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Routing every enterprise request to the largest available model is becoming economically irrational. The next inference stack looks more like a network control plane than a.
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Agent demos hide the failures that matter most: silent state corruption, error propagation, context exhaustion, and weak observability. Production readiness requires structural.
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Per-seat SaaS pricing made sense when humans were the unit of software consumption. Agentic AI breaks that assumption by concentrating work into fewer seats and more automated.
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Enterprise agents should not jump directly from reasoning to state change. The missing layer is governed autonomy: risk tiers, confidence gates, dry runs, and machine-readable.
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The headline number says enterprise AI agents are about to be embedded everywhere. The operational data says most companies are still nowhere near production readiness.
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Agentic resource exhaustion turns reasoning mistakes into invoice events. The serious risk is not that an agent fails once, but that it keeps failing expensively.
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