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Ai Applications Podcasts

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On "Using AI at Work", your host Chris Daigle and his expert guests help business leaders, executives, and teams who want to turn artificial intelligence into a real competitive advantage. Each episode shares real-world AI applications and AI transformation stories from companies successfully using AI in the workplace to improve productivity, decision-making, and operations. You’ll hear from Chief AI Officers, innovators, and forward-thinking executives who are putting generative AI at work, ...
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"The Edge AIsle" brings you to the forefront of artificial intelligence and edge computing, powered by Hailo.ai. In this podcast, we explore how edge AI is reshaping industries from smart cities and intelligent video analytics to autonomous vehicles and retail innovation. Join industry experts and thought leaders as they share insights into how Hailo’s AI processors are transforming the way industries function, enabling real-time deep learning and AI-driven applications directly on edge devi ...
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EDGE AI POD

EDGE AI FOUNDATION

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Discover the cutting-edge world of energy-efficient machine learning, edge AI, hardware accelerators, software algorithms, and real-world use cases with this podcast feed from all things in the world's largest EDGE AI community. These are shows like EDGE AI Talks, EDGE AI Blueprints as well as EDGE AI FOUNDATION event talks on a range of research, product and business topics. Join us to stay informed and inspired!
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Artificial Breakdown is the AI podcast for the curious, the cautious and the creative. Join our down-to-earth hosts, Carrie and Pete, as they navigate the vast landscape of artificial intelligence from marketing to ethics to knock knock jokes. We're all on this wild ride together. Listen in and learn a thing or two, laugh a time or two, and maybe reduce your AI anxiety a notch or two. Subscribe for new episodes and stay informed about the wild, wild world of AI.
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Applied AI Pod

Alexandra Petrus

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- This podcast show is currently on a break. - Real AI talks with real people. Startup founders, startup engineers, AI community leaders, research scientists, innovation leaders, product builders, passionate AI practitioners - we talk to everyone! Grab a rounded perspective on how AI is used, tradeoffs for specific AI tools or methods, challenges in the space of AI technologies, and its future. New to AI concepts? Try the ‘Elements of AI’ 6-chapters course for an introduction to AI, and Buil ...
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AI Rising Podcast

HT Smartcast

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AI is all around us – in our search engines, when recommending movies or books, when playing video games, or even when making digital payments. AI flies airplanes, drives cars, helps speed up drug discovery, and even predicts the next storm. But the AI treadmill moves at a very rapid pace with its own pros and cons. Case in point, Generative AI like Chat GPT, Mid Journey, etc. So, dive into the world of AI with Mint's weekly podcast, AI Rising! Join Mint Sr. Associate Editor & Tech expert Le ...
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AI Times

Soumyadip Nandi

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The focus of the podcast is on Artificial Intelligence and its sub fields. The content will range from discussions on Research papers, various concepts and the latest trends and news in the field of Artificial Intelligence. The podcast is hosted by me, Soumyadip Nandi .
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Sinica Podcast

Kaiser Kuo

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A weekly discussion of current affairs in China with journalists, writers, academics, policymakers, business people and anyone with something compelling to say about the country that's reshaping the world. Hosted by Kaiser Kuo.
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IBM Full Stack

IBM Sustainability Software Team UKI

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This is a podcast for business and tech enthusiasts alike. Take a journey through the 'Full Stack' of the IBM ecosystem from the IBM cloud paks and applications that provide the core service infrastructure to our cross-industry Partners and finally to industry-leading clients who benefit from our world reknowned expertise. And all of this in under 15 minutes! For enquiries please email [email protected]
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Practical DevSecOps (a Hysn Technologies Inc. company) offers vendor-neutral and hands-on DevSecOps and Product Security training and certification programs for IT Professionals. Our online training and certifications are focused on modern areas of information security, including DevOps Security, AI Security, Cloud-Native Security, API Security, Container Security, Threat Modeling, and more.
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Practical AI

