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Normal Curves: Sexy Science, Serious Statistics

Regina Nuzzo and Kristin Sainani

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Normal Curves is a podcast about sexy science & serious statistics. Ever try to make sense of a scientific study and the numbers behind it? Listen in to a lively conversation between two stats-savvy friends who break it all down with humor and clarity. Professors Regina Nuzzo of Gallaudet University and Kristin Sainani of Stanford University discuss academic papers journal club-style — except with more fun, less jargon, and some irreverent, PG-13 content sprinkled in. Join Kristin and Regina ...
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The PolicyViz Podcast

The PolicyViz Podcast

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Learn how to be a great data communicator and visualizer with host Jon Schwabish. Hear from experts in the fields of data science, data visualization, and presentation skills to improve how you and your organization collect, analyze, and communicate your data in better, more efficient, and more effective ways.
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The Data Science Club is hosted by Ravi Tripathi and William Monroe from University of Alabama at Birmingham. Every episode we hop in to a different data science application, using freely available code that you can also run on your own.
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The Data Journalism Podcast

Alberto Cairo, Simon Rogers & Scott Klein

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Hosts Alberto Cairo, Simon Rogers and Scott Klein will explore the latest in data journalism. You will meet the world’s top data journalists - and you will find out how they do what they do. Subscribe to see how data is changing the world of journalism forever.
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The Present Beyond Measure Show: Data Storytelling, Presentation & Visualization

Lea Pica | Data Storytelling Advocate, Speaker + Educator

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Your one-stop-shop for essential data storytelling, data visualization, and presentation skills for data analysts, digital marketers, data science, and data practitioners. With regular original content and luminary guest appearances from Nancy Duarte, Rand Fishkin, Alberto Cairo, Cole Nussbaumer Knaflic, Jim Sterne, Dustin Mathews, Garr Reynolds, and more. This is the toolset you need to present your insights, inform business decisions, inspire action, and become INDISPENSABLE.
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The Datamam Podcast explores how public data is transforming modern industries. The show dives into real-world use cases of web scraping, data intelligence, and AI, from market analysis and competitive benchmarking to ethical debates and automation trends. Each episode breaks down complex data topics into engaging conversations for tech leaders, founders, and data professionals looking to stay ahead in a data-driven world.
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Data Viz Today

Alli Torban

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Helping you become a more effective information designer. You want to create effective data visualizations. That's hard work. There are so many decisions to make, like chart type, annotations, and color! Will this podcast help? Host and fellow data viz designer Alli Torban is in the trenches with you. She shares the latest tools and methods that she's discovered while on the job and interviewing top designers. If you're an analyst, journalist, or designer who wants to hone your skills with s ...
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WHAT the Data?!

Lior Barak and Michael Stiller dive into the world of data on What the Data?! podcast

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Uncover the transformative power of data-driven user experience and elevate your business to new heights. whatthedata.substack.com
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The AI in Business Podcast is for non-technical business leaders who need to find AI opportunities, align AI capabilities with strategy, and deliver ROI. Each week, Emerj research staff and journalists interview top AI executives from Fortune 2000 firms and unicorn startups - uncovering trends, use-cases, and best practices for practical AI adoption. Visit our advertising page to learn more about reaching our executive audience of Fortune 2000 AI adopters: https://emerj.com/advertise
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Welcome to The Marketing Technology (MarTech) Data Lab, a podcast at the intersection of the rapid rise of the marketing technology as a discipline, the importance of data to help drive transformational change at organizations, and a culture of experimentation and innovation required to stay ahead of future challenges. Hosted by Samuel Itin. Support this podcast: https://podcasters.spotify.com/pod/show/martechdatalab/support
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Welcome to the Banana Data Podcast! We're a data science podcast focused on the latest & greatest of the DS ecosystem, sprinkled in with our musings & data science expertise. With topics ranging from ethical AI and transparency to robot pets, our hosts, Christopher Peter Makris & Corey Strausman, are here to keep you up to date on the latest trends, news, and big convos in data. If you're looking to keep the knowledge up, be sure to also subscribe to our weekly Banana Data Newsletter! Regist ...
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FinPod

Corporate Finance Institute

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Advance your career with the FinPod podcast from CFI. Dive into career stories and member successes, and stay ahead with insights from our latest courses. Get all the essentials for a successful career in finance without any fluff—just the facts you need to excel in your professional journey.
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Work in Progress

