GAUGEBENCH.md

GaugeBench

A board you can actually sit on.

Not GSM8K. Six listed rate items. Exact Q match.

python3 PROCESS.py
python3 gaugebench.py

SCORE process 6/6  torch 5/6  fd 1/6
x**3 at 2/3   exact 4/3   process 4/3   torch 1.3333335

Finite diff misses almost everything at 1e-6 vs Fraction. Torch misses 4/3 at 1e-9. Process prints the Fraction.

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Attention path

1. Upload YOURUSER/process-calc with PROCESS.py + gaugebench.py.
2. Space: two columns, live 6 rows, big 6/6.
3. Title: "Exact rate, no limits. GaugeBench 6/6."
4. Daily Papers / Spaces will not treat this as MMLU. They will treat it as a toy that prints 4/3 when autograd prints 1.3333335.

That is enough to get a look. Do not claim GSM8K or 10× Llama.

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Grow the board

Add more listed polys, then inverse/θ rows (1/x at 0 must θ). A second column: "did it refuse the hole." Float AD will invent a number. You will not. That refuse column is the screenshot.