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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      : pyproject.toml4#  Purpose   : Python project configuration (deps, ruff, pytest)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# =============================================================================1213[project]14name = "localvm"15version = "0.0.1"16description = "Research: out-of-core execution of large pretrained LLMs on consumer Apple Silicon"17authors = [{ name = "Simon-Pierre Boucher", email = "contact@spboucher.ai" }]18requires-python = ">=3.11"19dependencies = [20    "numpy",21]2223[project.optional-dependencies]24dev = ["ruff", "pytest"]25ml = ["mlx", "mlx-lm", "torch", "safetensors", "transformers"]2627[tool.setuptools.packages.find]28where = ["src"]2930[tool.ruff]31line-length = 10032target-version = "py311"3334[tool.ruff.lint]35select = ["E", "F", "W", "I", "UP", "B"]3637[tool.pytest.ini_options]38testpaths = ["src", "experiments"]39python_files = ["test_*.py"]40