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Notes on transformation that has to work: change capacity, metric definitions, AI pilots with a baseline, platform tests on your own data and resistance as information.

Agent factories will not stay in IT

Software teams already work in a loop where agents prepare and people approve. Procurement and customer service are next. The first to benefit will have a written process.

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