# mizorewww/laya-mlx

> Native MLX runtime for Laya typed decision models: returns probabilities for choices, scores or truth values without text generation, running locally on Apple Silicon.

- Magnitude: 0.6 out of 10 — Steady
- Stars: 7,062 total · +0 stars measured 2026-11-04, 00:28–09:16 UTC, ≈ 1 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-19 · Last push: 2026-10-29
- GitHub: https://github.com/mizorewww/laya-mlx · Homepage: https://pypi.org/project/laya-mlx/ · Page: https://gitnova.dev/en/r/mizorewww/laya-mlx

## Useful for

- Run local routing of support tickets to departments without cloud APIs
- Score a statement against a rubric using the score type and get an expected value
- Run the offline laya-snake demo on Apple Silicon to check inference latency

## Why it’s here

- Star-counter measurements on 2026-11-04 (UTC), 00:28–09:16: 7062 → 7062 stars (+0). This is the change over that interval.
- Estimated end-of-day forecast: about +1 stars, using observed gains and the previous day.
- The repository is 46 days old and already has 7,062 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 573
- Issues and pull requests: 27
- Watchers: 22
- Average over the last week: 5 per day
- Usual pace: 26 per day
- Stars in the last hour (measured): 0
- Latest release: v0.6.0 (2026-10-29)

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-06 … 2026-11-04: 15, 30, 19, 20, 9, 14, 21, 21, 18, 14, 8, 4, 15, 17, 10, 8, 9, 13, 5, 6, 4, 2, 6, 5, 8, 6, 7, 3, 3, 0

## Magnitude by day, last 14 days

10-22 1.3, 10-23 1.3, 10-24 1.4, 10-25 1.0, 10-26 1.0, 10-27 1.0, 10-28 1.0, 10-29 1.0, 10-30 1.3, 10-31 1.4, 11-01 1.2, 11-02 1.4, 11-03 0.9, 11-04 0.8

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   Open-source non-autoregressive System 1 decision engine for typed decisions: returns typed answers (choice, score, noul) in a single forward pass across 100+ languages without generating text. Suited for classification, routing and…
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2. **NandhaKishorM/laya** — 2.6 · Steady · AI agents · Python · +16 stars measured 2026-11-04, 00:21–09:07 UTC, ≈ 52 by evening
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4. **spinfinc/spinf-serve** — 0.4 · Steady · Language models · Python · +0 stars measured 2026-11-04, 00:28–09:17 UTC, ≈ 0 by evening
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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-11-04 09:19 UTC, updated every 30 minutes.