Workproduct-first AI is the practical path to deployed surrogates
Teams do not need another prompt surface. They need named artifacts, review paths, and operating cadence.
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Field notes from the surrogate economy.
Updates on workproduct-first AI, enterprise deployments, and the operational future of specialist work.Latest
Notes, guides, and deployment essays
Why every useful surrogate needs an SME tutor
Specialist review is how the surrogate learns the operating judgment behind the output.
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