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Things stay the same, until they don't. AI is a tool that talks. So it can evangelize itself, and now with "agency" it can even walk all around the company infra and become that 15-year-old who told dad that something could be done differently. When does that take off and start to make a difference?

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It already makes a difference for me. Instead of going through logfiles, i copy and paste them to claude and it does something and tells me the right answer.

In coding, tools i vibe code.

But the industry is still working on the agentic layer. I think we will see the first real bigger agentic layer setups this year and it will stteam roll a lot next year.

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