All Source Podcast

From Action Plan to Mission Impact: The Human Side of Mission Data

43 min · 7. touko 2026
jakson From Action Plan to Mission Impact: The Human Side of Mission Data kansikuva

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In this episode of INSA’s All Source Podcast series, From Action Plan to Mission Impact, hosts Chitra Sivanandam and Yevgeniy Sirotin sit down with Dr. Ian McCulloh to examine what it takes to transform raw mission data into operational advantage. Drawing on decades of experience across military operations, AI, and data science, Dr. McCulloh explores why data quality, integrity, and pragmatic mission application are essential to successful AI adoption. The conversation breaks down how leaders can better align technologists, domain expertise, and real-world mission needs to operationalize America’s AI Action Plan and turn data into a true strategic asset.

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jakson From Action Plan to Mission Impact: Testing for Trust kansikuva

From Action Plan to Mission Impact: Testing for Trust

In this episode of INSA's From Action Plan to Mission Impact: Key Takeaways from America's AI Action Plan podcast, hosts Chitra Sivanandam and Yevgeniy Sirotin sit down with Mark Munsell, former Chief AI Officer at NGA, to examine what it takes to build trust in AI systems before they are deployed in mission environments. Mr. Munsell discusses the challenges of testing, evaluating, and securing AI models as they become more autonomous and integrated into high-stakes operations. The conversation breaks down how agencies and industry can balance rapid AI adoption with responsible oversight, continuous monitoring, and risk management to ensure these systems remain reliable, mission-ready, and resilient against emerging threats.

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