Educational MLX/Qwen vision-language experiment sharing image context across candidate-scoring questions; its probabilities are not calibrated correctness estimates.
Read Chinese translation
面向教学的 MLX / Qwen 视觉语言实验，在候选评分问题间共享图像上下文；输出概率不是经过校准的正确率估计。
These projects explore Jev-like interfaces or open implementations. They are independent efforts, not official TypeSafe releases or verified reproductions of its proprietary architecture, RLCD training, or calibration.
Directory and research sources
Provenance is retained from the previous edition. This edition did not install or re-audit the project.
cobanov/awesome-jev →Pinned source evidence: README.md →Pinned source evidence: scoring.py →