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Running LLMs larger than memory on a consumer Mac — falsification-driven research: margin-gated deferred refinement, out-of-core verification on Apple Silicon. TR-01 published.

Python 63.2% JavaScript 23.5% CSS 11.8% Shell 0.9% Makefile 0.5%
717 B · 13 lines text
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1loading reference mlx-community/Qwen3-1.7B-bf16 …2
Fetching 9 files:   0%|          | 0/9 [00:00<?, ?it/s]
Fetching 9 files: 100%|██████████| 9/9 [00:00<00:00, 6401.35it/s]348 reference trajectories in 49s4building ladder A_base3 [3, 3, 3] …5  stage 0 (4.0 bits): agree=0.7321 KL=0.7781 auroc=0.8506  stage 1 (8.0 bits): agree=0.9569 KL=0.0240 auroc=0.9527  stage 2 (12.0 bits): agree=0.9827 KL=0.0023 auroc=0.9808building ladder B_base4 [4, 4] …9  stage 0 (5.0 bits): agree=0.8753 KL=0.1982 auroc=0.89510  stage 1 (10.0 bits): agree=0.9842 KL=0.0031 auroc=0.9761112wrote /Users/simon-pierreboucher/Desktop/localvm-research/results/expD_progressive_reconstruction/20260812T043508Z/results.json13