Joe Magerramov's blog: The New Calculus of AI-based Coding

AI-assisted coding can achieve 10x productivity gains, but this requires a fundamental shift in how teams manage quality and risk—the probability of bugs must decrease by an order of magnitude or more to offset the increased commit velocity, as what was once an annual production issue can become a weekly occurrence at high throughput. Magerramov's team addresses this through human-reviewed commits, Rust's compile-time safety checks, and steering rules for AI agents, while recognizing that testing alone is insufficient and advocating for aerospace-level quality practices to maintain stability at significantly increased development speeds.

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