Ever wondered what happens when a multilingual, art‑loving attorney jumps head‑first into the most turbulent tech wave of our time? In this episode of Mutual Connections, host Shayan Mashatian sits down with Elena Gurevich—lawyer, podcaster (AI in Real Life: Not Your Usual Take), and champion for small‑to‑mid‑sized businesses navigating AI risk. From “shadow AI” in the workplace to the copyright wars playing out in U.S. courts, Elena spares no details—mixing real‑world anecdotes, legal insight, and a healthy dose of pragmatism.

• Why SMEs need AI guidance more than Fortune 500s: Elena explains the resource gap—and how she bridges it—for founders who can’t afford an in‑house legal team.
• The two extremes of AI adoption: Total bans vs. blind enthusiasm: why both postures can backfire, and how to find the “golden middle.”
• Shadow AI on the rise: What happens when employees quietly use ChatGPT behind corporate firewalls—and how leaders can respond.
• 40+ U.S. copyright lawsuits and counting: A snapshot of the legal battlefield (OpenAI, Meta, Anthropic) and why “fair use” is the phrase of 2025.
• Deterministic vs. non‑deterministic LLMs: A plain‑English breakdown of why model predictability matters for IP risk.
• The milk‑in‑coffee problem: Why deleting personal data from an LLM is harder than it sounds—and what “right to be forgotten” looks like in practice.
• Lawyers, coders & philosophers at the same table: How AI is dissolving professional silos and creating unexpected collaborations.
• Practical roadmap for first‑time AI adopters: Elena’s step‑by‑step advice: inventory your workflows, pilot on a narrow use‑case, and involve counsel early.
• Upskilling without the hype: Why a two‑week “AI governance” bootcamp won’t make you an expert—and what serious professional prep actually takes.

Hit play and join us for an unfiltered, insight‑packed hour that will leave you smarter about AI risk, regulation, and real‑world adoption. Whether you’re a founder, developer, or curious listener, this episode delivers the clarity you need—plus a few myth‑busting surprises.

🎧 Tune in now on your favorite podcast platform, and don’t forget to subscribe and share!

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Welcome to another captivating episode of Mutual Connections! Host Shayan Mashatian welcomes Noam Schwartz, the innovative CEO and co-founder of ActiveFence, a groundbreaking company leading the charge in trust and safety for the AI age. ActiveFence equips enterprises to adopt AI securely, protecting platforms from disinformation, hate speech, and emerging online risks while enabling cutting-edge digital experiences.

Episode Highlights:

• From Vision to Launch: Noam’s entrepreneurial journey from a video-based charity platform to ActiveFence’s $100 million raise and $500 million valuation in 2021.
• AI Before the Hype: Noam’s early machine learning work and ActiveFence’s mission since 2018.
• Guardrails for the Future: ActiveFence’s technology as a safety layer for AI agents on platforms like Salesforce, aligned with enterprise goals.
• Taming Harmful Content: Challenges of policing user- and AI-generated content across social networks and dating apps for safer online spaces.
• Protecting Kids Online: ActiveFence’s focus on the “long tail” of harmful content with specialized models for children’s safety.
• Multimodal Mastery: Solutions covering text, images, and videos, balancing safety and cost-effective compute power.
• AI Regulation Debate: U.S. innovation-first stance versus Europe’s regulatory caution, plus the feasibility of universal AI rules.
• Self-Regulation Rising? Potential trend of companies like Apple driving safer AI adoption through market forces.
• Timing Safety Right: Practical advice for executives on AI safety integration from day one.
• Career Boost with AI: Noam’s tips for breaking into AI with tool mastery in a month, no coding required.

Tune In Now!

This episode is packed with insights for anyone intrigued by AI’s potential and pitfalls. Shayan and Noam blend big-picture thinking with actionable takeaways you won’t want to miss. Stream the full conversation on your favorite podcast platform—subscribe to Mutual Connections and join us today!