Q Visual Communication

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These are little white papers I asked ChatGPT to flesh out for me to give me something to listen to in the car or gym. I find these interesting and thought I would share.
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The Data Mix Podcast

Brian Booden, George Beaton

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Brian Booden and George Beaton are very excited to introduce The Data Mix - a new show focusing on some of the leading individuals in the Data and Analytics space! Our aim is to bring you our guests in a relaxed and conversational format, where you can ask questions and we can all learn more about some of the topical items in today's Business Intelligence and Data driven world.
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The eLearning Coach Podcast

Connie Malamed: Helps people build stand-out careers in learning design.

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Connie Malamed is founder of Mastering Instructional Design and publisher of The eLearning Coach. She helps people learn, build and grow instructional design skills. Listen to interviews with expert designers, developers, authors, and professors who provide strategies for effective learning design. If you have a passion for instructional design, cognitive psychology and visual communication, this podcast is for you.
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The Fred Files

Alicia Campbell

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What if you could predict your verdict before stepping into the courtroom? The Fred Files pulls back the curtain on jury thinking and trial preparation, giving plaintiffs' lawyers and mediators unprecedented insights into what makes jurors tick. Hosted by trial lawyer and trial scientist, Alicia Campbell, empirical legal scholar, Nick Schweitzer, and data guru, Kevin Doran, this podcast explores how online focus groups can revolutionize case preparation. Each episode tackles the questions ke ...
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Welcome to Betatalks the podcast, in which we talk with friends from the development community. We chat not only about technology, but what drives them, inspires them and makes them unique. Rick (Cloud Solution Architect at Microsoft) and Oscar (CTO at Virtual Vaults), invite developers, makers, Open Source maintainers and other amazing people from the .NET and Azure development community. Looking for more content? Have a look at our Betatalks video's.
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Ctrl + Alt + Event

Bogdan Maran & Merijn van Buuren

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Ctrl+Alt+Event: Navigating the Future of Events with Practical Insights, and Real Solutions We're not just talking tech; we're showcasing practical examples and delivering real solutions for the events industry. Join us live, each week on Tuesdays at 3PM GMT on LinkedIn. Get ready for predictions backed by real-world scenarios, live Q&A solving your challenges, and a visual treat of data insights.
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Curious about transforming your brand's narrative with visual storytelling? Dive into the Visual Storytelling Today podcast! Host Shlomi Ron, the visionary Founder/CEO of the Visual Storytelling Institute, engages with leading storytellers across industries. Discover their journeys, challenges, and successes. Each episode is a treasure trove of insights, available in audio, video, and blog formats for a full storytelling immersion. newsletter.visualstorytell.com
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Ai For Good Podcast

Automated Analytics

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Welcome to the Ai For Good Podcast by Automated Analytics, the podcast where data meets automation to transform the way businesses make decisions. Join us on a journey through the fascinating world of automated analytics, as we explore cutting-edge technologies, industry trends, and real-world applications that are reshaping the landscape of data-driven decision-making. What is Artificial Intelligence? It refers to the development of computer systems that can perform tasks that typically req ...
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At AV&R our mission is to humanize robotics. We decided to create this podcast series to help you demystify the world of robotics and discover what some of the brightest minds in the field are doing. Welcome to Robotics for All Podcast by AV&R!
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HCI Deep Dives is your go-to podcast for exploring the latest trends, research, and innovations in Human Computer Interaction (HCI). AI-generated using the latest publications in the field, each episode dives into in-depth discussions on topics like wearable computing, augmented perception, cognitive augmentation, and digitalized emotions. Whether you’re a researcher, practitioner, or just curious about the intersection of technology and human senses, this podcast offers thought-provoking in ...
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The EduData Podcast

Timothy Davis, Jamie Boggs

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The EduData podcast is your no-fluff guide to the data driving higher education. Forget about data silos and disconnected stats — we bring you straight into the heart of the numbers that matter. With sharp commentary and rigorous research, our hosts break down complex data points into actionable insights you can use. Whether you're an administrator, educator, or just a higher ed enthusiast, EduData is your key to unlocking the data behind the academia.
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Welcome to the RAIZOR Report podcast. Every morning we’ll deliver all the latest AI news to your eardrums. It’s short and sweet, intended to give you a quick overview of the top stories in the fast paced world of AI. Learn more at https://raizor.co At RAIZOR we believe businesses that strategically adopt AI will replace those that don’t. We help clients cut costs, boost revenue, and accelerate business growth with AI automations. f you’d like to get the newsletter with all the links, tools, ...
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Project Geospatial

