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    I was getting off-by-.01 errors off and on even after increasing granularity to 1e-3 and rounding to 1e-2.

    Perhaps you should allow values on either side of a local minimum.

    Either that, or specify exactly what should happen when approaching a minimum. That's a can of worms that's not worth it, I think.