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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%

# project: localvm-research document: expF_error_accumulation/README author: Simon-Pierre Boucher contact: contact@spboucher.ai created: 2026-08-11 status: draft

# expF_error_accumulation

Error accumulation: which layers tolerate, amplify, or recover from controlled approximation

Status: scaffolded 2026-08-11, not yet run.