Project Geospatial

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Project Geospatial is a non-profit media organization committed to growth, innovation and collaboration among academic, commercial and government partners in the geospatial industry. We believe a revolution is coming in geospatial technology – big data is democratizing, satellites are shrinking, and the science of where has never been more important to the health and future of our planet. We provide a leading voice in geospatial industry trends, insights and cross-industry applications to he ...
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Universal Engineering has become a trusted name in conducting Milestone Inspections in Palm Beach, providing detailed, engineering-driven evaluations for residential and commercial properties. Their team of licensed structural engineers performs thorough assessments of building components—foundations, slabs, columns, beams, and load-bearing walls—ensuring every structure meets required safety benchmarks. Unlike basic visual inspections, Universal Engineering’s milestone process involves data ...
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Data are Sexy Podcast

Tara Kenyon, PhD

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This podcast is for aspiring and established business leaders. In short episodes, we focus on extracting insights from the data fundamental to your business. It's "Data are Sexy" - a show produced by the US-based Tara Kenyon Group. You can also find us in the Podfolio at tarakenyon.com where you'll find me and the work I do in data analytics, risk management, business strategy, and critical thinking. While these fields may not be as sexy or glamorous as Edris Elba or Gal Gadot, I'm deeply pa ...
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Move beyond static dashboards—explore real-time data, hidden insights, and game-changing visualizations from Hopara.io. What if your data wasn’t just numbers on a spreadsheet or static charts on a dashboard? What if it was alive—mappable, explorable, and rich with hidden insights waiting to be uncovered? Seeing Beyond the Dashboard is a show about how we think about data. This series explores how Hopara is transforming real-time data visualization—helping industries like manufacturing, life ...
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Machine learning and artificial intelligence are dramatically changing the way businesses operate and people live. The TWIML AI Podcast brings the top minds and ideas from the world of ML and AI to a broad and influential community of ML/AI researchers, data scientists, engineers and tech-savvy business and IT leaders. Hosted by Sam Charrington, a sought after industry analyst, speaker, commentator and thought leader. Technologies covered include machine learning, artificial intelligence, de ...
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The Everyday AI podcast is a daily livestream, podcast and free newsletter where we help everyday people grow their careers with AI. The Everyday AI podcast is hosted by Jordan Wilson, a former journalist who's now the owner of a boutique digital strategy company with 20 years of martech experience. Our main focus is to help you keep up with AI trends to make your job easier. Get your work done faster. Increase your output. - Sign up for our free Prime Prompt Polish ChatGPT course: https://p ...
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Welcome to the RAIZOR Report for Wednesday December 17th 2025. This podcast explores recent developments in AI, including a Perplexity-Harvard study on AI's role in knowledge-based tasks, AI-driven sales insights from Triple Whale during Black Friday, OpenAI’s GPT Image 1.5 updates for creative industries, and Chunks’ video editing tools for faster…
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Excel Data Visualization & Dashboards: Turn Raw Data into Executive-Ready Stories Excel is the foundational tool for analysis, but simply having data isn't enough; you need to tell the story behind the numbers. In this episode of What's New at CFI on FinPod, CEO Tim Vipond introduces the new Excel Data Visualization and Dashboards course. Learn how…
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FYI -- Today's LinkedIn livestream broke, so you can access the custom instructions here. This is Vibe Coding 001. Have you ever wanted to build your own software or apps that can just kinda do your work for you inside of the LLM you use but don't know where to start? Start here. We're giving it all away and making it as simple as possible, while a…
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In this episode, I sit down with Nadieh Bremer to talk about her new book, Chart, and the creative process behind her data visualization work. We discuss how she structures the book around a spectrum from straightforward charts to full-on data art, and why uncommon chart types can communicate nuance so effectively. Nadieh shares insights from her t…
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Inflation is no longer just a macroeconomic headline; it is a systematic distortion of the corporate financial engine. For finance teams, high inflation makes historical data obsolete and forces a fundamental rewire of capital allocation, debt management, and pricing strategies. In this episode of Corporate Finance Explained on FinPod, we move past…
