Characterize the ordering of harms from different skill-bank perturbations
Characterize the relative severity of harmful skill rewrites and meaning-preserving rewrites across perturbation axes beyond the ordering predicted by the minimal linear-Gaussian construction.
References
We do not test this ordering, and flag it as a limitation of the instance: it isolates what a two-channel account can capture and leaves finer orderings among the axes open.
— Evolving Together, Failing Apart: The Skill-Policy Co-evolution Trap in Self-Improving Agents
(2610.20845 - Feng et al., 14 Oct 2026) in Appendix D.3, Remark 4 ("What the construction does not explain")