By Andre Lessa, August 2026

Most companies think they’re doing AI transformation. Most are actually just handing out chatbot licenses.

The lens I’ve been using to think about the difference is the accountable workplace: AI agents connected to the systems where work already happens, reporting to named human supervisors, and held to real standards of ownership, review, and accountability.

That can sound abstract, so I wrote a short story from one possible version of that future. The formal blueprint version is linked at the end.

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