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turboquant_plus/docs
7fa354b7e8 docs: Mario PDF test confirms decode scaling — 0.66x q8_0 at 48K context
Real-world test with 70-page PDF (48K tokens):
- Prefill: 0.99x (parity)
- Decode: 0.66x (34% slower)
- KV cache: 280 vs 680 MiB (2.4x savings)

Decode ratio degrades ~4% per doubling:
  12 tok: 0.88x → 8K: 0.76x → 48K: 0.66x

Root cause: centroid LUT constant cache thrashing (verified).
Experiment branch is net negative — main branch is optimal.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: tturney@psyguard.ai
2026-03-25 22:08:23 -05:00
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