{"version":1,"type":"story","url":"https://digestai.news/story/hugging-face-releases-anyspeechrecognizer-and-anydecisionmodel-for-app","json":"https://digestai.news/story/hugging-face-releases-anyspeechrecognizer-and-anydecisionmodel-for-app.json","markdown":"https://digestai.news/story/hugging-face-releases-anyspeechrecognizer-and-anydecisionmodel-for-app.md","slug":"hugging-face-releases-anyspeechrecognizer-and-anydecisionmodel-for-app","headline":"Hugging Face releases AnySpeechRecognizer and AnyDecisionModel for Apple platforms","summary":"Hugging Face announced two open-source Swift packages for Apple platforms: **AnySpeechRecognizer** and **AnyDecisionModel**. Both extend Apple’s existing APIs by letting developers choose from multiple speech recognition and decision-making models, including NVIDIA’s Parakeet, Alibaba’s Qwen3-ASR, and Cloudflare’s Clef-Flash, running locally on Core ML or MLX backends.\n\n**AnySpeechRecognizer** integrates speech-to-text and speaker diarization, supporting 25 European languages (Parakeet) or 30 languages plus 22 Chinese dialects (Qwen3-ASR). It mirrors Apple’s SpeechAnalyzer API but allows swapping engines—e.g., replacing Apple’s default with Parakeet v3 or Qwen3-ASR. The package includes a **Sortformer** diarizer for tracking up to four speakers in overlapping speech. Benchmarks on an M4 Max Mac Studio show Parakeet transcribing an hour of audio in **20–40 seconds** (file) or **1.5–2.5 minutes** (live), while Qwen3-ASR is slower but handles more languages. **AnyDecisionModel** provides typed yes/no, multiple-choice, or rating-scale decisions via local models (MLX, Core AI, or Ollama) or cloud services (Jev). Unlike traditional language-model prompts, it returns probabilities and confidence scores for each option, enabling structured decision-making without text parsing. The package supports models like Clef-Flash (9B parameters) for joint schema decisions or smaller models like Qwen3-4B for emoji classification (e.g., filtering emojis by user input). Both packages require **Swift 6.2+** and **macOS 26/iOS 26+**, with Apple silicon needed for Parakeet/Sortformer. The code is open-source on GitHub, with models hosted on Hugging Face Hub and downloads triggered on-demand by the app.","keyPoints":["AnySpeechRecognizer adds Parakeet (25 languages) and Qwen3-ASR (30+ languages) to Apple’s SpeechAnalyzer API, with speaker diarization via Sortformer","AnyDecisionModel enables typed decisions (e.g., urgency, team assignment) with probabilities and confidence scores, using local models like MLX or cloud services like Jev","Both packages run on Apple silicon with Core ML/MLX backends; Parakeet transcribes audio in **20–40 seconds per hour** (file) or **1.5–2.5 minutes live**"],"whyItMatters":"These packages bridge Apple’s platform APIs with open models, giving developers flexibility to choose engines for speech recognition and decision-making without vendor lock-in. For Apple developers, it means better multilingual support and structured decision tools without relying solely on Apple’s proprietary models.","category":{"slug":"agents","name":"Agents & Tools","url":"https://digestai.news/category/agents"},"entities":{"companies":["Hugging Face","Apple","NVIDIA","Alibaba","Cloudflare","Moondream"],"models":["Parakeet TDT 0.6B v3","Parakeet Ultra","Parakeet Unified","Qwen3-ASR","Sortformer v2","Sortformer v2.1"],"people":[]},"firstPublishedAt":"2026-10-29T00:00:00Z","updatedAt":"2026-10-29T00:00:00Z","sourceCount":1,"hasPrimarySource":true,"sources":[{"outlet":"Hugging Face","title":"Introducing AnySpeechRecognizer and AnyDecisionModel: Open Models for Speech and Decisions on Apple Platforms","url":"https://huggingface.co/blog/anydecisionmodel","publishedAt":"2026-10-29T00:00:00Z","type":"primary","primary":true,"lead":true}],"sourceNotes":null,"discussions":[],"thread":null,"cite":{"text":"Digest AI, \"Hugging Face releases AnySpeechRecognizer and AnyDecisionModel for Apple platforms\", 29 October 2026, https://digestai.news/story/hugging-face-releases-anyspeechrecognizer-and-anydecisionmodel-for-app","publisher":"Digest AI","title":"Hugging Face releases AnySpeechRecognizer and AnyDecisionModel for Apple platforms","datePublished":"2026-10-29T00:00:00Z","url":"https://digestai.news/story/hugging-face-releases-anyspeechrecognizer-and-anydecisionmodel-for-app"},"generatedBy":"Written by Digest AI's editorial model from the linked sources; the sources are the record.","license":"Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse"}