Research Verifier-Centric Capability Growth

Verifier-Centric Capability Growth

A map of what worked and what failed when we added skills to a model. Plans we have not tested yet are marked PROPOSED.

Date: Undated
Type: Map of results + PROPOSED plans
DOI: 10.5281/zenodo.21628544
Length: 13 pp · ≈15 min read

measured map + PROPOSED program
toy / 1.5B-scale where stated
Part IV is not results

Annalea Layton · Vext Labs

Cover · A pixel pattern made from this paper’s ID, “verifier-centric-capability-growth” · Art, not a chart

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Summary

Summary

A map of what worked and what failed when we added skills to a model. Plans we have not tested yet are marked PROPOSED.

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). Verifier-Centric Capability Growth. Vext Labs. https://doi.org/10.5281/zenodo.21628544

@techreport{layton2026verifier,
  title  = {Verifier-Centric Capability Growth},
  author = {Layton, Annalea},
  institution = {Vext Labs},
  year   = {2026},
  type   = {Map of results + PROPOSED plans},
  doi    = {10.5281/zenodo.21628544}
}

Zenodo record · DOI 10.5281/zenodo.21628544 CC-BY-4.0

Summary

Authors

Acknowledgments

Cite

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