Skip to main content
Teleox.ai

Research library

Paper cards carry their status and scope.

Each publication lists date, status, source link, related concepts, related videos, and limitations.

Read limitationsEmail for access
Limitations map separating measured results, protocol-level claims, and future work.
Limitations map separating measured results, protocol-level claims, and future work.

Figure 1.Limitations are part of the evidence surface: measured, protocol-level, and future-work rows stay separate.

Figure description

The map groups claims by evidence status. Measured rows include the voice WavLM SECS case, Shakespeare LoRA verification, and Dynamic ME-JEPA private-preview verification. Protocol-level rows include the identity-locked video case. Future-work rows include mutual-information audit, cross-encoder triangulation, multi-subject replication, and cross-language expansion.

Publication index

The library is deliberately redundant: each card repeats the scope label so external titles do not become unqualified site claims.

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  • Preprint status; not peer reviewed.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  • Preprint status; not peer reviewed.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

preprint / April 2026

ClipCannon and the Teleological Constellation System

System paper connecting ClipCannon's video-side DDA substrate to TCT.

DOI 10.13140/RG.2.2.13684.92805

  • Preprint status; not peer reviewed.
  • Subject-specific identity artifacts are withheld.

Open source record

living-document / April 2026

Clip Cannon White Paper

System whitepaper for the ClipCannon video-side production witness.

  • Living document; implementation counts can change.
  • The research site uses scoped system-at-date counts.

Open source record

preprint / March 2026

ClipCannon: 0.961 Mean Cross-Encoder Speaker Similarity via Pipeline Engineering for Personalized Voice Cloning

Measured voice case: 0.961 mean WavLM SECS under an encoder-matched one-speaker protocol with held-out English sentences.

DOI 10.13140/RG.2.2.33842.16324

  • Preprint status; not peer reviewed.
  • One speaker and held-out English sentences.

Open source record

living-document / April 2026

OCR Provenance White Paper

Document-side provenance witness for local-first source-of-truth verification.

  • Living document; product counts and commercial posture can change.
  • No market-monopoly claim is made by the formal site copy.

Open source record

preprint / March 2026

The Ethical Probe Paradox

Ethics context for controlled testing, consent, and asymmetric release posture.

DOI 10.13140/RG.2.2.12257.57449

  • Preprint status; not peer reviewed.
  • Ethics context, not a benchmark paper.

Open source record

preprint / November 2025

Teleological Vectors

Background theory for the later TCT centroid and guard language.

DOI 10.13140/RG.2.2.35241.45921

  • Preprint status; not peer reviewed.
  • Background theory; not the current empirical anchor.

Open source record

preprint / November 2025

The Symmetry of Knowing

Background theory for question economics and verification pressure.

DOI 10.13140/RG.2.2.27832.61449

  • Preprint status; not peer reviewed.
  • Philosophical background; not the primary DDA/TCT evidence surface.

Open source record

private-preview / May 2026

Dynamic / ME-JEPA: Source-of-Truth Verified Latent World Modeling on a Single RTX 5090

Private-preview runtime witness for audited bundles, single-GPU reproducibility, and Full State Verification.

  • Private preview; source access is time-bounded for reviewers.
  • The page should not dominate the DDA/TCT homepage thesis.

Open local preview

Sources

  • docs/refactorwebsite/01_research_source_inventory.md
Read limitationsEmail for access