Maxwell code execution model rewrites binaries to speed up scripts
Verified speedups without code changes address the trust problem that usually blocks automated optimization, since the mathematical proof guarantees identical output. Data engineers and AI practitioners running pandas or ETL workloads on CPUs and GPUs can plug in Maxwell instead of manually tuning performance. It competes less with code-generation assistants and more with profilers and compilers, targeting runtime gains on existing scripts.
