Conceptual
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Amdahl's Law and Parallel Speedup

The principle that the maximum speedup from parallelizing a computation is limited by the fraction of work that remains inherently sequential: if a fraction s of the work is serial, speedup on N processors is bounded by 1/(s + (1-s)/N). It frames the trade-off between adding parallel resources and the diminishing returns imposed by serial sections and coordination overhead.