Canonical Funnel Economy
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Dec 25, 2025
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in Articles
• 3 min read
As AI systems enter late 2025, a clear structural requirement has emerged across real-world deployments. AI systems are no longer isolated models running in controlled environments. They operate as distributed agents across platforms, organizations, ...