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Production Reality Exposes the Gap Between AI Demos and Deployable Systems

As AI models move from showcase deployments into production-scale enterprise workflows, the failure modes surfacing — reliability regressions, security containment failures, and agentic consistency challenges — are proving qualitatively different from and harder to address than the capability limitations that defined earlier development phases.

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