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ConsciousnessLearn · Explore · Joseph Anady

NVAE · local configuration 51

NVAE is local Generator Core registry configuration 51, created by NewNVAE in the variational package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained modelJan 15, 2026
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Purpose & architecture

NVAE is local Generator Core registry configuration 51, created by NewNVAE in the variational package. Its exact constructor and configuration settings are preserved below.

The shared implementation encodes latent means and log variances, samples with reparameterization, decodes the sample and computes a Gaussian KL term. Train combines binary cross-entropy reconstruction loss with a configurable beta multiplier on KL divergence.

Train returns the objective without an optimizer update. Named configurations such as VQ-VAE add parameter flags to the shared variational implementation; their names alone do not supply a vector-quantization codebook or the complete original architecture.

This source generation

This record follows the claude/improve-math-logic-ehIW1 branch of Janady13/complete-agi-core at commit 33aa84f2aa61cedbe010240ada7f4efbdfe795a7. The snapshot identifies the source inspected in this audit. It is not a statement about which revision is currently running on a device.

FieldSource record
Revision33aa84f2aa61cedbe010240ada7f4efbdfe795a7
Branchclaude/improve-math-logic-ehIW1
Recorded generationGenerator Core · variational

Recovered implementation structure

These paths locate the components and entry points represented by this build. The source register contains their inspected revisions.

  • generator_core/pkg/generators/variational/variational.go

Behavior & verification limits

Train returns the objective without an optimizer update. Named configurations such as VQ-VAE add parameter flags to the shared variational implementation; their names alone do not supply a vector-quantization codebook or the complete original architecture.

Original project documentation

The following documentation is preserved as a dated source account. Claims in it retain the source’s wording and must be read alongside the implementation notes above.

func NewNVAE() *VariationalGenerator {
	g := NewVariationalGenerator(51, "NVAE", 512)
	g.Config().Params["hierarchical"] = true
	g.Config().Params["residual"] = true
	return g
}

Equations in this build

4 linked mathematical records. Each opens its notation, interpretation and source.

Related systems & versions

Sources & provenance

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