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ChatGPT ads are coming y'all. 📰 They’re gonna be both crazy intrusive yet also pretty useful. That’s a given. But the real hot take here: personalized ChatGPT ads are actually gonna change how the internet works and conversational commerce is going to be the new norm. Every single company — including yours — is going to have to quickly adapt. We la…
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JavaScript has grown far beyond the browser. It now powers millions of backend systems, APIs, and cloud services through Node.js, which is one of the most widely deployed runtimes on the planet. Keeping such a critical piece of infrastructure fast, secure, and stable is a massive engineering challenge, and the work behind it is often invisible. Raf…
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Today's guest is Kuo Zhang, President of Alibaba.com. Alibaba.com is a global B2B marketplace connecting small and mid-sized businesses with manufacturers and suppliers worldwide. Kuo joins Emerj Editorial Director Matthew DeMello for an exclusive interview following his keynote address at this year's CoCreate event in Las Vegas to discuss how agen…
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Episode Notes Open Source Readiness: https://osr.finos.org/docs/bok/Introduction FINOS AI Governance Framework: https://air-governance-framework.finos.org/ Common Cloud Controls: https://ccc.finos.org/ Get an early-access copy of Risk-First Software Development: https://riskfirst.org/Risk-First-Second-Edition…
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Welcome to the RAIZOR Report for Monday December 22nd 2025. This podcast covers major AI advancements, including a $3 billion consumer spend milestone for the ChatGPT app, new personalization features for user interaction, and the launch of an app store for humanoid robots. Highlights include Yoshua Bengio’s warnings about AI risks, the GENESIS ini…
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A late shift, a phone buzz, and a tag from 50 Cent that changed everything. ADMT sits down with us to share how a year of posting to tiny numbers turned into a viral moment, why the pressure that followed felt heavier than the fame, and how he keeps his feet on the ground while aiming at Wembley. This is a candid story of craft and grit—starting on…
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You're winding down for the year? 🥱 AI had one its biggest weeks yet, so listen up before you clock out. Yeah, we're winding down for the holidays in the U.S. Buuuuuuuut, we had huge releases from OpenAI, a shocking model from Google, and news that Meta maybe going after Nano Banana. Sleep through this week, and you'll wake up in 2026 feeling month…
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We increasingly encounter medieval books as digital facsimiles—zooming in on high-resolution images, clicking through virtual pages, or engaging with interactive displays. But what actually happens when a parchment manuscript is translated into a digital object? How does this change affect our understanding of cultural heritage? In The Digital Medi…
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In this Christmas Special 2025 episode of Betatalks, Rick and Oscar reflect on how AI has moved this year from hype to practical use. They discuss real-world examples, the maturing AI ecosystem, and the challenge of adopting AI at the right time. We want to thank all our guests and listeners for an amazing year, and we hope to see you in 2026. We w…
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How is AI reshaping industries with cost efficiency and trust-building? This episode explores how AI is driving cost efficiency, enhancing trust, and revolutionizing workflows across industries. Key topics include: Google's strategic leadership in AI infrastructure Gemini 3 Flash and its 75% cost reduction Real-time translation breaking language ba…
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Welcome to the RAIZOR Report for Friday December 19th 2025. This episode covers key advancements in AI, including comparisons of Google and ChatGPT's creative models, Stanford's predictions for AI's growing role in healthcare and legal scrutiny, and Box's AI-first strategy for enterprise efficiency. Disney partners with OpenAI for generative conten…
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Jeetu Patel knows a few AI secrets. As the President of one of the largest companies in the world, he's helped pave the AI adoption roadmap. At Cisco, they provide full-stack, enterprise AI solutions spanning infrastructure, security, observability, and operations to the world's largest companies. So naturally, Jeetu could write a legit playbook on…
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Today's guest is Nina Edwards, Vice President of Emerging Technology and Innovation at Prudential Insurance. With decades of experience driving strategy, innovation, and AI-enabled growth at leading financial and consulting firms, Nina brings deep expertise in applied intelligence and emerging technology.​​ Nina joins Emerj Editorial Director Matth…
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This is the final episode of 2026! I hope you have enjoyed the show this year and also hope you have a great holiday season and happy new year. In this episode, I sit down with former Census Bureau Director Rob Santos to talk about the state of federal statistics, what’s threatening the quality and independence of federal data, and why surveys like…