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Join host Shayan Mashatian for an insightful conversation with Dr. Rizwan Qureshi, a researcher at the University of Central Florida, as they dive into the evolving world of AI in healthcare and beyond. From leveraging AI tools like ChatGPT and Gemini for research to exploring their impact on drug discovery, computer vision, and knee osteoarthritis diagnostics, Dr. Gureshi shares his expertise on balancing innovation with responsibility.

Discover how AI is reshaping scientific discovery, the challenges of bias and trustworthiness, and practical advice for young researchers entering the field. Tune in for a deep dive into the opportunities and pitfalls of AI research! Check the episode notes for links to Dr. Qureshi’s work on Google Scholar.

Highlights:

• How AI tools boost research productivity and why domain expertise is key to asking the right questions.
• The future of AI in healthcare: from diagnosing skin conditions to personalized drug dosing.
• Tackling bias in synthetic medical data and the need for new responsibility metrics in AI.
• Tips for young researchers: master the basics of math and embrace AI as a collaborative tool.
• Exploring AI’s role in quantitative analysis and its limits with large datasets.
• The promise of vision-language models in medical imaging and video understanding.
• Why curriculum updates are crucial to prepare students for an AI-driven world.
• Dr. Qureshi’s current projects: automating knee scans and defining AI responsibility scores.

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Welcome to another episode of Mutual Connections, where we dive deep into the minds of industry leaders at the forefront of AI and innovation.

In this episode, host Shayan Mashatian sits down with Dr. Ron Dembo, a celebrated Canadian entrepreneur, mathematician, and pioneer in financial risk management and climate analytics.

Dr. Dembo, the founder of Algorithmics—a global leader in risk management software acquired by Fitch Ratings and later IBM—has now turned his focus toward tackling climate risk with RiskThinking.AI. In this conversation, we explore how AI is being leveraged to predict and mitigate climate-related financial risks, how businesses and governments can prepare for an uncertain future, and the role of technology in shaping a more sustainable world.

From discussing the science behind climate modeling to the intersection of finance, AI, and government policy, this episode is packed with insights for entrepreneurs, investors, policymakers, and anyone interested in the future of risk management in an era of climate change.

Tune in for a fascinating conversation that bridges cutting-edge technology and real-world impact.

🔹 Dr. Ron Dembo’s Journey – From founding Algorithmics, a global leader in risk management software, to pioneering climate risk analytics at RiskThinking.AI.

🔹 Why Climate Risk Matters – Understanding the urgent need to measure and manage climate uncertainty in finance, government, and society.

🔹 How AI is Changing the Game – Using AI to predict climate-driven disasters, from wildfires to coastal flooding, and how this can inform better decision-making.

🔹 Beyond Predictions: Managing Uncertainty – Why AI can’t predict exact events but can assess probabilities to guide smarter risk mitigation strategies.

🔹 Insurance, Real Estate & Policy Implications – How climate risk modeling is reshaping financial markets, insurance policies, and government regulations.

🔹 AI vs. Traditional Forecasting – The difference between AI-driven climate models and traditional risk assessment methods.

🔹 The Role of Quantum Computing – Can quantum technology accelerate AI’s ability to model climate risk?

🔹 Human Factor in Climate Risk – How human behavior and policy decisions impact climate outcomes and how AI can help guide better actions.

🔹 Practical Applications of AI in Climate Risk – From predicting floods and wildfires to advising businesses and governments on long-term resilience.

🔹 Future of AI & Climate Science – What’s next in AI-driven climate risk management and how businesses and policymakers can prepare.

🔹 Call for Collaboration – Dr. Dembo’s vision for AI-driven climate solutions and opportunities for experts, entrepreneurs, and policymakers to get involved.

🔊 Listen now on your favorite podcast platform!

#AI #ClimateRisk #Innovation #Finance #RiskThinking #MutualConnections

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Welcome to another insightful episode of Mutual Connections! I'm your host, Shayan Mashatian, and today we’re diving deep into the world of responsible AI with a distinguished expert, Dr. Shaina Raza. As an applied machine learning scientist at the Vector Institute for Artificial Intelligence, Dr. Raza is a leading voice in AI fairness, bias mitigation, and sustainable AI practices. In this conversation, we explore the ethical considerations of AI, the balance between accuracy and fairness, and the evolving landscape of generative AI. Whether you’re an AI enthusiast, researcher, or simply curious about the future of technology, this episode offers invaluable insights into one of the most critical discussions in the field today.

