spb/localvm-research
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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%
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Wed, Aug 12, 2026 2
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expG@8B: favorable scaling; candidate_01 first run: bytes pass, metric insight
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8B: esc@99% falls to 22.6% at 4-bit. Candidate: 154-231 MB/token logical (9-14x under checkpoint); verify-all at hardware ceiling (q8 self- agreement 1.56%/token prefill/decode flips); margin-mode seq-fidelity fails as registered -> quality-level metrics now mandatory. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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expG: full results — margin gating promoted (AUROC 0.85-0.98), affine 2-bit base dead
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48 trajectories x 4 bit-widths on Qwen3-1.7B; esc@99%: 60/37/5% at 3/4/8-bit; ParetoQ cliff confirmed at naive 2-bit (3% agreement). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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Tue, Aug 11, 2026 1
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Bootstrap: charter-compliant skeleton, header enforcement, hardware manifest, experiment scaffolds
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- Repository layout per CLAUDE.md §3 - tools/check_headers.py enforcing §0.1 (58 files pass) - tools/new_experiment.py scaffolding with seven-field hypothesis block (§10) - benchmarks/hardware_manifest.py: macOS-native fingerprint (M5 Max / 48GB verified) - Eight micro-experiment scaffolds (§9, exp A–H) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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