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Review

Verification notes

  • git diff --cached --check is clean.
  • latexmk -pdf -interaction=nonstopmode -halt-on-error neurips_2026.tex succeeds.
  • The build still emits a pre-existing BibTeX warning for <internal-bib> having an undefined entry type in references.bib; that does not come from the staged changes under review and should not be held against this diff.

File/diff scope: git diff --cached in the working paper directory; staged files are 06b_limitations.tex (new), 07_conclusion.tex (rewritten), and neurips_2026.tex (section inclusion only).

Review lens: paper/content (arXiv preprint) -- assess whether the rewritten conclusion lands the argument with conviction without overpromising, whether the new Limitations section and Conclusion work as a sequence, and whether tone and writing quality remain consistent with the rest of the paper.

New

  1. Medium -- 07_conclusion.tex:14 and 07_conclusion.tex:31

The new conclusion is stronger than the previous one, but it now overshoots the paper's own limitation framing in two places. Layered evidence ... demonstrates that the auditability gap is real, that closing it is engineering-feasible is stronger than the paper has actually established after the new Limitations section has just said the evidence is partly proxy-based, author-built, limited in scale, and not end-to-end. The final sentence then goes all the way to It is the foundation on which trust, accountability, and responsible deployment ultimately rest. That reads as a manifesto line rather than a conclusion anchored in the scoped claims of this paper.

Recommended changes: - Tone down demonstrates and especially closing it is engineering-feasible to something aligned with the evidence actually presented. - Replace the foundation with a foundation or another slightly less absolute phrase. - A safe revision would be: Layered evidence from ecosystem scans, runtime mediation, and missing-log recovery supports the claim that the auditability gap is real, that core auditability mechanisms are engineering-feasible, and that partial accountability can survive even when conventional logs fail. - A safe final sentence would be: Auditability is not a tax on agent development. It is a foundation for trust, accountability, and responsible deployment.

  1. Low -- 06b_limitations.tex:15

We release all code and data to facilitate independent replication. is an unusually concrete factual claim for a limitations paragraph, but the paper does not appear to tell the reader where those artifacts are. In the current form, a reviewer who wants to verify the claim has no pointer, and the sentence risks reading as a promise rather than a documented availability statement.

Recommended changes: - Add a URL, footnote, or short artifact-availability pointer if the release already exists. - If the artifacts are not yet public, change the tense to match reality instead of asserting a present release. - If you want to keep the sentence here, something like Code and data are available at ... is better than a bare release claim with no locator.

Previously raised

Fixed

  • None. Round 1.

Still open

  • None. Round 1.

Reopened

  • None. Round 1.

Deferred

  • None. Round 1.

Overall assessment

The new section sequence basically works. Limitations is honest and substantive, and the rewritten conclusion is cleaner and more forceful than the previous version. The remaining issue is calibration: the ending should recover confidence after the limitations section, but it should not sound as if those limitations no longer matter.