July 8, 2026/4 minRunning LLM Evals On-Device With MLX: Zero-Cost Batch Judging on a MacYes — a quantized 3-8B judge running on MLX on Apple Silicon handles objective eval batches at effectively zero marginal cost.Read→#llm-evals#mlx#apple-silicon