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Episode Summary:In this episode, Eric Weiss sits down with Andy Ballester, serial entrepreneur and co-founder of GoFundMe and EyePop.ai, to unpack the highs, lows, and lessons of building category-defining startups. Andy shares how an early college job at a software startup sparked his passion for technology, why he bootstrapped GoFundMe into a global fundraising platform, and what it took to scale from two founders to a household brand that processed over a billion dollars in giving.Andy also reveals the insights behind his newest venture, EyePop.ai, a computer vision platform making AI accessible to developers and businesses across industries. He explains how modern visual intelligence can turn everyday images and video into actionable data—from analyzing pickleball swings to inspecting drone footage of rooftops—and why speed, lean teams, and clear product design are essential in today's fast-moving AI landscape.Listeners will learn:How GoFundMe evolved from a simple savings concept into the world's leading personal fundraising site The technical and UX hurdles of early fintech and how Andy's team overcame them Why bootstrapping worked for GoFundMe but venture funding is key for AI startups The critical role of co-founders, emotional resilience, and a “stoic CEO” mindset in surviving the startup grind Practical advice for founders on team building, product iteration, and staying ahead of AI's rapid innovation curve Whether you're a first-time founder, a product leader, or an investor tracking the next wave of AI infrastructure, Andy's journey offers a masterclass in startup strategy, growth, and perseverance. Don't forget to subscribe to the Chaos to Clarity Podcast for more invaluable episodes to help you grow your business and stay ahead of the curve!To reach out to Eric, visit https://chaostoclarity.io/
David Bau is Assistant Professor at Northeastern University and Director of the National Deep Inference Fabric, researching the emergent internal mechanisms of deep generative networks in both Natural Language Processing and Computer Vision. In this week's conversation, Yascha Mounk and David Bau explore the technology behind AI, why it's concerning that so many computer scientists don't understand how it works, and how to embed morals, values, and alignment. If you have not yet signed up for our podcast, please do so now by following this link on your phone. Email: leonora.barclay@persuasion.community Podcast production by Mickey Freeland and Leonora Barclay. Connect with us! Spotify | Apple | Google X: @Yascha_Mounk & @JoinPersuasion YouTube: Yascha Mounk, Persuasion LinkedIn: Persuasion Community Learn more about your ad choices. Visit megaphone.fm/adchoices
Longtime friend of the show Rajiv Shah returns to unpack lessons from a year of building retrieval-augmented generation (RAG) pipelines and reasoning models integrations. We dive into why so many AI pilots stumble, why evaluation and error analysis remain essential data science skills, and why not every enterprise challenge calls for a large language model.Featuring:Rajiv Shah – LinkedIn Daniel Whitenack – Website, GitHub, XUpcoming Events: Join us at the Midwest AI Summit on November 13 in Indianapolis to hear world-class speakers share how they've scaled AI solutions. Don't miss the AI Engineering Lounge, where you can sit down with experts for hands-on guidance. Reserve your spot today!Register for upcoming webinars here!
In this episode, Daniel and Chris are joined by Chris Aquino, software engineer at Thunderbird to hear the story of how they developed a privacy-preserving AI executive assistant. They discuss various design decisions including remote (but confidential) inference, local encryption, and model selection. Chris A. does an amazing job describing the journey from "let the big LLM do everything" to splitting apart the workflow to be handled by multiple models. Featuring:Chris Aquino – LinkedInChris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks: ThunderbirdThunderbird ProSponsors:Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce.Start your one-dollar trial at shopify.com/practicalaiUpcoming Events: Join us at the Midwest AI Summit on November 13 in Indianapolis to hear world-class speakers share how they've scaled AI solutions. Don't miss the AI Engineering Lounge, where you can sit down with experts for hands-on guidance. Reserve your spot today!Register for upcoming webinars here!
