Their AI detection rates: 22.7%, 24.2%, 25.0%, 24.5%, 19.0%, 13.7%, 29.1%, 4.9%, 27.3%, 19.2%—all under 30%. I sampled random Lofter fanfics too—since fanfic writing is looser, AI rates were often under 10%. When I tested texts I suspected were AI-generated, detection rates hit 83.4%, and with other clues, it’s reasonable to conclude the author used LLMs without disclosure.
The next step was replacing my hand-rolled turn detection with something designed for production: Deepgram's Flux.
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Breaking down the timing parameters:
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The length of the first (and only) certificate.