You Live More Than Once

Collection Notes

arXiv HTML source on hierarchical skill meta-evolving. Collected as an adjacent source for test-time skill evolution.

Key Source Claims To Verify During Ingest

• The paper frames skill evolving as a test-time learning paradigm.
• After deployment, an agent improves behavior by distilling execution traces into reusable skills and maintaining them over time.
• It is directly relevant to skill lifecycle governance and post-deployment adaptation.

Relevance

• Fills missing coverage: skill evolution as test-time learning after deployment.
• Security angle: post-deployment skill mutation, trace poisoning, retention/rollback, and governance of evolving skills.

Ingest Priority

Medium-high. Ingest after SkillOpt/SkillLens.