TL;DR: Most current repetition detection asks the provider to detect it and return a truncation signal. We take a different approach: treat loop-detection as a spectrum — near-exact verbatim loops accumulate toward abort, lexical sentence similarity only steers. That distinction lets you intervene earlier and more richly than any provider-side …