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ConsciousnessLearn · Explore · Joseph Anady

Activation update with restoring drift and clipping

The change combines gated drive with a small restoring term toward x=0.5. A step of size 0.01 is then applied and projected onto [0,1]. This guarantees a bounded activation after each finite update, but clipping alters the unconstrained dynamics and does not bound the…

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gh-eq-194d14ded63a8201documented-equation
dx=g⋅drive−0.04⋅(x−0.5)x←clamp01(x+0.01⋅dx)dx = g · drive - 0.04 · (x - 0.5) x ← clamp₀₁(x + 0.01 · dx)

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The change combines gated drive with a small restoring term toward x=0.5. A step of size 0.01 is then applied and projected onto [0,1]. This guarantees a bounded activation after each finite update, but clipping alters the unconstrained dynamics and does not bound the other state variables.

Terms & definitions

TermMeaning in this source
dx

Proposed rate of activation change

g

Gate

drive

Combined forcing

x

Activation

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## 8.6 Activation Update

```
dx = g · drive - 0.04 · (x - 0.5)
x ← clamp₀₁(x + 0.01 · dx)
```

**Explanation**: Activation changes based on gated drive with a centering force toward 0.5. The 0.01 coefficient ensures smooth transitions.

## 8.7 Potential Update

```
P ← clamp₀₁((1 - 0.05) · P + F_in · y - 0.01 · P²)
```

**Explanation**: Potential accumulates from input-velocity interaction with exponential decay (0.95) and quadratic damping.

## 8.8 Coupling Update

```
c ← c + 0.01 · ((c + 1) · 0.8 · P - k_c · (c - 1))
```

**Explanation**: Coupling evolves based on potential, creating adaptive inter-agent connections.
Exact original notation
dx = g · drive - 0.04 · (x - 0.5)
x ← clamp₀₁(x + 0.01 · dx)

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