AI model acceleration

Discover how Maxwell quietly rewrites binaries to make AI models faster

Most runtime optimizers rely on fixed compiler heuristics, but Maxwell takes a different approach. It's an AI model that rewrites binaries on the fly, speeding up programs without touching source code. The real surprise is the use of formal verification to prove each optimized binary still behaves correctly. That's the kind of rigor that makes this feel trustworthy, not reckless. For a deeper look at how technical choices shape outcomes, our piece on understanding technical roots to prevent AI safety failures explores similar themes.