Mircosoft’s Ruth Yakubu joins Jon Krohn to discuss Responsible AI principles and the open-source Responsible AI Toolbox, allowing users to assess their models for fairness, inclusiveness, privacy, explainability, accountability, and reliability before deployment.

Additional materials: www.superdatascience.com/686

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The Super Data Science Podcast: Machine Learning | AI | Success

686: Open-Source "Responsible A.I." Tools, with Ruth Yakubu

AI2030 pushes responsible and ethical use of AI.   How?  Founder Xiaochen Zhang chats with Techstination's Fred Fishkin about the dangers, benefits and challenges.

Techstination Interview:  AI2030 pushes responsible and ethical use of AI

AI2030 promotes responsible and ethical use of AI.  Today's Techstination.

AI2030 promotes responsible and ethical use of AI

Middle East AI News Minute - an artificial intelligence news roundup - brought to you by OnDemand - Turbocharged AI Product Development and Integration. In this podcast: G42 and Microsoft to open new AI centres in Abu Dhabi; Novation City an NVIDIA open new innovation hub; Dates hackathon in Medina attracts 233 teams.


Visit Middle East AI News for more news, podcasts and weekly shows:
https://www.middleeastainews.com

#MiddleEastAINews

G42 and Microsoft to open new AI centres in Abu Dhabi

The two tech-for-good experts talk to Tim West about their initiative for women leading the development of ethical AI, the importance of empathy to advance AI for the good of humanity, and why women shouldn’t be expected to work for free.

Good Leaders Podcast Episode 17: Julia Stamm and Olivia Gambelin, the women driving AI for good

Middle East AI News Minute - an artificial intelligence news roundup - brought to you by OnDemand - Turbocharged AI Product Development and Integration. In this podcast: UAE sets foreign policy for AI; Dubai-based Damac Group to invest $1 billion in Thailand data centres.

Visit Middle East AI News for more news, podcasts and weekly shows:
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UAE sets foreign policy for AI

We welcome Karla Childers to AI Uncovered. Karla is a long-standing leader in bioethics and data transparency in the pharmaceutical industry. As part of the Office of the Chief Medical Officer at Johnson & Johnson, she brings deep expertise in navigating the ethical implications of emerging technologies, especially artificial intelligence, in medicine and drug development.

In this episode, Tim and Karla explore the intersection of AI, bioethics and patient-centered development. They discuss how existing ethical frameworks are being challenged by the rise of generative AI and why maintaining human oversight is critical—especially in high-context areas like clinical trial design, consent and medical communications. Karla also shares her views on the future of data privacy, the complexity of patient agency and how to avoid losing trust in the race for efficiency.

Karla is a strong advocate for using innovation responsibly. From her work with internal bioethics committees to her perspective on evolving regulatory expectations, she offers bold insights into how the industry can modernize without compromising ethics or equity.

Karla Childers - Ethical Guardrails for AI in Pharma

We explore the concept of "cognitive debt", which describes the hidden costs associated with over-relying on AI tools like ChatGPT for mental tasks. It argues that while AI offers immediate convenience, it can lead to long-term diminishment of human cognitive abilities such as memory, creativity, and critical thinking, much like technical debt in software development. The text highlights how excessive AI use can result in homogenized ideas and a decline in individual and team accountability, as users may outsource their judgment and understanding. Ultimately, it advocates for a balanced, human-centered approach to AI, encouraging its use as an augmentation tool rather than a replacement for human intellect to prevent these negative cognitive impacts.

Beware Cognitive Debt: When AI Assistance Becomes Cognitive Dependence

We explore explore several facets of modern software development, particularly the rise of AI-powered coding tools and low-code/no-code platforms. They discuss how these innovations offer rapid development and increased productivity, with tools like GitHub Copilot and Google's Gemini CLI enabling faster code generation and task management. However, a significant theme is the concern over technical debt, as AI-generated code can lead to inconsistencies, duplication, and potential security vulnerabilities if not properly managed through human oversight and rigorous code reviews. Concurrently, the sources touch upon the aging of legacy programming languages such as Visual Basic and PowerBuilder, highlighting the ongoing need for migration and modernization in the software industry.

12 AI IDEs, 5 Policy Tests, 1 Guide for CTOs

Fresh out of the studio, Sabastian Niles, President and Chief Legal Officer at Salesforce Global, joins us to explore how trust and responsibility shape the future of enterprise AI. He shares his journey from being a high-tech corporate lawyer and trusted advisor to leading AI governance at a company whose number one value is trust, reflecting on the evolution from automation to agentic AI that can reason, plan, and execute tasks alongside humans. Sabastian explains how Agentforce 3.0 enables agent-to-agent interactions and human-AI collaboration through command centers and robust guardrails. He highlights how organizations are leveraging trusted AI for personalized customer experiences, while Salesforce's Office of Ethical and Humane Use operationalizes trust through transparency, explainability, and auditability. Addressing the black box problem in AI, he emphasizes that guardrails provide confidence to move faster rather than creating barriers. Closing the conversation, Sabastian shares his vision on what great looks like for trusted agentic AI at scale.

