Latent-space steps bypass the textual reasoning trace, which is equivalent to moving part of the thinking process out of the logs, causing reduced detection coverage for audit methods that rely on readable intermediate text (reasoning-chain replay, text-based jailbreak and harmful-behavior detection, failure attribution analysis), and requiring alternative means such as hidden-state probes and activation monitoring to fill the gap.