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This could not be further from the truth.
(To be clear, the optional portions in which I implement SSA, various optimizations, a Hack-style allocator and some ad-hoc codegen is much less readable.)
The best way to learn the details is of course to read the original papers. This is especially true for following along with the latest developments in deep learning.
[1] https://www.ethz.ch/content/vp/en/lectures/d-infk/2017/autum...