This week, host Richard Graves is joined by two leading figures driving innovation in sport: Dr Mackenzie Herzog, VP of Player Health & Safety and Strategic Innovation at the NFL Julie Souza, Global Head of Sports at Amazon Web Services (AWS) Together, they explore the groundbreaking NFL Digital Athlete, a data-driven platform reshaping how the league prevents injuries, enhances performance, and safeguards the long-term health of its players. This episode offers a rare look behind the scenes at how one of the world's biggest sports organisations is using advanced analytics, computer vision, and machine learning to transform player welfare. In this episode, you'll learn: How the NFL Digital Athlete creates a 360° view of every player by combining wearable, video, and performance data The role of AWS in processing 500 million+ data points per week to power injury prevention and performance insights How data modelling led to rule changes like the dynamic kickoff and banning hip-drop tackles to reduce injuries How computer vision is used to track player pose and limb position to identify mechanisms of injury How concussion risk has dropped thanks to position-specific helmets and guardian caps Why player and coach buy-in has been crucial for the success of data-driven safety initiatives How the Digital Athlete model is now influencing college football, global sport, and even other industries About Dr Mackenzie Herzog Dr Mackenzie Herzog is the Vice President of Player Health & Safety and Strategic Innovation at the NFL. She leads the league's efforts to reduce injuries, improve player health outcomes, and integrate cutting-edge technology and analytics into performance and safety strategies. Mackenzie has overseen the creation and implementation of the NFL Digital Athlete, spearheading collaborations with partners such as AWS to harness data for player health and safety advancements across the league. About Julie Souza Julie Souza is the Global Head of Sports at Amazon Web Services (AWS), where she partners with leading sports organisations to leverage cloud technology, machine learning, and data analytics to transform athlete performance, fan engagement, and operational efficiency. Julie has played a pivotal role in AWS's collaboration with the NFL, powering the Digital Athlete platform and pioneering innovations like next-gen stats, optical tracking, and large-scale injury risk modelling. SIGN UP NOW: https://bit.ly/SFSepisode241 Learn Quicker & More Effectively Optimise Your Athletes' Recovery Position Yourself As An Expert To Your Athletes And Naturally Improve Buy-In Reduce Your Athletes' Injury Ratese Save 100's Of Dollars A Year That Would Otherwise Be Spent On Books, Courses And More Improve Your Athletes' Performance Advance Forward In Your Career, Allowing You To Earn More Money And Work With Elite-Level Athletes Save Yourself The Stress & Worry Of Constantly Trying To Stay Up-To-Date With Sports Science Research
In this episode we dive into random topics.The ChallengeYou're at a social event. Someone asks, “So what do you do?” Try explaining construction scheduling without losing them in 10 seconds. That's harder than it sounds. On this episode we wrestle with that exact problem. Along the way, they dive into AI's growing role in project controls, shifting attitudes toward risk analysis, and even the million-dollar jobs emerging in construction tech.Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
What The Tech is back for a new season of innovation insights with leaders across Canada's tech ecosystem. On our return episode, we welcome to the show Leigh Christie, Cofounder of MistyWest. Launched in 2003, MistyWest is an engineering design consultancy that helps create futuristic technologies that enable a healthier planet while bringing prosperity to all humankind. While their primary focus is on projects that advance the UN Sustainable Development Goals, Misty West provides product consulting services to a wide range of industries, from IoT to computer vision systems to battery packs and device packaging. Leigh and his team at MistyWest are also Boast partners who share our vision for helping connect innovators with the resources they need to bring world-changing products to market. I'm thrilled to pick his brain on how he got into the innovation space, what he's seen in the two decades since founding MistyWest and what's on the roadmap.Boast accelerates the success of innovative businesses globally with software that integrates financial, payroll, and engineering data into a single platform of R&D intelligence. Visit Boast.ai, sign up for our Blog newsletter and follow us on LinkedIn for weekly #InnovatorsLive sessions and the latest news to fuel your growth. Intro and Outro music provided by Dennis Ma whose mixes you can find on Soundcloud at DJ DennyDex.
In this episode of OFFBounds, Paula Macaggi sits down with Azita Martin, VP & GM of AI for Retail, CPG, and QSR at NVIDIA, the world's most valuable company. Together they explore how AI is transforming retail, from e-commerce and supply chain optimization to computer vision, robotics, and digital twins. Azita shares real-world examples from companies like L'Oréal, Lowe's, and Yum! Brands, and explains why agentic AI and “Physical AI” will redefine how we shop and experience brands in the years ahead.Understand more how Nvidia supports retailers here: https://www.nvidia.com/en-us/industries/retail/
In this Fully Connected episode, we dig into the recent MIT report revealing that 95% of AI pilots fail before reaching production and explore what it actually takes to succeed with AI solutions. We dive into the importance of AI model integration, asking the right questions when adopting new technologies, and why simply accessing a powerful model isn't enough. We explore the latest AI trends, from GPT-5 to open source models, and their impact on jobs, machine learning, and enterprise strategy. Featuring:Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks: The GenAI Divide: State of AI in Business 2025MIT Report: 95% of generative AI pilots at companies are failingSponsors:Miro – The innovation workspace for the age of AI. Built for modern teams, Miro helps you turn unstructured ideas into structured outcomes—fast. Diagramming, product design, and AI-powered collaboration, all in one shared space. Start building at miro.comShopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce.Start your one-dollar trial at shopify.com/practicalaiUpcoming Events: Join us at the Midwest AI Summit on November 13 in Indianapolis to hear world-class speakers share how they've scaled AI solutions. Don't miss the AI Engineering Lounge, where you can sit down with experts for hands-on guidance. Reserve your spot today!Register for upcoming webinars here!
