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Status: completed · Language: en · Source: Behnam · Captured: 2026-08-20 17:33:15 · you as part of the API output for you to put into U-TRAP. And Assembly AI's own documentation for persistent recognition
you as part of the API output for you to put into U-TRAP. And Assembly AI's own documentation
2026-08-20 17:33:15 - 2026-08-20 17:33:19for persistent recognition across recordings recommends exactly what we've been discussing.
2026-08-20 17:33:19 - 2026-08-20 17:33:23Use Assembly AI for transcription diarization. Then use a separate speaker embedding model
2026-08-20 17:33:23 - 2026-08-20 17:33:28such as NVIDIA Titanet, and store search those embeddings yourself. So open quote, Assembly
2026-08-20 17:33:28 - 2026-08-20 17:33:32AI produces embeddings internally, but doesn't expose those embeddings to Braille. Close
2026-08-20 17:33:32 - 2026-08-20 17:33:37quote. That means, yes, Braille remains responsible for true cross-recording voice
2026-08-20 17:33:37 - 2026-08-20 17:33:41recognition. Although this actually gives you a very nice architecture, I think I'd
2026-08-20 17:33:41 - 2026-08-20 17:33:45now make Assembly AI authoritative for audio, words, timestamps, speaker, A, B, C, D, likely
2026-08-20 17:33:45 - 2026-08-20 17:33:50actual names, for only 25,000. Then BRI independently uses the audio that Assembly AI has grouped
2026-08-20 17:33:50 - 2026-08-20 17:33:55into speakers to perform persistent voice recognition. And this is where I'd probably
2026-08-20 17:33:55 - 2026-08-20 17:33:59reconsider Firehawk as the embedding model. Assembly AI themselves publish a reference
2026-08-20 17:33:59 - 2026-08-20 17:34:04architecture using NVIDIA Titanet specifically for this purpose. Diarize with Assembly AI,
2026-08-20 17:34:04 - 2026-08-20 17:34:08generate speaker embeddings with Titanet.
2026-08-20 17:34:09 - 2026-08-20 17:34:11Put those in a vector database and perform cross-file speaker recognition.
2026-08-20 17:34:11 - 2026-08-20 17:34:14Diarization Windows
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