Laya-CoreML
Laya-CoreML is an independent Python and CLI package for running Laya typed-decision models with Apple Core ML. It supports local inference on Apple Silicon and can use downloadable model bundles, including Neural Engine variants.
What it does
Developers can use it to run local choice, ordinal-score, and boolean decisions, or route requests among Core ML model bundles.
- Availability
- Install from PyPI; model bundles available on Hugging Face
- Pricing model
- Apache-2.0
- Deployment
- Local inference on Apple Silicon; download once, then run offline
- Privacy
- Subsequent predictions stay local
- Licence
- Apache-2.0
Capability
Modality
Access
Deployment
Pricing
Target user
Evidence
6 claims- Version 0.4.0 is available as the laya-coreml Python package on PyPI.
- The runtime supports batch and long-text prediction, hooks, structured decisions, calibration, HTTP/MCP, evaluation, and Router behavior. [1]
prediction, hooks, structured decisions, calibration, HTTP/MCP, evaluation and Router behavior now
GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights. - After downloading a model, users can run inference offline on Apple Silicon. [1]
- The runtime returns probabilities for choice, ordinal-score, and boolean questions without autoregressive decoding. [1]
Laya returns probabilities for **choice**, ordinal **score**, and boolean **noul**
GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights. - Subsequent predictions stay local. [1]
models download before initialization; subsequent predictions stay local.
GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights. - The project is an independent port and is not an official Convai Innovations or Apple release. [1]
Not an official Convai Innovations or Apple release.
GitHub new repositories. Quoted text is outside CC BY 4.0 and keeps its original rights.
Sources
1
1
GitHub new repositoriesOwner-controlled
https://github.com/mizorewww/laya-coreml
Retrieved 2026-10-27 01:06 UTC
Verified
Versions
5| Version | Effective | Change | Changed fields | State |
|---|---|---|---|---|
| 5 | 2026-10-20 13:45 UTC | evidence update | score | Current |
| 4 | 2026-10-10 22:37 UTC | material change | capability, access, pricing, availability, deployment, privacy | Current |
| 3 | 2026-10-02 06:52 UTC | material change | access, availability, deployment, privacy | Current |
| 2 | 2026-09-25 13:08 UTC | material change | access, pricing, availability, pricing model, deployment, privacy | Current |
| 1 | 2026-09-24 13:41 UTC | publication | None | Current |
In briefs
1- New models and tools focus on typed decisions and long-context tasks Weekly brief 2026-W39
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.