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Interpretability Cell Pairing: how every dual-use capability run gets a watchful sibling

Karima Belkadi, Hester Vandekerckhove, Yuki Cho

Axis Interpretability & alignment
Cell hilbert-13
Published Sep 2024
Venue Internal release — alphabell index 24/15
Tags interp.

Abstract

alphabell's structural commitment is that any cell working on dual-use capabilities is paired with an interpretability cell with rolling read-access to checkpoints, training logs, and proposal commits. We describe the practical implementation: the trust model, the artefact pipeline, the disagreement procedure, and an example walkthrough drawn from a 2024 sandboxed self-modification run that the paired interpretability cell escalated to halt.

Index metadata

Cell
hilbert-13
Compute
11 H100-days (analysis only)
Status
Open release
DOI
10.48550/arXiv.2409.58618
arXiv
arXiv:2409.58618

What this paper is part of

This index entry is part of the Interpretability & alignment research axis. The producing cell — hilbert-13 — 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-interpre; 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 interpretability-cells-protocol.

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

Karima Belkadi, Hester Vandekerckhove, Yuki Cho. Interpretability Cell Pairing: how every dual-use capability run gets a watchful sibling. Internal release — alphabell index 24/15, Sep 2024. arXiv:2409.58618. doi:10.48550/arXiv.2409.58618.