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Staff engineers shift from solving problems to shaping systemsJunior engineers are skipping straight to architect-level thinkingYou didn’t create more bugs, you just found them fasterYour AI roadmap is already out of dateHow to redesign a broken delivery flowAI code is correct and still costs you moreYour incident response wasn’t built for AIStaff+ engineers must rebuild team cultureWhat 15 million Gemini conversations tell us about AI at workThe tokenmaxxing hype didn’t last long