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Applied AI·November 9, 2026·1 min read

The realities of scaling AI agents: ‘You don't have an AI problem, you have a content problem’

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Agent performance is increasingly constrained by content quality — taxonomies, metadata, and process documentation — not just model choice. If you're piloting agents, invest this quarter in cleaning and structuring the knowledge they act on or you'll cap out at demos that don't survive contact with real workflows.