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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candidate_01: margin-gated deferred-refinement runtime + benchmark + hypothesis
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q4 resident base generates with margin recording; low-margin tokens deferred; windowed q8 sweeps verify (margin mode) or verify-all (QSpec-style exact); rollback via KV trim. Baselines: pure q4/q8. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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Web platform: research showcase (English, light theme) in web/
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Express app serving the full paper trail from a content snapshot: home (stat tiles + expH SSD chart, validated palette), research docs, experiments with hypotheses/analyses, raw results, code browser, about. sync-content.sh snapshots the repo + build-info.json. 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>