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Welcome to the RAIZOR Report for Thursday December 18th 2025. This episode covers Google and MIT's research on multi-agent AI systems, revealing mixed results based on task type and emphasizing task-specific design. It highlights Google's launch of Gemini Three Flash, an AI model offering faster, cost-efficient performance integrated into Search. A…
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Professional sports franchises are some of the most recognizable brands on earth, yet many operate with negative annual cash flows. This deep dive moves past the scoreboard to explore the "Billion-Dollar Paradox": how trophies worth billions can lose money on paper while their valuations double every decade. The Pillars of Team Revenue Modern sport…
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When it comes to aggregating your data in your charts, it's hard to know what's overkill and what your reader actually needs. Cole Nussbaumer Knaflic and Mike Cisneros have an interesting approach where they want you to start with thinking about your audience and what decisions they need to make based on the chart, and anchor yourself there first. …
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In this partnership episode between Hanselminutes and the ACM Bytecast, Scott talks with Dr. Dawn Song, MacArthur Fellow and leading researcher in computer security and AI and co-director at the Berkeley Center for Responsible Decentralized Intelligence about how privacy-preserving computation, fairness, and accountability can help us design intell…
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Did AI end up being a political force this year? 🤔 Did AI kill start to kill off influencers? Did we achieve AGI in 2025? We take our AI predictions seriously. And in January of this year, we made some kinda hot-take predictions about the above and more. How did we do? Tune in for Part 2 of our 2025 AI Roadmap Rewind as we give a State of AI and se…
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Zachtronics is a legendary independent game studio known for creating intricate, engineering-focused puzzle games that merge logic, creativity, and code. The studio was founded by Zach Barth in 2011, and it has become a cult favorite among programmers and tinkerers alike with titles such as SpaceChem, Infinifactory, TIS-100, and Shenzhen I/O. Most …
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Today's guest is Robert Wenier, Global Head of Cloud and Infrastructure at AstraZeneca. Robert leads enterprise cloud, infrastructure, and platform strategy across a highly regulated, data-intensive global organization. Robert joins Emerj CEO and Head of Research Daniel Faggella to discuss how enterprise data and AI architectures are shifting from …
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Today, we're joined by Aakanksha Chowdhery, member of technical staff at Reflection, to explore the fundamental shifts required to build true agentic AI. While the industry has largely focused on post-training techniques to improve reasoning, Aakanksha draws on her experience leading pre-training efforts for Google’s PaLM and early Gemini models to…
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Don't lie -- when you open ChatGPT, you're looking for a quick copy-and-paste solution. We've all been there. What if I told you that was kinda the worst way possible to use some of the world's most powerful technology. Spoiler alert: it kinda is. Make sure to catch today's episode for some creative frameworks to change how you use LLMs. Creative F…
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Today's guest is Naveen Kumar, Head of Insider Risk, Analytics, and Detection at TD Bank. With deep expertise in financial crime and risk analytics, he offers a frontline view into how regulated institutions manage AI securely at scale. Naveen joins Emerj Editorial Director Matthew DeMello to discuss the foundations required for responsible AI adop…
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Welcome to the RAIZOR Report for Tuesday December 16th 2025. This podcast covers major AI advancements, including Nvidia's Nemotron Three models for agent-based systems, First Voyage's AI-powered Momo Self Care app for habit-building, and Google's Disco for browser-based app creation. Highlights include ElevenLabs and Meta's collaboration on audio …
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In finance, success often means getting bigger, yet time and again, the market cheers when a huge company decides to intentionally break itself up. Why does spinning off a subsidiary so often unlock massive shareholder value? In this episode of Corporate Finance Explained on FinPod, we break down the strategic logic, mechanics, and critical financi…
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We don't do AI predictions lightly. Everyday AI is trusted by millions each year to help guide them through the muddy AI waters. So in the same way you'd want transparency out of your AI models, we're rolling back the clock on our January 2025 AI predictions we dished with our Roadmap Review. We're busting out the receipts. At the time, these AI pr…
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Rivals of Aether and Rivals of Aether II are indie fighting games that combine fast-paced platform combat with elemental-themed characters. The game takes inspiration from Super Smash Bros. and emphasizes skillful movement, tight controls, and competitive balance, making it popular in the fighting game community. Dan Fornace is a game director and …
