- bench.py now generates every README table row (ANSI CI, pip/tqdm, pytest,
pretty JSON added) and refuses to print chars/4 estimates — reproduced
numbers can no longer silently diverge from the claims
- eval.py: the receipt ratios can't give — 8 seeded failure logs with
planted root causes and red herrings, asked raw vs compressed, graded by
deterministic keyword check. First run (haiku 4.5): raw 6/8, compressed
8/8 at 3.1x fewer tokens; both raw misses were lost-in-the-middle
- README: eval section, related-work section (rtk, Headroom, Drain3,
LLMLingua-2, arXiv 2604.13066), prompt-cache claim sharpened to the
rebuilt-prompt scenario, agent-harness integration (--run, --hook),
re-measured receipts table
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>