3Ps: Policy, Product, Pragmatism: You Only Know What You Know episode artwork

EPISODE · Apr 30, 2025 · 47 MIN

3Ps: Policy, Product, Pragmatism: You Only Know What You Know

from Humanitarian Frontiers · host Chris Hoffman and Nasim Motalebi

What happens when the worlds of policy, product development, and pragmatic decision-making collide in the race to create responsible AI? In this episode of Humanitarian Frontiers in AI, we are joined by a panel of experts, Sabrina Shih, Hadassah Drukarch, Gayatri Jayal, and Jigyasa Grover, for an in-depth discussion of responsible AI development in humanitarian contexts. Together, they unpack the realities of applying AI technologies in crisis-affected settings and grapple with issues around trust, speed, cultural adaptation, and ethical responsibility. They unpack how “human-in-the-loop” models must adapt depending on the context, how affected populations should be involved in AI design, and how to navigate scaling technologies quickly versus building them responsibly. They also explore the challenges of building context-specific tools, the evolving definitions of responsible AI, and how humanitarian organizations can stay rooted in people and processes, not just technology. Join us to discover insights into the crucial role of people and AI design in reshaping humanitarian work. Tune in now!Key Points From This Episode:Introduction to today’s guests and their perspectives on the role of AI in humanitarianism.Learn about the risks and opportunities of using AI for decision-making in humanitarian work.Why AI is a “double-edged sword” and how organizations can set effective guardrails.What “human-in-the-loop” means and why it depends on autonomy, context, and design.Explore the role of affected populations in AI development, lifecycle, and implementation.Challenges of balancing speed, cost, and responsible AI deployment in humanitarian work.Unpack the colonial undercurrents of AI development and the power imbalances it causes.How to identify the needs of an affected population and the potential AI-based solutions. Measuring the cost and return of humanitarian AI solutions versus private-sector models.Hear about the future of AI, how it will enable experts, and best practices for developing AI.Links Mentioned in Today’s Episode:Sabrina Shih on LinkedInHadassah Drukarch on LinkedInResponsible AI InstituteGayatri Jayal on LinkedInDimagiJigyasa GroverJigyasa Grover on LinkedInNasim Motalebi Nasim Motalebi on LinkedIn Chris Hoffman on LinkedIn

What happens when the worlds of policy, product development, and pragmatic decision-making collide in the race to create responsible AI? In this episode of Humanitarian Frontiers in AI, we are joined by a panel of experts, Sabrina Shih, Hadassah Drukarch, Gayatri Jayal, and Jigyasa Grover, for an in-depth discussion of responsible AI development in humanitarian contexts. Together, they unpack the realities of applying AI technologies in crisis-affected settings and grapple with issues around ...

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3Ps: Policy, Product, Pragmatism: You Only Know What You Know

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The Victor Marx Podcast Victor Marx Welcome to the Victor Marx Podcast with humanitarian, speaker, renowned martial arts expert, and child/youth advocate Victor Marx. Known as high-risk missionaries because of their work in sensitive areas, Victor and Eileen serve veterans and military personnel, women and children in the Middle East who have encountered debilitating trauma, and promote healthy, Christ-filled marriages and families. This is the podcast that tackles hard truths, stories of redemption and the latest from the frontlines. Check out VictorMarx.com for more ways to stay connected, hear incredible stories and follow Victor and Eileen's ventures. Hosted on Acast. See acast.com/privacy for more information. The David Burnell Podcast Life, leadership, and truth forged in real experience. Reflections on service, leadership, faith, and the lessons forged through a life spent in war zones, rescue missions, and humanitarian work. davidburnell.substack.com The Wall Ronald W. Chapman II and Sean Weiss The Wall protects our republic by safeguarding our democratic processes, civil liberties, and national security through laws and institutions. Its role in protecting the republic involves balancing security concerns with humanitarian and legal considerations.With over 50 years of legal and government experience combined, Ron Chapman and Sean M. Weiss pull back the curtain on the US government, the U.S. Judicial System, and some of the most influential trials in history that continue to shape our nation today.Join every week for unfiltered conversations, in-depth analysis, and commentary from some of America’s boldest thought leaders.Be sure to follow the podcast on your favorite platform so you never miss a new episode. Renew Milton Sermons Renew Milton Renew Church is a multisite church – with campuses across the GTA – that is committed to helping people find new faith, new focus, and new frontiers. Renew Milton meets Sunday mornings at the Cineplex Cinemas in Milton, Ontario.

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This episode was published on April 30, 2025.

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What happens when the worlds of policy, product development, and pragmatic decision-making collide in the race to create responsible AI? In this episode of Humanitarian Frontiers in AI, we are joined by a panel of experts, Sabrina Shih, Hadassah...

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