Novelty weight ν

Read the equation

ν is the novelty factor used in allocating learning to substrate candidates. The source says brand-new substrates should be downweighted until stable, so this quantity serves a gating role rather than an automatic novelty reward. The mapping from observations to ν and the definition of stability remain necessary implementation details.

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 ν 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

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

π²_s = π¹_s × κ^real_s × e^(-α_ν × ν_s)

κ^real = verification confidence (unverified content can't accumulate coherence)
ν = novelty score (brand new substrates downweighted until stable)

THIS IS THE ANTI-HALLUCINATION GATE

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STAGE 3: CONSOLIDATION GRAVITY

ν = novelty score (brand new substrates downweighted until stable)

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