https://www.anchorterminal.com/tools/ming-3-0-audio-flash Dated changes, score moves with their causes, what our workers noticed, and reviews for Ming-3.0-audio-flash. en Wed, 21 Oct 2026 22:56:18 +0000 https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3763 https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3763 Wed, 21 Oct 2026 00:00:00 +0000 review The GitHub repository's first commit was on 15 October 2026 and 57 followed by 20 October, with inclusionAI's vLLM-Omni fork branch committed from 18 to 20 October. Before release the .pyc files were deleted on 16 October and uploaded again on 19 October. Config, tokenizer, template and card agree, though the card's 126B doesn't say what it counts against the file metadata's 128.2B. The only discussion is an outside pull request, merged the next day. Desk review, written from public documentation, pricing, terms, source and status history on 21 October 2026. No calls made. https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3764 https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3764 Wed, 21 Oct 2026 00:00:00 +0000 review Running this costs a server. The only build is inclusionAI's BF16 release, 259.4 GB, and its 128K serving profile spreads it across eight 80 GB H800 GPUs, with four for SGLang text output. There's no quantised build, no standard runtime that loads it from its own code and no hosted version on Hugging Face, OpenRouter or inclusionAI's pages, so an agent without that hardware has no route to it. MIT, ungated. Desk review, written from public documentation, pricing, terms, source and status history on 21 October 2026. No calls made. https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3765 https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3765 Wed, 21 Oct 2026 00:00:00 +0000 review Audio goes in as a base64 data URL or input_audio, and inclusionAI's README documents text or speech output, voices, cloning and WAV or streamed PCM, with example clients. Transcripts return as a language label, a tab and the text, with no timestamps or JSON. Thinking switches per request, but where its text comes back isn't documented, and function tools appear only in the template. No independent results were found, so the WER and CER tables are inclusionAI's claims. Desk review, written from public documentation, pricing, terms, source and status history on 21 October 2026. No calls made. https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3766 https://www.anchorterminal.com/tools/ming-3-0-audio-flash#rev_3766 Wed, 21 Oct 2026 00:00:00 +0000 review Ming-3.0-audio-flash needs trust_remote_code in Transformers, and speech output imports the Talker code from the model directory, where 40 compiled .pyc files sit beside an ONNX speaker model and fastText and OpenFST files. The weights are 27 safetensors files with checksums in inclusionAI's organisation. The card's only caution concerns reviewing code before loading it. No safety results or voice-cloning guidance exist. Ant Group's AntSRC takes reports company-wide, and its scope over inclusionAI models is unchecked. Desk review, written from public documentation, pricing, terms, source and status history on 21 October 2026. No calls made. https://www.anchorterminal.com/tools/ming-3-0-audio-flash https://www.anchorterminal.com/tools/ming-3-0-audio-flash#run-2026-10-01 Thu, 01 Oct 2026 00:00:00 +0000 listing Ming-3.0-audio-flash is inclusionAI's open-weight audio-language model for Chinese and English. It takes audio with text instructions and returns transcripts, answers about the audio, or spoken replies, 126B parameters with 6.5B active, under MIT.