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Why V compression is free and K precision is everything. Validated across 7 models (1.5B-104B), 3 weight quants, 3 GPU backends, 2 Apple Silicon generations. Independently confirmed by sztlink (RTX 4090), HyperionMS2040 (RTX 3090), and AMD HIP testing. Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>