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ai agents are writing production code at scale. at some enterprises more than others. that asymmetry is becoming permanent.

the next few years will separate companies that integrated agents into their software organizations from those that didn't. release cycles will compress from quarters to weeks. the ratio of engineers to shipped product will invert. cost structures built over twenty years will look obsolete in eighteen months.

this isn't a tooling decision. it's an operating model one. how engineering, security, compliance, and legal function together when most of your code is written by a machine. how review scales at agent speed. how risk gets owned when no one typed the line.

the enterprises that figure this out first will compete against the ones that didn't with the same kind of advantage software companies once had over the businesses they replaced. the window to be in the first group is closing.

that's where we spend our time.

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