Practical AI LLC

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Making artificial intelligence practical, productive & accessible to everyone. Practical AI is a show in which technology professionals, business people, students, enthusiasts, and expert guests engage in lively discussions about Artificial Intelligence and related topics (Machine Learning, Deep Learning, Neural Networks, GANs, MLOps, AIOps, LLMs & more). The focus is on productive implementations and real-world scenarios that are accessible to everyone. If you want to keep up with the lates ...
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Welcome to ”TrueBii,” the podcast where we dive deep into the world of personalized AI applications that can revolutionize your business processes. In each episode, we’ll explore actionable insights and practical tips to help you navigate the complexities of developing and integrating AI solutions tailored specifically for your needs. Are you ready to transform your business and embrace the challenge of AI? Join us as we unravel the potential of custom AI tools.
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Welcome to "The Ai Training Podcast," where the convergence of entrepreneurship and cutting-edge artificial intelligence shapes the future! Immerse yourself in a realm where innovation meets business acumen, empowering solo trailblazers like yourself. Embark on a journey with us, where each episode unfolds as a masterclass in the art of solo success. 🚀 Delve into the secrets of Ai Training, transforming ordinary entrepreneurs into visionaries. Explore the frontier of Ai Entrepreneurship, whe ...
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Leveraging AI

Isar Meitis

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Dive into the world of artificial intelligence with 'Leveraging AI,' a podcast tailored for forward-thinking business professionals. Each episode brings insightful discussions on how AI can ethically transform business practices, offering practical solutions to day-to-day business challenges. Join our host Isar Meitis (4 time CEO), and expert guests as they turn AI's complexities into actionable insights, and explore its ethical implications in the business world. Whether you are an AI novic ...
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Explore the life of a security leader with NetSPI Field Chief Information Security Officer (CISO) Nabil Hannan. Hear how CISOs with diverse expertise tackle the challenges and opportunities that come with life on the frontlines of cybersecurity.
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Explore the evolving world of application delivery and security. Each episode will dive into technologies shaping the future of operations, analyze emerging trends, and discuss the impacts of innovations on the tech stack.
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AMS

Srikanth Karunam

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With over 18 years of experience in IT consulting specializing in SAP (ERP), Srikanth brings a proven track record in managing complex projects, nurturing strong client relationships, and handling multi-regional projects. As an SAP and PMP-certified executive, he has experience delivering enterprise solutions and providing project executive coverage, project management, and functional architecture across SAP sales and implementation engagements.
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ai Explored

Jeremy Dodson

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Welcome to ”AI Explored: The Human’s Guide to the Future,” a podcast where curiosity meets technology, and humor bridges the gap between science fiction and science fact. Join your host, Jeremy, on a journey through the intriguing world of artificial intelligence, as we uncover the mysteries, challenges, and opportunities that AI presents to our species—those remarkable beings who have mastered the art of transforming bean water into the elixirs of life: coffee.
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Designed for those who crave the inside scoop on everything from people to policy to profits, each THRIVE episode transforms complex business and HR topics into clear, actionable advice. Whether you’re an entrepreneur, a seasoned business owner, or an aspiring leader, this podcast is your go-to source for cutting through the noise and gaining a competitive advantage.
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Voxstar AI Automation

Voxstar - Gene Da Rocha

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Welcome to Automating Everything from Voxstar, The AI Automation Company, the ultimate podcast for tech enthusiasts, developers, and business leaders who are eager to revolutionize the way they work by integrating cutting-edge automation tools. Whether you're just starting your automation journey or are a seasoned expert, this podcast dives deep into the technologies, trends, and strategies that are transforming industries today. Each episode explores real-world applications, from simple tas ...
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Join Vector AI as we explore how AI agents, chatbots, and automation are transforming the way businesses work, sell, and support their customers. Whether you’re a small business owner, a marketing pro, or just AI-curious, you’ll discover how to harness intelligent automation to save time, cut costs, and boost customer satisfaction. Each episode features: 🤖 Deep dives into AI and chatbot trends 💡 Real-world business success stories 🛠 Tips for designing, training, and deploying AI agents 🔮 Fut ...
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AI for Everyone

