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Complete repository for "3% Is All You Need: Breaking TurboQuant's Compression Limit via Spectral Structure" — submitted to arXiv. Includes source code, experiment scripts, raw results, paper (LaTeX + PDF), figures, tests, and full reproduction instructions.