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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.

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1# =============================================================================2#  Project   : localvm-research3#  File      : src/localvm/backends/cuda_optional/__init__.py4#  Purpose   : Isolated optional CUDA validation path (never a core dependency)5#  Author    : Simon-Pierre Boucher6#  Contact   : contact@spboucher.ai7#  Created   : 2026-08-118#  Modified  : 2026-08-119#  Platform  : macOS / Apple Silicon (arm64)10#  License   : All rights reserved (research code)11# =============================================================================12"""Isolated optional CUDA validation path (never a core dependency)."""13