hansoneducationservices

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AI for Everyone is a podcast designed to empower educators, students, small business owners, and everyday learners to understand, use, and navigate artificial intelligence—without needing a technical background or a big budget. Hosted by an experienced teacher, each episode is grounded in real-world relevance and responsible AI use. Listeners will hear a short, relatable story that shows how AI can solve common problems, followed by a breakdown of one free or low-cost AI tool. Each episode a ...
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The AI Buzz is a conversation about what’s happening in AI between Willam Falcon, CEO at Lightning AI and the creator of PyTorch Lightning, and Luca Antiga, CTO at Lightning AI. We make the firehose of information accessible to individuals, journalists, executives and investors. Whether you’re an indie developer or seasoned VC, we cover the latest in AI/ML and explore what has the potential to change everything. Feel free to reach out to us on Twitter @_willfalcon @lantiga. Want to meet with ...
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In 2023, ChatGPT put AI on everyone’s agenda. In 2024, the challenge will be turning those agendas into reality. In Generative AI in the Real World, Ben Lorica interviews leaders who are building with AI. Learn from their experience to help put AI to work in your enterprise.
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Exploring the practical and exciting alternate realities that can be unleashed through cloud driven transformation and cloud native living and working. Each episode, our hosts Dave, Esmee & Rob talk to Cloud leaders and practitioners to understand how previously untapped business value can be released, how to deal with the challenges and risks that come with bold ventures and how does human experience factor into all of this? They cover Intelligent Industry, Customer Experience, Sustainabili ...
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The Future is Spoken

Shyamala Prayaga

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Becoming with Shyamala A 30-day journey into co-creating with AI—where soul meets silicon. Discover how to use AI as your creative partner, coach, and catalyst for transformation. From personal anthems to custom GPTs, explore the future of human-centered shyamalaprayaga.substack.com
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Colin Naquin explores the world of technology, AI, web development, and digital innovation through simple, insightful conversations. Each episode breaks down real-world trends, tools, and ideas that help developers, creators, and tech enthusiasts stay ahead of what's next. Whether you're building apps, experimenting with automation, or exploring the future of online communities, this podcast brings practical knowledge and meaningful discussions from across the Perimattic Community.
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Meet the people shaping open-source across Europe and beyond! Have you ever wondered who the people are behind the open source technologies you use every day? Behind the Commit explores the stories and technologies shaping open source across Europe—from the tools being built to the challenges of maintaining them in a constantly evolving ecosystem. We speak with maintainers about what they're building, why it matters, and how open source is changing in the age of AI.
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The Curious Quant

Qurious Analytics

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The Curious Quant series, hosted by Dr Michael Kollo, is a very discussion that explores the role of data, AI and humanity within investing in financial markets. It examines the application of new data and new methodologies has been deployed and considered over the years, including Generative AI. Michael Kollo has a PhD in Finance is from the London School of Economics where he lectured in quantitative finance in addition to Imperial College and at the University of New South Wales. He has c ...
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Oracle University Podcast delivers convenient, foundational training on popular Oracle technologies such as Oracle Cloud Infrastructure, Java, Autonomous Database, and more to help you jump-start or advance your career in the cloud.
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The Handi.Ai Podcast

Jon Garner-Richardson

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Welcome to The Handi.ai Podcast — your bite-sized companion for navigating the evolving world of AI in education. Hosted by educator, researcher, and speaker Jon Garner-Richardson, this series offers clear, practical insights into AI literacy, starting with the UNESCO framework’s “Acquire” level. Each 10-minute episode is designed for busy educators, perfect for the commute, a walk, the office or a quick CPD boost. Expect: Friendly, research-informed guidance on AI fundamentals Real-world cl ...
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The Process & Automation Podcast

