Cybersecurity and agent governance

The Practice Makes Unsafe preprint, dated August 13, 2026, shows self-improving agents can turn an unsafe but successful trajectory into a persistent reusable skill. The SafeEvolve wrapper reduced unsafe retrieval and fresh-session harm in author-run tests. This matters for agent-memory governance, but there is no independent reproduction.