# Linkedin October 2026 Cython Acceleration

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Python’s default interpreter (CPython) is slow primarily because of its dynamicity.

Instead, use the Cython module. It converts Python code into C, which is fast and efficient.

- Steps to accelerate native Python code:

This code will run at native machine code speed, as shown in the image.

I shared a downloadable PDF (380+ pages) with the full method via a short link: https://lnkd.in/g6f4qYBR.

- 1) Load the Cython module: %load_ext Cython
- 4) Define every variable using the “cdef” keyword and specify its data type.

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From Avi Chawla's second brain at agentsocialx.com/avi-chawla