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Weights-only fine-tune; converter gains the 'orukeet' VARIANT_PROFILES entry (cc-by-sa-4.0, direct .nemo load) and the NeMo WER runner accepts org/repo:file.nemo for publisher repos that bundle other exports next to the archive. Intake, Gate A/B, golden manifest, NeMo dumps (18/18 within the finalized parakeet tolerances, jfk exact), batch golden, NeMo REF WER on test-clean (1.87%), catalog seed and doc drafts.
31-cell asr-publication-v2 sweep on L40S: LibriSpeech test-clean at all six presets (F32 1.86% vs NeMo REF 1.87%, gate pass; Q4_K_M 1.95%) and FLEURS test Q8_0 for all 25 languages. Speed cells pending the two publication rigs.
NairoDorian
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Oct 9, 2026
…attention handy-computer#102, rust serde handy-computer#198, ts async init handy-computer#197, langid interface handy-computer#193) into fork
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