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Applied AI·August 5, 2026·1 min read

A debate is brewing over the risks and rewards of serving ads to AI agents

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Ads targeted at AI agents—not humans—turn recommendation pipelines into a new influence surface and reopen questions about incentives in agent architectures. If you’re building agents, you need an explicit stance on whether they can see or act on paid content, and how that’s disclosed to end users.

Applied AI

How Pringles maker Kellanova is using AI and a partnership with Siemens to improve production of the chip in Europe, including making digital twins of its dough

Food manufacturing is moving from heuristics to fully modeled processes — a digital twin of Pringles dough means every batch becomes data for optimization, not just QC. If you run multi-plant CPG operations, your competitive edge is shifting toward who can instrument and simulate their line end to end with partners like Siemens, not who negotiates the cheapest inputs.