Highlights of the Conversation:

1. The Journey to Fairness in AI – The transition from optimizing news recommender systems to realizing the impact of filter bubbles and bias in AI models.
2. The Accuracy vs. Fairness Trade-off – The challenge of balancing high accuracy with fairness and diversity in AI models.
3. Bias in AI: Sources and Impact – How bias can arise from data imbalances, algorithmic design, or societal structures, and why it is critical to address it.
4. Techniques for Bias Mitigation – Various strategies such as adjusting data representation, applying fairness constraints, and fine-tuning algorithms.
5. The Role of Synthetic Data – Exploring the benefits and risks of using synthetic data to address bias due to a lack of diverse real-world data.
6. Evaluating Fairness in AI Models – Quantifying fairness using demographic breakdowns and statistical measures to ensure balanced outcomes.
7. The DeepSeek Effect and Open-Source AI – The rise of open-source AI models, their accessibility, and how they compare to proprietary models in terms of fairness and ethical implementation.
8. Sustainable AI and Carbon Footprint Considerations – The environmental impact of large AI models and efforts to develop more efficient, lower-emission alternatives.
9. Adversarial AI and Red Teaming – Using adversarial training techniques to detect misinformation, deepfakes, and unintended biases in AI models.
10. Future of AI: Where Are We Headed? – The shift from large, general-purpose models to smaller, specialized models tailored for industry-specific applications, and the growing importance of application layers over foundational AI models.

AI development should not be driven by hype but by a commitment to responsible, fair, and ethical practices. As AI continues to evolve, researchers, practitioners, and organizations must prioritize fairness and accountability in its implementation.

Tune in to this thought-provoking episode and join the conversation on the future of AI fairness and responsibility!

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In this episode of Mutual Connections, host Shayan Mashatian speaks with Prashant Natarajan, Chief AI Officer at Velatura, a Public Benefits Corporation, about Responsible AI and the evolving role of artificial intelligence in society. Prashant shares insights from his congressional testimony on using AI to empower healthcare, veterans, and broader communities, focusing on democratizing technology for both consumers and professionals.

The conversation explores critical topics, including:

• The difference between traditional AI and generative AI, emphasizing the shift toward unstructured data and explainability.
• The role of AI in creating fairness and transparency in decision-making, especially in conflict-prone scenarios like insurance claims and hiring processes.
• The importance of balancing regulation and innovation, with a critique of the European Union's AI Act as potentially stifling progress.
• The societal impact of AI on jobs and productivity, highlighting new opportunities and the potential for global digital divides based on AI adoption.
• The provocative notion of AI reflecting back on human values, helping us rethink biases and decisions for a more equitable future.
• Key considerations for AI safety and security, ensuring that AI systems remain aligned with human intentions and ethical principles while minimizing risks.
• Strategies for accelerating AI adoption in ways that empower individuals and communities while maintaining trust and accountability.

Prashant advocates for trust, transparency, and collaboration between humans and AI systems, envisioning a world where technology empowers individuals and challenges us to be better as a society. This insightful discussion highlights the promise and challenges of AI in shaping the next industrial revolution.

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In this episode of Mutual Connections, host Shayan Mashatian sits down with Chris O’Connor, CEO and founder of FirstHx, to discuss a groundbreaking innovation in healthcare: streamlining the medical interview process. Chris, a physician and serial entrepreneur, explains how FirstHx leverages adaptive, knowledge-based technology to digitize the medical interview, allowing patients to share detailed health histories through their smartphones before meeting their clinicians. This process saves significant time, enhances accuracy, and improves patient engagement.

Chris highlights how FirstHx benefits both clinicians and patients by ensuring critical information isn’t overlooked and empowering individuals, especially those in marginalized groups, to tell their stories without feeling rushed or interrupted. He shares the challenges of integrating such solutions into diverse healthcare workflows and systems while maintaining high security and privacy standards.

