Anady

Closed form of the contraction example

The solution is one plus aⁿ because the initial error is one and each step multiplies it by a. For 0<a<1 it approaches one but never equals one at a finite integer n in exact arithmetic. For a fixed positive tolerance ε, the discrepancy eventually falls below that…

Declaration and state changedocumented formula
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eq-3d6e49305ae29fmathematical expression
zn=1+an{z}_{n}=1+{a}^{n}

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The solution is one plus aⁿ because the initial error is one and each step multiplies it by a. For 0<a<1 it approaches one but never equals one at a finite integer n in exact arithmetic. For a fixed positive tolerance ε, the discrepancy eventually falls below that tolerance, showing why bare non-equality and thresholded persistence differ.

Terms & definitions

TermMeaning in this source
a

Contraction factor

n

Step index

y_n

State; zₙ in another version

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Original context

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Appendix C. Why the bare divergence condition needs specificity

Consider the scalar recurrence zn+1=azn+1−a with z0=2 and 0<a<1. Its solution is zn=1+an. It changes internally, differs from its original value at every subsequent finite step, and never returns to 2. A program could repeatedly report its current value without changing this algebra. Thus permanent difference from an initialization is mathematically broad, not peculiar to the present model.

This example does not prove the recurrence lacks experience. It establishes what the proposed criterion accepts. A theory identifying all such systems with primitive cognition may adopt that consequence, but should derive additional observable constraints rather than presenting the same inequality as independent evidence for its interpretation.

Similarly, merely placing a loop near a node is not a specified causal mechanism. If an accumulation law is An+1=λAn+q with 0≤λ<1, q>0, and A0=0, then An=q1−λn/1−λ. A threshold strictly above q/1−λ is never crossed despite infinitely many updates. With no leakage and fixed positive increments, a finite threshold is crossed. These are different models. A general “enough speed or enough circulation” law requires assumptions about coupling, cancellation, and dissipation.
[Context excerpt; full source linked.]
Exact original notation
{z}_{n}=1+{a}^{n}

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Sources & provenance

01
Declaration_and_State_Change_Final.docx
paragraph 333, math 4 · Sep 17, 2026
{z}_{n}=1+{a}^{n}
02
Declaration_and_State_Change_Final.docx
paragraph 333, math 4 · Sep 17, 2026
{z}_{n}=1+{a}^{n}

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