The effort curve is exponential. Mypyc (2.4-14x) costs type annotations. PyPy/GraalPy (6-66x) costs a binary swap. Numba (56-135x) costs a decorator and data restructuring. JAX (12-1,633x) costs rewriting your code functionally. Cython (99-124x) costs days and C knowledge. Rust (113-154x) costs learning a new language.
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Latching onto a single metaphor and beating it into the ground across the entire thing. A human writer would introduce a metaphor, use it then move on. AI will repeat the same metaphor 5-10 times.