SEFERIM FEDERATION - MASTER LEARNING ENGINE · Compute continuous activation χ

Read the equation

This relation defines continuous activation χ in the source section “SEFERIM FEDERATION - MASTER LEARNING ENGINE · Compute continuous activation χ”. It specifies the displayed relationship between the named quantities or parameters. Its interpretation depends on the source’s stated variables and conditions; this record does not assign an unprovided physical or cognitive meaning to them.

Terms & definitions

The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.

How it works

1. Read continuous activation χ as the quantity being defined or updated by this relation.

2. Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.

3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

• This source expression was recovered from the pinned code revision. Its presence does not establish that the associated program was built, run, or scientifically validated.

Original context

        // Increment knowledge bits
        if (delta > 0) {
            this.state.K += Math.ceil(delta * 100);
        }
    }

    /**
     * Compute continuous activation χ = σ(α_κ·κ + α_Ψ·Ψ̃ - θ)
     */
    computeActivation(kappa, familyIndex) {
        const family = this.state.families[familyIndex];

        // Normalize pressure: Ψ̃ = Ψ / (Ψ + ψ₀)
        const PsiNorm = family.Psi / (family.Psi + SEFERIM_CONFIG.PSI_0);

        // Activation: χ = σ(α_κ·κ + α_Ψ·Ψ̃ - θ)
        const z = SEFERIM_CONFIG.ALPHA_KAPPA * kappa +
                  SEFERIM_CONFIG.ALPHA_PSI * PsiNorm -

Compute continuous activation χ = σ(α_κ·κ + α_Ψ·Ψ̃ - θ)

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