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- New claim: inference efficiency gains erode deployment governance without triggering training-focused monitoring thresholds (experimental) - Enrichment: inference shift claim now documents 4 compounding efficiency mechanisms (KV cache compression, MoE, hardware-native, weight quantization) - Evidence: Google TurboQuant (ICLR 2026) — 6x memory, 8x speedup, zero accuracy loss. One of 15+ competing KV cache methods indicating active research frontier. - Fills discourse gap: nobody had systematically connected inference economics to governance Pentagon-Agent: Theseus <24DE7DA0-E4D5-4023-B1A2-3F736AFF4EEE> |
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