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Geometry and alignment talk

Public talk-track for geometric guard ideas; the formal site scopes TCT to panel-relative verification.

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Geometry and alignment talk

00:09:25 / r4F06Eb-QMs

Public talk-track for geometric guard ideas; the formal site scopes TCT to panel-relative verification.

The formal claim is panel-relative verifiable generation, not a claim that preference alignment is solved.

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Three-phase protocol showing constellation construction, training, and runtime guard checks.

Figure 1.TCT reuses the frozen panel as target construction, training target, and runtime guard.

Figure description

The figure shows TCT as three phases. Phase 1 constructs frozen multi-modal centroids from reference data. Phase 2 trains generated outputs against those centroid targets. Phase 3 evaluates candidate outputs with a deterministic geometric guard. The guard only verifies proximity to the chosen centroid panel.

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  • Preprint status; not peer reviewed.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

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