Tracing np.add, all the way down
Summary
A deep-dive into NumPy's internal implementation of np.add. The post traces the call path from Python to the SIMD-optimized inner loops, explaining the ufunc mechanism, dispatch, and code generation that yields performance. It also discusses the architectural history and incremental refactors aimed at thread safety and future scalability.