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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Policy family: bounded utility drive and error cost

Utility first passes through softsign, making its contribution lie strictly between −0.15 and 0.15; the error term is then subtracted linearly. The combined increment can therefore be unbounded if ed_error is unbounded. The formula defines a state update, while a…

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gh-eq-b3f78080361fe93ddocumented-equation
f14(x)=x+0.15⋅softsign(utility)−0.05⋅ederrorf₁₄(x) = x + 0.15 · softsign(utility) - 0.05 · ed_error

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Utility first passes through softsign, making its contribution lie strictly between −0.15 and 0.15; the error term is then subtracted linearly. The combined increment can therefore be unbounded if ed_error is unbounded. The formula defines a state update, while a policy additionally requires an action space and a mapping or distribution over actions.

Terms & definitions

TermMeaning in this source
x

Current scalar state

utility

Bounded drive after softsign

ed_error

Linear error penalty

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## 3.15 Family 14: Decisive Action / Policy

```
f₁₄(x) = x + 0.15 · softsign(utility) - 0.05 · ed_error
```

**Equation Type**: Policy gradient: π(a|s)

**Explanation**: Generates action outputs by amplifying utility signals and suppressing errors. The larger positive coefficient on utility makes this an action-oriented family.

## 3.16 Family 15: Global Coherence (Kehillah)

```
f₁₅(x) = x + (φ - 1) · 0.01 · (stability - x)
```

**Equation Type**: Coherence accumulator: φ-weighted convergence

**Explanation**: Slowly converges toward stability using golden-ratio-weighted adjustment. Named "Kehillah" (Hebrew for "community/congregation"). This family maintains global system coherence.

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# 4. Meta-State Update Equations
Exact original notation
f₁₄(x) = x + 0.15 · softsign(utility) - 0.05 · ed_error

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