Controllable Transcription. Verbatim ( every, filler, pause, stutter, vocal sound) , or intended ( what the speaker meant to say, optimized for readability) with word-level timestamps.
Minimalist, deterministic, lightweight, fast, and portable verification of AI-generated text: measure groundedness in a source as verbatim reuse (contiguous matching) or verbatim paraphrasing (LCS). Use as a decorator over generate(), a CLI or a CI gate. Useful for research and production purposes.