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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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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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>
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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>