Sascha Cutura and Arno Van Rooyen

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We’ve been working in projects helping businesses, from FinTech start-ups to global Enterprises, with their AI, process and automation challenges for over 15 years, and now we get to share what we have learned. This is our opportunity to talk about the latest in data, process and automation, low-code, workflow, RPA, AI, chatbots and about building the right team for automation success. https://www.theautomationguys.net
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The humble printer - that device gathering dust in the corner of your office - is about to undergo a remarkable transformation. Thanks to advancements in generative AI, printers and scanners are evolving from passive endpoints into intelligent document processing powerhouses. Arniban from Wipro Limited unveils how visual language models (VLMs) like…
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In an era dominated by AI-powered security tools and cloud-native architectures, are traditional Web Application Firewalls still relevant? Join us as we speak with Felipe Zipitria, co-leader of the OWASP Core Rule Set (CRS) project. Felipe has been at the forefront of open-source security, leading the development of one of the world's most widely d…
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Lawsuits and subsequent internal audits have put the SBA’s highly successful Section 8(a) loan program in jeopardy. The program helps small businesses owned by economically disadvantaged U.S. citizens gain access to federal contracts and training. Gene Marks also talks about the rise in occurrence – now 33% – of jobs that small businesses can’t fin…
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In this episode host Zeshan Randhawa is joined by Farshad Abasi, CEO and Founder of FWDSEC, to explore how AI and large language models are reshaping software development. Farshad highlights the rapid growth in AI adoption—from accelerating how teams build software to integrating AI features into existing applications and platforms.Zeshan and Farsh…
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Chris Daigle sits down with Tim Cakir, founder of AI Operator, to talk about why most companies feel overwhelmed by AI and how leaders can move past tool overload to real productivity at work. Tim shares his experience training teams across industries and explains why AI adoption fails when organizations chase tools instead of outcomes. The convers…
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OpenAI, the research company behind the popular chatbot chatgbt held The event was a major announcement for the company, as it unveiled a number of new products and initiatives aimed at making chatbots more accessible and powerful. One of the biggest announcements was the launch of the GPT Store, a platform for building and sharing custom chatbots.…
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We’ve all fought with autocorrect when trying to type a specific word that rhymes with "truck." In this episode, Brett explains how the super-intelligent AI tools we use today—like Gemini 3 and ChatGPT-5—are essentially that same autocorrect technology, just on massive "steroids." Lesson 5 demystifies the "ghost in the machine." We strip away the m…
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This week on Sinica, recorded at Yale University, I speak with Michael Brenes and Van Jackson, coauthors of The Rivalry Peril: How Great-Power Competition Threatens Peace and Weakens Democracy. Their argument is that framing the U.S.-China relationship as geopolitical rivalry has become more than just a foreign policy orientation — it's a domestic …
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Happy New Year! In this episode, Matthew and Sam break down what actually happened in AI during 2025 and make predictions for what's coming in 2026. We cover the biggest winners and losers, the apps and tools that changed how we work, who to follow for smart AI takes, what surprised us most, and where we think things are headed. Key topics: • Why c…
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It’s 10:00 PM. You have a deadline. You use AI to finish the work in four seconds. Instead of relief, you feel guilt. In this episode, Brett tackles the "Plagiarism Panic"—that internal voice asking, "If I didn't suffer over this, is it really mine?" We dismantle the definition of cheating in the AI age and explore the critical difference between o…
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The Renfrew County Virtual Triage and Assessment Centre (RC VTAC) is an innovative, collaborative healthcare program launched in 2020 to provide timely, rural-focused care, connecting patients with virtual or in-person support from family doctors and paramedics, reducing ED visits, and managing non-urgent needs, acting as a crucial link for residen…
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In an era dominated by AI-powered security tools and cloud-native architectures, are traditional Web Application Firewalls still relevant? Join us as we speak with Felipe Zipitria, co-leader of the OWASP Core Rule Set (CRS) project. Felipe has been at the forefront of open-source security, leading the development of one of the world's most widely d…
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📢 Want to thrive in 2026? Join the next AI Business Transformation cohort kicking off January 20th, 2026. 🎯 Practical, not theoretical. Tailored for business professionals. - https://multiplai.ai/ai-course/ Learn more about Advance Course (Master the Art of End-to-End AI Automation): https://multiplai.ai/advance-course/ Is Google about to outpace O…
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Is your phone secretly recording your conversations to sell you cat food? It’s one of the biggest ghost stories in the digital world. In this episode, Brett Hanson debunks the "Listening Myth" by explaining why mass surveillance of your microphone is unlikely, while revealing the far more effective method advertisers actually use: Predictive Profil…
