spb/localvm-research Public License
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%
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CSS 11.8%
Shell 0.9%
Makefile 0.5%
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expG: decision-stability benchmark + hypothesis + cross-domain eval prompts
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Gate-Zero measurement: reference greedy trajectories (Qwen3-1.7B bf16), teacher-forced 2/3/4/8-bit MLX variants, joint margin×agreement matrix, AUROC, escalation curves. Kill: AUROC<0.65 or >50% escalation at 99%. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>