"You can try to develop self-awareness and take a beginner's mind in all things. This includes being open to feedback and truly listening, even when it might be hard to receive. I think that's been something I've really tried to practice. The other area is recognizing that just like a company or country, as humans we have many stakeholders. You may wear many hats in different ways. So as we think of the totality of your life over time, what's your portfolio of passions? How do you choose—as individuals, as society, as organizations, as humans and families with our loved ones and friends—to not just spend your time and resources, but really invest your time, resources, and spirit into areas, people, and contexts that bring you meaning and where you can build a legacy? So it's not so much advice, but more like a north star." - Sabastian V. Niles


Episode Highlights
[00:00] Quote of the Day by Sabastian Niles: "Portfolio of passions - invest your spirit into areas that bring meaning"
[01:02] Introduction: Sabastian Niles, President and Chief Legal Officer of Salesforce Global
[02:29] Sabastian's Career Journey
[04:50] From Trusted Advisor to SalesForce whose number one value is trust
[08:09] Salesforce's 5 core values: Trust, Customer Success, Innovation, Equality, Sustainability
[10:25] Defining Agentic AI: humans with AI agents driving stakeholder success together
[13:13] Trust paradigm shift: trusted approaches become an accelerant, not obstacle
[17:33] Agent interactions: not just human-to-agent, but agent-to-agent-to-agent handoffs
[23:35] Enterprise AI requires transparency, explainability, and auditability
[28:00] Trust philosophy: "begins long before prompt, continues after output"
[34:06] Office of Ethical and Humane Use operationalizes trust values
[40:00] Future vision: AI helps us spend time on uniquely human work
[45:17] Governance philosophy: Guardrails provide confidence to move faster
[48:24] What does great look like for Salesorce for Trust & Responsibility in the Era of AI?
[50:16] Closing

Profile: Sabastian V. Niles, President & Chief Legal Officer, Salesforce
https://www.linkedin.com/in/sabastian-v-niles-b0175b2/

#salesforce #agentforce #responsibleai #trust #aigovernance 

Podcast Information: Bernard Leong hosts and produces the show. The proper credits for the intro and end music are "Energetic Sports Drive." G. Thomas Craig mixed and edited the episode in both video and audio format. Here are the links to watch or listen to our podcast.

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The Future of AI Trust: Why Guardrails Actually Accelerate Innovation with Sabastian Niles

Can AI seem too human for our own good? In this provocative episode, we explore the seductive power of anthropomorphic AI, - and the hidden dangers of trusting technology a bit too much. Joined by industry experts and researchers from MIT, Stanford, and Harvard, we unpack how human-like AI affects our decisions, when charm becomes a trap, and how leaders can design technology that's engaging without being deceptive. Tune in and rethink your relationship with AI.

Bit & Being - Anthropomorphic Seduction: The Siren Song of Human-Like AI

What happens when AI stops sounding like a tool, - and starts feeling like a teammate? In this episode, we unpack “The Charm Offensive” and the surprising psychology behind human-faced AI. From courtroom blunders to AI romance apps, our guests, - design ethicists, cognitive scientists, and AI leaders, reveal how emotional design lures us into over-trusting machines. Is it empathy or manipulation? How do we draw the line? Tune in for a sharp, surprising look at the ELIZA effect, dark patterns in velvet gloves, and how to design AI that earns trust without faking it.

Bit & Being - The Charm Offensive: When Human-Faced AI Hijacks Our Instincts

Fresh out of the studio, Doug Burger, Technical Fellow and Corporate Vice President at Microsoft Research, joins us to explore Microsoft's bold expansion into Southeast Asia with the recent launch of the Microsoft Research Asia lab in Singapore. From there, Doug shares his accidental journey from academia to leading global research operations, reflecting on how Microsoft Research's open collaboration model empowers over thousands of researchers worldwide to tackle humanity's biggest challenges. Addressing the intersection of three computing paradigms: logic, probability, and quantum, he emphasizes that geographic diversity in research labs enables Microsoft to build AI that works for everyone. Closing the conversation, Doug shares his vision of what great looks like for Microsoft Research with researchers driven by purpose and passion to create breakthroughs that advance both science and society.