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Chris Daigle sits down with Mohamed Yousuf, founder of Smart Workforce AI, to explore how AI in the workplace can dramatically improve workforce scheduling, planning, and operational efficiency across industries. Drawing on more than a decade of experience in airlines, healthcare, hospitality, and large scale operations, Mohamed explains how AI pow…
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📢 Want to thrive in 2026? Join the next AI Business Transformation cohort kicking off January 20th, 2026. 🎯 Practical, not theoretical. Tailored for business professionals. - https://multiplai.ai/ai-course/ Learn more about Advance Course (Master the Art of End-to-End AI Automation): https://multiplai.ai/advance-course/ Is your business ready for a…
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Happy holidays from Sinica! This week, I speak with Paul Triolo, Senior Vice President for China and Technology Policy Lead at DGA Albright Stonebridge Group and nonresident honorary senior fellow on technology at the Asia Society Policy Institute's Center for China Analysis. On December 8th, Donald Trump announced via Truth Social that he would ap…
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In this episode, Brett Hanson speaks directly to the "Sunbather"—the skeptic who believes they don't need or want AI in their life. Brett challenges the myth that you can "opt-out" of artificial intelligence by revealing the "Invisible Assistant" that has been quietly curating your world for the last decade. From FaceID to your spam folder, we expl…
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In this Edge AIsle episode, we summarize the key insights from Hailo edge AI’s blog Bringing Generative AI to the Edge: LLM on Hailo-10H. As generative AI continues to reshape industries, Large Language Models are becoming increasingly powerful, but also increasingly demanding in terms of compute, memory, and cost. This episode explains why traditi…
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From all of us at Cloud Realities, MERRY CHRISTMAS!!!! Back in our December 2022 Christmas special, we explored the far reaches of reality, asking whether we live in a simulation and if that even matters. Now, we return to that question with fresh perspectives and new challenges… In this last Cloud Realities podcast of 2025, Dave, Esmee and Rob ret…
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Secure your future in the most critical career path in tech by enrolling in the Certified AI Security Professional (CAISP) course today! In this episode, we explore the definitive guide to the Top 10 Emerging AI Security Roles for 2026. The shift toward AI-integrated operations is not a future concern—it is happening now, and it has opened a "chasm…
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The technological revolution sparked by generative AI threatens to create the deepest digital divide we've ever seen. In this illuminating talk, Danilo Pau from STMicroelectronics reveals how only a handful of companies worldwide possess the resources to fully harness large-scale generative AI, while the rest of humanity risks being left behind. Pa…
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Lois Houston and Nikita Abraham explore how Oracle APEX integrates with AI to build smarter low-code applications. They are joined by Chaitanya Koratamaddi, Director of Product Management at Oracle, who explains the basics of Oracle APEX, its global adoption, and the challenges it addresses for businesses managing and integrating data. They also ex…
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Hi, Pop Goes the Stack listeners! The holiday season is here, and we’re taking a short break to recharge, enjoy time with loved ones, and maybe step away from our stacks (just for a bit). Don’t worry—we’ll be back after New Year’s with more sharp insights, expert takes, and our signature snark to help you navigate the fast-paced world of applicatio…
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📢 Want to thrive in 2026? Join the next AI Business Transformation cohort kicking off January 20th, 2026. 🎯 Practical, not theoretical. Tailored for business professionals. - https://multiplai.ai/ai-course/ Learn more about Advance Course (Master the Art of End-to-End AI Automation): https://multiplai.ai/advance-course/ Is your AI strategy quietly …
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Using OWASP SAMM to assess and improve compliance with the Cyber Resilience Act (CRA) is an excellent strategy, as SAMM provides a framework for secure development practices such as secure by design principles and handling vulns. Segment Resources: https://owaspsamm.org/ https://cybersecuritycoalition.be/resource/a-strategic-approach-to-product-sec…
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Using OWASP SAMM to assess and improve compliance with the Cyber Resilience Act (CRA) is an excellent strategy, as SAMM provides a framework for secure development practices such as secure by design principles and handling vulns. Segment Resources: https://owaspsamm.org/ https://cybersecuritycoalition.be/resource/a-strategic-approach-to-product-sec…
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Chris Daigle sits down with Patrick Leung to explore how AI is being applied inside modern marketing and revenue teams to drive efficiency, consistency, and scale. Patrick shares real examples of how teams are using AI in the workplace to support go to market execution, internal knowledge sharing, and decision making without overwhelming non techni…
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Episode 1 of the new series: 2026 AI Fluency Spectrum Are you doing the work you love, or just managing the business of it? In this kickoff episode of the 2026 AI Fluency Spectrum, Brett Hanson explores the "Admin Debris" that suffocates our best work—and how to clear it using AI. Brett shares a real-world case study of a professional executive coa…
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📢 Want to thrive in 2026? Join the next AI Business Transformation cohort kicking off January 20th, 2026. 🎯 Practical, not theoretical. Tailored for business professionals. - https://multiplai.ai/ai-course/ Use code: LEVERAGINGAI100 to save $100 on registration Learn more about Advance Course (Master the Art of End-to-End AI Automation): https://mu…
