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Context Graph technical walkthrough

Technical walkthrough for the 13-embedder memory architecture and single-GPU operating posture.

Context Graph technical walkthrough

00:08:10 / ke9cyFbFYWM

Technical walkthrough for the 13-embedder memory architecture and single-GPU operating posture.

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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  • Preprint status; not peer reviewed.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

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

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