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Why Data, Not Models, Determines AI Success

Why Data, Not Models, Determines AI Success

Strong models alone are not enough, and this article shows why data readiness, accessibility, and governance often determine whether AI succeeds in production.

Proving the ROI of Enterprise AI: From ESG Insights to Business Outcomes

Proving the ROI of Enterprise AI: From ESG Insights to Business Outcomes

Enterprise leaders are under pressure to show that AI investments deliver more than experimentation, and this piece explores how to connect initiatives to measurable business outcomes.

Where Should AI Workloads Run? Rethinking Workload Placement in a Hybrid AI World

Where Should AI Workloads Run? Rethinking Workload Placement in a Hybrid AI World

Because placement decisions affect cost, performance, and control, this piece examines how data gravity and latency shape where AI workloads should run.

Dell's Vrashank Jain on the Data Problem That Could Break Your AI

Dell's Vrashank Jain on the Data Problem That Could Break Your AI

In this eSpeaks conversation, Vrashank Jain explains why fragmented environments, pipeline complexity, and data bottlenecks continue to slow enterprise AI progress.

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Derek Ashmore

Derek Ashmore is Application Transformation Principal at Asperitas.

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Artificial Intelligence

Inside Claude-Flow: Using Multi-Agent AI to Modernize Legacy Applications Faster

Multi-agent AI orchestration frameworks like Claude-Flow help teams modernize legacy applications faster by automating analysis, planning, testing, and cutover.

Nov 19, 2025

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