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Understand the reference implementation of Python. Read CPython source code, trace function calls through the eval loop, understand the GIL, implement C extensions, and explore memory management.
CPython internals tutorial
CPython Internals looks at objects, the GIL, and C extensions so Python performance talks gain teeth.