# hr98w/jev-visual

> An educational project for running vision-language model inference on Apple Silicon via MLX: answers multiple questions about one image by choosing options or scoring levels, without autoregressive generation.

- Magnitude: 0.0 out of 10 — Steady
- Stars: 304 total · +0 stars on 2026-10-04 (UTC), ≈ 0 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: MIT · Created: 2026-09-17 · Last push: 2026-09-21
- GitHub: https://github.com/hr98w/jev-visual · Page: https://gitnova.dev/en/r/hr98w/jev-visual

## Useful for

- Run the local server and classify an image by answer options in the browser
- Compare independent vs shared-prefix candidate scoring speed with the benchmark
- Study the prefill, KV-cache reuse and logit scoring stages in the code

## Why it’s here

- The repository is 17 days old and already has 304 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: 27
- Issues and pull requests: 1
- Watchers: 0
- Average over the last week: 2 per day
- Usual pace: 15 per day

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

2026-10-05 … 2026-11-03: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 14 days

09-21 3.6, 09-22 3.4, 09-23 2.5, 09-24 2.4, 09-25 1.7, 09-26 1.1, 09-27 0.9, 09-28 1.1, 09-29 1.1, 09-30 1.2, 10-01 1.0, 10-02 0.9, 10-03 1.0, 10-04 0.0

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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 2026-10-04 00:26 UTC, updated every 30 minutes.