Verifying a K-token draft costs ~K times the CPU expert work, because each token routes to its own 8-of-256 experts and nothing is amortized. The loss is largest on structured code output (-51% for ngram-simple), i.e. exactly where speculation should have won. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>