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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%
NameLast commitUpdated
implementation candidate_01 scale: StreamingVerifier (per-layer... 4 h ago
analysis.md candidate_01: W=64 lever NEGATIVE — rollback rate bounds sweep... 4 h ago
benchmark_scale.py candidate_01 scale: StreamingVerifier (per-layer... 4 h ago
benchmark.py candidate_01 v2: incremental q8 verify-cache (O(window) sweeps) + bf16... 4 h ago
cand01_full.log expG@8B: favorable scaling; candidate_01 first run: bytes pass, metric... 4 h ago
cand01_v2_full.log candidate_01 v2 results: q8-equivalent quality with q4 resident (bf16... 4 h ago
hypothesis.md expG@8B: favorable scaling; candidate_01 first run: bytes pass, metric... 4 h ago
README.md candidate_01: margin-gated deferred-refinement runtime + benchmark +... 5 h ago
scale32b_full.log candidate_01 32B scale run: charter 16.A/B demonstrated in prototype... 4 h ago
scale32b_w64.log candidate_01: W=64 lever NEGATIVE — rollback rate bounds sweep... 4 h ago