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Meaning compression and Derived Data Abundance

Plain-language talk track for the fixed-data DDA move and the meaning-compression ratio.

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Meaning compression and Derived Data Abundance

00:11:23 / 6umU6kuXR3s

Plain-language talk track for the fixed-data DDA move and the meaning-compression ratio.

The formal site claim is narrower than the talk title: DDA is fixed-corpus decomposition and meaning compression is a proposed structured-signal-density measure.

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Fixed source data projected through a frozen embedder panel into a structured signal lattice.

Figure 1.DDA holds real data fixed and decomposes it into structured supervision through frozen instruments.

Figure description

The visual shows translucent source-data slabs feeding into a frozen multi-embedder panel. Output beams from the panel form a structured geometric lattice on the right, representing typed signals and relationships derived from fixed real observations.

Related publications

preprint / April 2026

Derived Data Abundance: How Multi-Modal Embedding Decomposition Solves the AI Training Data Crisis

DDA explainer preprint for fixed-corpus decomposition through frozen embedder panels.

DOI 10.13140/RG.2.2.22624.03845

  • Preprint status; not peer reviewed.
  • The title is broader than the formal site claim; the site frames DDA as a constructive fixed-data method.

Open source record

preprint / April 2026

Teleological Constellation Training: Multi-Modal Embedding Decomposition as Meaning Compression for Identity-Locked Generation and a Third Path Around the Data Wall

Primary framework preprint for DDA, meaning compression, TCT, and panel-relative generation guards.

DOI 10.13140/RG.2.2.24370.57288

  • Preprint status; not peer reviewed.
  • Pairwise mutual-information audit remains pending.

Open source record

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