A deep technical guide on choosing between double, BigDecimal, and fixed-point arithmetic in Java. Covers IEEE 754 internals, NaN and -0.0 edge cases, compensated summation algorithms (Kahan, Neumaier, pairwise), BigDecimal pitfalls (immutability trap, equals vs compareTo, construction from double), fast double rounding techniques, and fixed-point arithmetic using long. Also surveys libraries (JavaMoney/Moneta, Joda-Money, decimal4j, Apache Commons Numbers) and addresses production concerns: JSON serialization precision loss, testing strategies, thread safety (volatile, DoubleAdder), parallel stream non-determinism, and Project Valhalla's potential impact on numeric type performance.
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