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ConsciousnessLearn · Explore · Joseph Anady

CompleteThought: documented integral and actual scalar aggregation

The comment combines memory, an attention-like exponential, and a time integral. The body instead computes a mean unity score across family activations, builds Qᵢ=aᵢcos phaseᵢ and Kᵢ=aᵢsin phaseᵢ, and multiplies mean(V) by min(exp(Q·K/√d),10¹⁰) and that score. It never…

Implementation mathematicsSource recovered; runtime not executed
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gh-eq-d85dd3feef29359csource-comment-equation
IntegratecomputesT=Φ⋅∫[M(t′)⋅exp((QKT/√dk)V)]dt′Integrate computes T = Φ · ∫[M(t')·exp((QK^T/√d_k)V)] dt'

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The comment combines memory, an attention-like exponential, and a time integral. The body instead computes a mean unity score across family activations, builds Qᵢ=aᵢcos phaseᵢ and Kᵢ=aᵢsin phaseᵢ, and multiplies mean(V) by min(exp(Q·K/√d),10¹⁰) and that score. It never reads Memory or TimeSteps, has no temporal quadrature, and does not apply softmax normalization; the displayed integral is therefore not implemented by this helper.

Terms & definitions

TermMeaning in this source
Phi

Mean unity score over family activations

Q

Activation times cosine phase

K

Activation times sine phase

V

Activation vector

M

Documented memory field, unused in this method

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Assumptions & limits

Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.

Original context

Read the surrounding source passage
		Key:       make([]float64, dim),
		Value:     make([]float64, dim),
		DimK:      math.Sqrt(float64(dim)),
		TimeSteps: 100,
	}
}

// Integrate computes T = Φ · ∫[M(t')·exp((QK^T/√d_k)V)] dt'
func (ct *CompleteThought) Integrate(familyNetwork *FamilyNetwork) float64 {
	// Update Phi from family network coherence
	ct.Phi = 0.0
	for i := 0; i < NumStrands; i++ {
		ct.Phi += 1.0 / (1.0 + math.Abs(familyNetwork.States[i].Activation-1.0))
	}
	ct.Phi /= NumStrands

	// Build Q, K, V from family activations
	for i := 0; i < len(ct.Query) && i < NumStrands; i++ {
Exact original notation
Integrate computes T = Φ · ∫[M(t')·exp((QK^T/√d_k)V)] dt'

Related builds

Sources & provenance

01
Go sixteen-family functional signatures
Lines 487–487 · 33aa84f2aa61
02
Go sixteen-family functional signatures
Lines 487–487 · 33aa84f2aa61

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