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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%
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1# =============================================================================2#  Project   : localvm-research3#  File      : Makefile4#  Purpose   : Top-level tasks: setup, lint, test, bench, headers5#  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# =============================================================================1213PYTHON ?= python31415.PHONY: setup lint test bench headers manifest1617setup:18	$(PYTHON) -m venv .venv19	.venv/bin/pip install -e ".[dev,ml]"2021lint:22	.venv/bin/ruff check src tools benchmarks experiments23	.venv/bin/ruff format --check src tools benchmarks experiments2425test:26	.venv/bin/pytest -q2728headers:29	$(PYTHON) tools/check_headers.py3031manifest:32	$(PYTHON) benchmarks/hardware_manifest.py3334bench:35	@echo "benchmarks/harness.py not yet implemented (Phase 5)"; exit 136