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Pre-Registered Capability Evaluations for Internal Releases

Liora Sabatini, Aravind Periyasamy, Eitan Berkovich

Axis Recursive self-improvement
Cell turing-11
Published Oct 2025
Venue alphabell methodology document 25-M-04
Tags RSI

Abstract

The MUR protocol (25/05) requires that every RSI-axis run pre-register stopping conditions; this document specifies how those pre-registrations should be structured, signed, and reviewed before a run begins. We describe the standard pre-registration template, the cell-internal review obligations, the disagreement procedure, and the auditable storage of pre-registered conditions across the lab's content-addressed trace store. The methodology document is canonical and is referenced by every RSI-axis run report.

Index metadata

Cell
turing-11
Compute
6 H100-days (analysis only)
Status
Methodology document — open release
Code
github.com/alphabell-labs/ab-prereg
DOI
10.48550/arXiv.2510.01166
arXiv
arXiv:2510.01166

What this paper is part of

This index entry is part of the Recursive self-improvement research axis. The producing cell — turing-11 — collaborates with adjacent cells listed in the cell directory. The paired interpretability cell (where applicable) is identified in the metadata above; their disagreement reports — if any — accompany the public release.

How to read this

If you want to use the result: the code (where available) is at https://github.com/alphabell-labs/ab-prereg; the dataset is at TBD when one is released. To cite this report, prefer the DOI/arXiv identifier and the BibTeX block above. To discuss this with the producing cell, contact the lab with the index entry slug pre-registered-capability-evaluations.

Limitations

Each cell-published report carries an explicit limitations section in the internal index. We do not paraphrase it here. Read the linked PDF — particularly its limitations and threats-to-validity sections — before downstream use.

Citation

Liora Sabatini, Aravind Periyasamy, Eitan Berkovich. Pre-Registered Capability Evaluations for Internal Releases. alphabell methodology document 25-M-04, Oct 2025. arXiv:2510.01166. doi:10.48550/arXiv.2510.01166.