The conversation also delves into FirstHx's use of AI, including NLP and machine learning, to customize and streamline histories across over 20 medical specialties. Chris emphasizes the importance of focusing on value for all stakeholders—patients, clinicians, and enterprises—when driving innovation in healthcare.

Finally, Chris reflects on his journey into healthcare technology and offers advice for startups and investors: prioritize alignment between value creation and economic incentives. This engaging discussion offers insights into how FirstHX and other innovations are poised to reshape healthcare in the coming years.

Tune in to explore the future of healthcare technology with Chris O’Connor!

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In this episode of Mutual Connections, we are joined by Arash Bateni, a leader in responsible AI at Accenture, to explore the complex and fast-changing world of artificial intelligence. Together with hosts Shayan and Akifa, Arash delves into the nuances of responsible AI, its impact on fairness, ethics, and accountability, and how it intersects with various industries.

Key topics include:

• What is fairness in AI? Understanding the differences between fairness, bias, and ethical AI.
• The role of AI in improving hiring processes and addressing systemic disparities.
• How businesses can implement responsible AI frameworks, including navigating legal, ethical, and operational challenges.
• The risks and benefits of generative AI, as well as its potential for reshaping industries like healthcare and HR.
• A candid discussion about AI's future, including its potential to outpace human intelligence and the implications of such advancements.
• Practical advice for entrepreneurs, professionals, and policymakers on adopting and managing AI technologies responsibly.

Arash shares real-world examples of how AI is being leveraged to improve productivity, fairness, and decision-making while also cautioning about the unintended consequences of its misuse.

Whether you're an AI enthusiast, a skeptic, or simply curious about its impact on society, this episode offers valuable insights and thought-provoking perspectives on the promises and perils of AI.

Tune in for an engaging conversation that goes beyond the headlines and into the heart of what responsible AI means for our collective future.

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We had the honor of speaking with Dr. David Armstrong, a globally recognized leader in diabetic foot care and the President of the American Limb Preservation Society (ALPS). While Dr. Armstrong’s pivotal work in podiatry and limb preservation is well-known, our conversation took a deep dive into a different yet equally impactful area: the innovation process in healthcare and the critical role of technology and AI in transforming patient outcomes, and most importantly, adoption of trustworthy AI in healthcare.

Highlights of our one-hour conversation:

• Dr. Armstrong shared his unique insights on fostering innovation, integrating emerging technologies, and overcoming the complexities of adoption within the medical field.
• We explored how collaboration across disciplines—connecting clinicians, engineers, innovators, and investors—can bridge gaps and accelerate progress.
• Dr. Armstrong discussed his experiences with cutting-edge advancements, such as wearable robotics, implantable neurostimulation, and AI-driven tools, emphasizing their potential to reshape healthcare delivery.
• The conversation also delved into building trust with patients, ensuring equitable access to new solutions, and how global health systems can learn from one another to optimize innovation adoption.
• Dr. Armstrong’s perspective offered a fascinating look at how groundbreaking technology and a collaborative approach can drive change and enhance care for patients worldwide.

We hope this episode inspires a fresh understanding of the innovation journey in healthcare and the importance of bringing together diverse voices to make a lasting, meaningful impact.

https://youtu.be/bl5_QNxB2tU

#healthai #innovation

Shayan Mashatian, Akifa Khattak, ESQ, MHA, MS Biotech ALPS (American Limb Preservation Society)

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Mutual Connections is a podcast dedicated to exploring the ways people across industries are adopting AI responsibly. Hosted by Shayan Mashatian, a seasoned entrepreneur and AI expert, the podcast delves into stories of AI, design and innovation.

Each episode brings in remarkable individuals—from tech visionaries to AI practitioners, scientists, and entrepreneurs—who share their experiences, challenges, and insights on leveraging AI and technology to solve some of the world’s most complex problems. The podcast guides listeners through conversations that reveal the power of shared connections and shared goals, uncovering not only the "how" but the "why" behind impactful innovation.

Join us to be inspired, learn from thought leaders, and discover the web of Mutual Connections shaping our future.

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