Research The Leakage Signature

The Leakage Signature

A record of ideas we proved wrong. Plus a way to grow a model that a math solver checks, with an audit for leaks. Small, limited demos only.

Date: 2026-06-27
Type: Code and data you can rerun
DOI: 10.5281/zenodo.21628524
Length: 9 pp · ≈10 min read

reproducible artifact
toy + bounded real-LLM addendum (1.5B to 32B demos)
no frontier parity claim

Annalea Layton · Vext Labs

Cover · A pixel pattern made from this paper’s ID, “leakage-signature” · Art, not a chart

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Summary

Summary

A record of ideas we proved wrong. Plus a way to grow a model that a math solver checks, with an audit for leaks. Small, limited demos only.

Read the full paper on the Zenodo record.

Authors

Annalea Layton · Vext Labs, Inc. · ORCID 0009-0001-3695-9569

Acknowledgments

None stated in the source paper.

Cite

Layton, A. (2026). The Leakage Signature. Vext Labs. https://doi.org/10.5281/zenodo.21628524

@techreport{layton2026leakage,
  title  = {The Leakage Signature},
  author = {Layton, Annalea},
  institution = {Vext Labs},
  year   = {2026},
  type   = {Code and data you can rerun},
  doi    = {10.5281/zenodo.21628524}
}

Zenodo record · DOI 10.5281/zenodo.21628524 CC-BY-4.0

Summary

Authors

Acknowledgments

Cite

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