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%
JavaScript 23.5%
CSS 11.8%
Shell 0.9%
Makefile 0.5%
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expA+expB: NEGATIVE results — no pageable/cacheable dynamic sparsity on dense SwiGLU
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expA kill: 77% of 64-neuron blocks for 95% energy; expB kill: 99.9% union at 128 tokens, Jaccard ~ random null. Fine-grained escalation routes all closed; evidence selects C1->C2 merge (batch-amortized margin-gated refinement). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>