hr98w/jev-visual
An educational Jev-like visual inference experiment on Apple Silicon: shared context, direct candidate scoring, and local visual demos.
From the publisher
README & documentation
Source previewRead the project’s overview, installation instructions and usage examples. The original README is the source of truth.
English · 简体中文 A small, runnable project for learning vision-language model inference on Apple Silicon. Use Qwen3.5-0.8B with MLX to answer multiple questions about one image: choose an option, judge yes/no, or score ordered levels. Includes a local browser UI, CLI and HTTP API. Breakout exposes the limits of Qwen3.5-0.8B-4bit in our non-thinking, direct-scoring setup. Asking it to follow the ball or choose Left/Right was unreliable: repeated choices could pin the paddle against an edge. The working approach simplifies the task: This reduces game control to visual classification, without a hidden ball tracker or solver. In a separate recorded test, 80 decisions produced 9 bricks cleared and 6 returns, with 2 lives remaining; the test stopped before completion. It is a simplified demo, not evidence of general game-playing ability. These trials do not isolate the effect of 4-bit quantization. Implementation and observations. Open /demo/ on the local server to try…
Read the full README ↗ · Preview checked 2026-09-22T12:35:18.540Z
Inside the original README — Document outline
- Jev Visual
- Visual game demos
- How Breakout is simplified
- Inference overview
- Run locally
- Learn the inference path
- Compare and verify
- Star History
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What this repository does
An educational Jev-like visual inference experiment on Apple Silicon: shared context, direct candidate scoring, and local visual demos.
Repository facts
- Owner
- hr98w
- Primary language
- Python
- Stars
- 233
- Forks
- 25
- Open issues + pull requests
- 0
- License
- MIT
- Archived
- No
- Default branch
- main
- Created
- 2026-09-17T17:45:56.000Z
- Last push
- 2026-09-21T11:43:54.000Z
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