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AI shifted from chat answers into connected task surfaces with tighter context, cost, and controls

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The week's common thread is operationalization: memory stays current, context gets compacted, tasks move through connected apps, and voice, media, batch, browser, desktop, and WebSocket paths become normal surfaces. The operator move is to treat model choice as plumbing, then wire agents around context freshness, app permissions, request-level cost, and injection controls.

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