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Key AI Adoption Barriers for SMEs Small and medium enterprises (SMEs) are eager to adopt AI, but real-world challenges often slow them down. In this episode, we explore the most common barriers to AI adoption such as budget constraints, lack of in-house expertise, data readiness, and fear of complexity and how businesses can overcome them. We also …
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Thoughts on organization structures and Rockwell CEO Blake Moret's experiments with bringing in outsiders and setting his own directions. Thoughts on the industrial software market in general and Rockwell's evolution. What's happening with MES in particular. Rockwell upgrading and building new factories using its own products and services. Rok on R…
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In this last episode of the special AI mini-series, we now explore the human side of transformation, where technology meets purpose and people remain at the center. From future jobs and critical thinking to working with C-level leaders, how human intervention and high-quality data drive success in an AI-powered world. This week Dave, Esmee , Rob si…
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From Spartan races to culinary arts, discover the hobbies and passions that keep CISOs balanced and inspired in this behind-the-scenes edition of Agent of Influence. Welcome to a special edition of the Agent of Influence podcast! In this episode, we step away from the usual cybersecurity deep dives to explore the personal side of security leaders, …
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As AI reshapes the workplace, employees and leaders face questions about meaningful work, automation, and human impact. In this episode, Jason Beutler, CEO of RoboSource, shares how companies can rethink workflows, integrate AI in accessible ways, and empower employees without fear. The discussion covers leveraging AI to handle routine tasks (SOPs …
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This week on Sinica, I speak with Mark Sidel, the Doyle Bascom Professor of Law and Public Affairs at the University of Wisconsin-Madison and a senior fellow at the International Center for Not for Profit Law. Mark has written extensively on law and philanthropy in China and across Asia, including widely cited analyses of how the Chinese security s…
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Enroll now in the Certified AI Security Professional (CAISP) course by Practical DevSecOps! This highly recommended certification is designed for the engineers , focusing intensely on the hands-on skills required to neutralize AI threats before attackers strike. The CAISP curriculum moves beyond theoretical knowledge, teaching you how to secure AI …
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How Can We Better Protect Older Canadians – A Booster Shot for Canada’s Vaccine Policies With Canada’s age demographics continuously shifting, policymakers and science hubs have invested in strategies that can better serve our social, economic, and healthcare infrastructures. This session will focus on the latter, highlighting recent advancements f…
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What happens when trillions of AI agents can discover, communicate, and collaborate across organizational boundaries? Pradyumna Shari from MIT Media Lab unveils NANDA (Networked AI Agents in a Decentralized Architecture), a groundbreaking open protocol that could fundamentally transform how we interact with artificial intelligence. Drawing a fascin…
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📢 Want to thrive in 2026? Join the next AI Business Transformation cohort kicking off January 20th, 2026. 🎯 Practical, not theoretical. Tailored for business professionals. - https://multiplai.ai/ai-course/ Learn more about Advance Course (Master the Art of End-to-End AI Automation): https://multiplai.ai/advance-course/ Claude Code sounds intimidat…
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In this episode of the Oracle University Podcast, hosts Lois Houston and Nikita Abraham dive into Oracle Fusion Cloud Applications and the new courses and certifications on offer. They are joined by Oracle Fusion Apps experts Patrick McBride and Bill Lawson who introduce the concept of Oracle Modern Best Practice (OMBP), explaining how it helps org…
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The web we built—a tangle of HTML, JavaScript, CSS, APIs, and SEO quirks—has always been messy. But with AI agents and real-time apps now consuming the web as data, that mess becomes a liability. Firecrawl is one of the new tools reshaping how apps see and ingest web content, turning web pages into structured JSON, markdown, screenshots—everything …
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Nervous about speaking in front of your team or at industry events? Seth Dechtman, founder of The Keynote Curators, shares essential public speaking advice from his 20+ years of experience. Learn why preparation beats memorization, how to handle unexpected disruptions, and why your message matters more than your performance. From conquering stage f…
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Open source projects benefit from support that takes many shapes. Kat Cosgrove shares her experience across the Kubernetes project and the different ways people can make meaningful contributions to it. One of the underlying themes is that code is written for other people. That means PRs need to be understandable, discussions need to be enlightening…
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Open source projects benefit from support that takes many shapes. Kat Cosgrove shares her experience across the Kubernetes project and the different ways people can make meaningful contributions to it. One of the underlying themes is that code is written for other people. That means PRs need to be understandable, discussions need to be enlightening…
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