We must treat each agent as a first-class identity with a well-defined job; that means binding every agent to a unique identity and a human owner.
The problem isn’t that AI models are imperfect or not strong enough to do everything themselves. It’s hidden in the infrastructure.
The real transformation is software engineering evolving into a discipline where humans design systems, govern AI, assure quality and solve business problems.
The transformation of data centers into AI factories is central to what many are calling an industrial revolution of intelligence.
To prevent organizational paralysis, engineering leadership must move from informal, ad hoc AI usage to a formal agent governance framework.
AI is simply the delivery mechanism. Knowledge is the brain behind it.
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Physical AI can unlock work that was previously considered too complex or variable to automate.
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