"If you're going to be running a very elite research institution, you have to have the best people. To have the best people, you have to trust them and empower them. You can't hire a world expert in some area and then tell them what to do. They know more than you do. They're smarter than you are in their area. So you've got to trust your people. One of our really foundational commitments to our people is: we trust you. We're going to work to empower you. Go do the thing that you need to do. If somebody in the labs wants to spend 5, 10, 15 years working on something they think is really important, they're empowered to do that."

Episode Highlights:
[00:00] Quote of the Day by Doug Burger 
[01:08] Doug Burger's journey from academia to Microsoft Research
[03:07] Launch of Microsoft Research Asia in Singapore: Tapping local talent and culture for inclusive AI development
[04:13] Singapore lab focuses on foundational AI, embodied AI, and healthcare applications
[06:19] AI detecting seizures in children and assessing Parkinson's motor function
[08:24] Embedding Southeast Asian societal norms & values into Foundational AI research
[10:26] Microsoft Research's open collaboration model 
[12:42] Generative AI's rapid pace accelerating technological innovation and research tools
[16:24] Open versus closed source AI models debate and Microsoft's platform approach
[19:35] Multiple scaling dimensions in AI beyond traditional data scaling laws
[26:26] Balancing blue-sky foundational research with application-driven initiatives at scale
[35:26] Research leadership secret: Curiosity across fields enables unexpected connections
[40:04] Microsoft Research's vision: Becoming Bell Labs for AI era
[42:22] Steering AI models for mental health and critical thinking conversations

How Microsoft Research Balances Exploration and Impact Globally with Doug Burger

In this episode, we unpack the urgent warning from over 40 AI researchers who say our rare view into AI’s “inner monologue” may soon disappear. You’ll hear how leaders from OpenAI, DeepMind, Anthropic, Meta, and more are joining forces to keep AI transparent, - and why that’s both a technical and strategic challenge. We explore real cases where monitoring AI’s reasoning caught risky behavior, the forces that could make such insight vanish, and what innovation leaders should be doing now to keep the glass from going dark.

Bit & Being - AI’s Inner Monologue: A Window into Transparency That May Soon Close

In this episode, we unpack the 2025 “AI Workquake” and why managers are both the bottleneck and the breakthrough. Hear practical plays you can run now: 90-day AI pilots with kill switches, one-page “AI Reliability Briefs,” and quiet-but-firm governance rails. We also tackle hybrid design that actually works, that is collision days vs. focus days and the skill lattice that turns talent into competitive advantage. Provocative questions: Are your RTO rules killing engagement? Can you prove AI ROI this quarter? Tune in for field-tested tactics.

Bit & Being - Managers Are the Bottleneck—and the Breakthrough—of the AI Workquake

The Middle East AI News Minute gives you a daily one-minute daily briefing on the top AI-related stories coming out of the Middle East. If you are a busy technology, business or government leader who want to get a quick update, then this is the podcast for you.

Techstination is a daily report on consumer tech produced by Fred Fishkin.  Listen to full interviews and daily reports here and find more at www.techstination.com

A weekly podcast dissecting the pulse of business, technology & media in Asia. Hear our host interviewing leading journalists, senior executives, respectable authors & thinkers, entrepreneurs & thought leaders to discuss the most important issues that move and shake the business landscape in the Asia Pacific. The show is originally created and hosted by Bernard Leong.

Welcome to AI Uncovered, a podcast for technology enthusiasts that explores the intersection of generative AI, machine learning, and innovation across regulated industries. With the AI software market projected to reach $14 trillion by 2030, each episode features compelling conversations with an innovator exploring the impact of generative AI, LLMs, and other rapidly evolving technologies across their organization. Hosted by Executive VP of Product at Yseop, Tim Martin leads a global team and uses his expertise to manage the wonderful world of product.

The latest machine learning, A.I., and data career topics from across both academia and industry are brought to you by host Dr. Jon Krohn on the Super Data Science Podcast.

As the quantity of data on our planet doubles every couple of years and with this trend set to continue for decades to come, there's an unprecedented opportunity for you to make a meaningful impact in your lifetime. In conversation with the biggest names in the data science industry, Jon cuts through hype to fuel that professional impact.

Whether you're curious about getting started in a data career or you're a deep technical expert, whether you'd like to understand what A.I. is or you'd like to integrate more data-driven processes into your business, we have inspiring guests and lighthearted conversation for you to enjoy.

We cover tools, techniques, and implementation tricks across data collection, databases, analytics, predictive modeling, visualization, software engineering, real-world applications, commercialization, and entrepreneurship − everything you need to crush it with data science.

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New tracks tagged #responsible AI