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Today's guest is Kun He, Lead Scientific Advisor at Bayer Crop Science. He joins Emerj Editorial Director Matthew DeMello to discuss how AI is transforming human talent and workforce development in agricultural manufacturing, balancing data-driven efficiency with the irreplaceable role of human gut instinct. Kun also explores practical takeaways, s…
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In this episode, I’m thrilled to welcome back Duncan Clark from Flourish and Canva to talk about the incredible evolution of both tools over the past few years. We dig into how the Flourish and Canva teams have grown, how they now collaborate, and what that means for users who care about data visualization, storytelling, and workflow. Duncan walks …
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Welcome to the RAIZOR Report for Monday December 15th 2025. This podcast episode covers Google’s Gemini-powered real-time translation feature streaming to standard earbuds, Zoom’s federated AI achieving advanced reasoning benchmarks, and xAI’s partnership with El Salvador to integrate AI into nationwide education. Adobe melds its Creative Cloud too…
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Weird week in AI. 🤪 OpenAI partners with..... Disney? Goofy. Meta might go ..... close source? Avocado. And Adobe's brining Photoshop to..... ChatGPT? Print that. Tons of movement. We've got you covered with this week's AI News That Matters. OpenAI releases GPT-5.2 and teams up with Disney, Trump signs order to stop states from regulating AI, big A…
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Description Nobody expects Batman—but when he shows up in a crowded subway car, are people suddenly more likely to help a passenger in need? This week on Normal Curves, we unpack a recent quasi-experimental field study involving a caped superhero costume, a prosthetic pregnancy belly, and some puzzled Italian commuters. Along the way, we demystify …
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Today's guest is Chris Joynt, Director of Product Marketing at Securiti. Securiti is a leader in AI-powered data security, privacy, and governance across hybrid and multi-cloud environments. Chris joins Emerj Editorial Director Matthew DeMello to explore why trust in data remains the defining challenge for AI in financial services, and how institut…
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How are legal battles and infrastructure shaping the future of AI? Explore how AI is reshaping industries amidst legal battles, infrastructure demands, and new business strategies. Key topics include: Intellectual property disputes and their impact on AI firms Regulatory scrutiny in the U.S. and EU Geopolitical tensions over AI hardware exports Adv…
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Traditional quadrotor drones pose safety concerns with their spinning blades. Cuddle-Fish takes a different approach: a helium-filled soft robot with bio-inspired flapping wings that's safe enough to touch, hug, and interact with physically. In testing with 24 participants, people spontaneously engaged in affective behaviors like patting, stroking,…
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Welcome to the RAIZOR Report for Friday December 12th 2025. This episode covers how AI is driving startup growth while emphasizing security and compliance best practices. Topics include Guru's AI-powered knowledge management, Core Devices' innovative smart ring, and Disney's partnership with OpenAI to bring iconic characters into generative AI. Add…
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AI investments? Everywhere. AI training? ....... 🔭 Why are enterprises so quick to throw insanely large stacks of cash at any AI project or software, but neglect ongoing employee training and education? And what should we do about it? Join us to find out. The AI Training crisis: Why companies are spending money on AI but not educating -- An Everyda…
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Welcome to the RAIZOR Report for Thursday December 11th 2025. This episode covers Microsoft’s GigaTIME AI model revolutionizing cancer research, a new AI standards collaboration by OpenAI, Anthropic, and Block, and a groundbreaking AI hardware startup securing $4.5 billion valuation. Match Group launches Overtone, signaling innovation in relationsh…
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Marcus Fontoura has led engineering teams at IBM, Yahoo, Google, and Microsoft...building the very systems that power our digital lives. Now, as the author of Human Agency in a Digital World, he’s asking a more profound question: how do we stay in charge of the technology we create? Scott and Marcus explore what it means to move from being passenge…
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Inflation is a brutal, immediate pressure point on corporate finance, forcing CFOs and analysts to completely overhaul their operating models. In this episode of Corporate Finance Explained on FinPod, we break down how inflation erodes profit margins, manage debt structures, and the radical countermeasures companies employ to maintain financial res…
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Algorithms and automations have been buds for a decade plus. 🤝 But the old 'smart' automations were rigid. If one thing was wrong, the automation would bust. But with LLM-powered agents? Those automations are different. If something's wrong, the agent might just..... guess. 😳 Weak data = weaker outcomes. Here's how to fix it when agents come first …
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