# Hugging Face releases AnySpeechRecognizer and AnyDecisionModel for on-device AI on Apple platforms

Canonical: https://theagenticweekly.com/news/hugging-face-anyspeechrecognizer-anydecisionmodel · Evidence: Reported · First seen: 2026-10-29 13:00 UTC · Source published: 2026-10-29 00:00 UTC · Brief published: 2026-10-29 13:02 UTC · Updated: 2026-10-29 13:02 UTC · Author: Agentic Weekly

> On October 29, 2026 Hugging Face announced two Swift packages for Apple platforms: AnySpeechRecognizer, which mirrors Apple's SpeechAnalyzer API but lets apps swap in NVIDIA Parakeet or Qwen3-ASR on Core ML, and AnyDecisionModel, which answers yes-or-no, multiple-choice and rating questions from model probabilities instead of generated text.

## What changed

- Hugging Face's October 29, 2026 blog post announces two Swift packages that extend its AnyLanguageModel approach to speech recognition and decisions, with familiar Swift APIs and a choice of model.
- AnySpeechRecognizer mirrors Apple's SpeechAnalyzer, SpeechTranscriber, DictationTranscriber, SpeechDetector and AssetInventory APIs, with Apple's Speech framework as the default engine; NVIDIA Parakeet and Qwen3-ASR can run locally on Core ML instead, and it adds speaker diarization.
- AnyDecisionModel answers yes-or-no, multiple-choice and rating-scale questions with typed results, a probability for each option and a confidence value, reading answers from model probabilities rather than generating text.
- AnyDecisionModel has six backends: MLX, MLX decision heads (such as Cloudflare's Clef), Core AI, llama.cpp, TypeSafe's hosted Jev, and Ollama (version 0.35.0 or later). Without package traits it has no third-party dependencies.
- Both packages require Swift 6.2 or later and macOS 26 or iOS 26 or later; the post says the Parakeet runtime and the MLX backend need Apple silicon. AnySpeechRecognizer also ships a command-line tool, hear, for transcribing local files.

## In the source's words

> "AnyDecisionModel answers yes-or-no, multiple-choice, and rating-scale questions with typed results and probabilities."
> (Hugging Face blog, October 29, 2026, https://huggingface.co/blog/anydecisionmodel)

> "Both packages can download open models from the Hugging Face Hub and run them on device."
> (Hugging Face blog, October 29, 2026, https://huggingface.co/blog/anydecisionmodel)

> "If your code uses that shared API, changing the import is enough."
> (Hugging Face blog, October 29, 2026, https://huggingface.co/blog/anydecisionmodel)

## Early verdict

Swift developers already using Apple's SpeechAnalyzer API can try an open on-device engine by changing one import; teams routing tickets or classifying text on device get probabilities instead of free-text answers. (Basis: Based only on the API description and requirements in Hugging Face's blog post; we have not run either package.)

## What we have not verified

- We did not install or run either package.
- We did not check the post's speech-recognition accuracy or speed figures, or its Emoji Magnet timing on an M4 Max.
- The post lists early version numbers (AnySpeechRecognizer from 0.1.0, AnyDecisionModel from 0.6.0); we did not check API stability or release notes on GitHub.

## Timeline

- Source published: 2026-10-29 00:00 UTC
- First seen by our watcher: 2026-10-29 13:00 UTC (via Hugging Face blog)
- Brief published: 2026-10-29 13:02 UTC

## Sources

- [Hugging Face blog: Introducing AnySpeechRecognizer and AnyDecisionModel](https://huggingface.co/blog/anydecisionmodel) (primary source) (fetched 2026-10-29)

## Related

- [Hugging Face: verdict and setup guide](https://theagenticweekly.com/tools/hugging-face)
- [Ollama: verdict and setup guide](https://theagenticweekly.com/tools/ollama)
- [llama.cpp: verdict and setup guide](https://theagenticweekly.com/tools/llama-cpp)
- [Alternatives to Hugging Face](https://theagenticweekly.com/alternatives/hugging-face)
- [All news briefs](https://theagenticweekly.com/news)
- [This week's releases](https://theagenticweekly.com/this-week)
- [New AI models this week](https://theagenticweekly.com/models/this-week)

## How to cite

Agentic Weekly, "Hugging Face releases AnySpeechRecognizer and AnyDecisionModel for on-device AI on Apple platforms", published 2026-10-29 13:02 UTC, https://theagenticweekly.com/news/hugging-face-anyspeechrecognizer-anydecisionmodel