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The 13-embedder Context Graph system

Text-side production witness showing the 13-embedder panel used for memory, retrieval, and DDA signals.

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The 13-embedder Context Graph system

00:11:34 / oHLZggLYgBI

Text-side production witness showing the 13-embedder panel used for memory, retrieval, and DDA signals.

Counts are system-at-date figures; the up to 91 signal count is a constructive upper bound pending mutual-information audit.

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Context Graph diagram with 13 embedders and pairwise interactions.

Figure 1.Context Graph is the text-side DDA witness: N=13, up to 91 signals per input as a constructive upper bound.

Figure description

The figure represents Context Graph as a text-side DDA witness with 13 frozen embedders. The direct projections contribute 13 signals per input and the pairwise interactions contribute up to 78 more, for up to 91 structured signals per input as a constructive upper bound pending mutual-information audit.

Related publications

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  • Preprint status; not peer reviewed.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

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  • Preprint status; not peer reviewed.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

Related systems

text-dda-witness

Context Graph

Text-side DDA witness using 13 frozen embedders, RocksDB storage, and MCP retrieval tools.

Embedder panel
N=13
Structured signals
up to 91 per input

Open system

Sources