In this episode we dive into Greg's new Book the Physics of Project Acceleration.The ChallengeThere are 8 types of project acceleration.And 33 techniques to make them real.Most teams only think “crash the path” or “work weekends.” But acceleration isn't about brute force. It's about changing the model first—then making it real.Greg Lawton's new book The Physics of Project Acceleration shows how. One equation. 33 tactics. Some cost, some save, some shift risk. The real constraint isn't math—it's contracts, culture, and trade handoffs.My favorite: the Long-Tail Slicing Sprint. In half a day, you break down the 20 riskiest tasks, tighten handoffs, and prove the gains with Monte Carlo. You don't just go faster—you remove the variance that keeps you slow.When leadership says “pull the date forward,” will you reach for overtime—or a playbook?Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
Mithilfe von KI eine Filmsynchronisation nachbessern oder Science Fiction Figuren mit nur einer Kamera zum Leben erwecken? Mit seinem Team forscht Prof. Christian Theobalt an der Schnittstelle von Computer Vision, Computer Grafik und künstlicher Intelligenz und betreibt Grundlagenforschung für viele Anwendungsbereiche. >> Artikel zum Nachlesen: https://detektor.fm/wissen/ach-mensch-christian-theobalt
Mithilfe von KI eine Filmsynchronisation nachbessern oder Science Fiction Figuren mit nur einer Kamera zum Leben erwecken? Mit seinem Team forscht Prof. Christian Theobalt an der Schnittstelle von Computer Vision, Computer Grafik und künstlicher Intelligenz und betreibt Grundlagenforschung für viele Anwendungsbereiche. >> Artikel zum Nachlesen: https://detektor.fm/wissen/ach-mensch-christian-theobalt
In questa puntata con Gabriele Lombardi, CTO di ArgoVision, esploriamo lo stato dell'arte della computer vision tra approcci classici e deep learning. Parliamo di sfide reali come anomaly detection, few-shot learning e affidabilità in ambito industriale, oltre ai vincoli dell'edge computing su memoria, potenza ed energia e a come testarne modelli e pipeline. Sul fronte ingegneristico, tocchiamo organizzazione dei team R&D e prodotto, codice pulito, CI, toolchain Python e quando ha senso spingersi verso C++ per le performance.
Mithilfe von KI eine Filmsynchronisation nachbessern oder Science Fiction Figuren mit nur einer Kamera zum Leben erwecken? Mit seinem Team forscht Prof. Christian Theobalt an der Schnittstelle von Computer Vision, Computer Grafik und künstlicher Intelligenz und betreibt Grundlagenforschung für viele Anwendungsbereiche. >> Artikel zum Nachlesen: https://detektor.fm/wissen/ach-mensch-christian-theobalt
Daniel and Chris sit with Citadel AI's Rick Kobayashi and Kenny Song and unpack AI safety and security challenges in the generative AI era. They compare Japan's approach to AI adoption with the US's, and explore the implications of real-world failures in AI systems, along with strategies for AI monitoring and evaluation.Featuring:Rick Kobayashi – LinkedInKenny Song – LinkedInChris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:Citadel AIRegister for upcoming webinars here!
In this episode we chat about the future of where we'd like to take the podcast next.The ChallengeReach out and let us know what you'd like to see next.Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
Dan and Chris break down Winning the Race: America's AI Action Plan, issued by the White House in July 2025. Structured as three "pillars" — Accelerate AI Innovation, Build American AI Infrastructure, and Lead in International AI Diplomacy and Security — our dynamic duo unpack the plan's policy goals and its associated suggestions — while also exploring the mixed reactions it's sparked across political lines. They connect the plan to international AI diplomacy and national security interests, discuss its implications for practitioners, and consider how political realities could shape its success in the years ahead. Featuring:Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:Press Release: White House Unveils America's AI Action PlanPaper: America's AI Action PlanSponsors:Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalaiRegister for upcoming webinars here!
Allegra Guinan of Lumiera helps leaders turn uncertainty about AI into confident, strategic leadership. In this conversation, she brings some actionable insights for navigating the hype and complexity of AI. The discussion covers challenges with implementing responsible AI practices, the growing importance of user experience and product thinking, and how leaders can focus on real-world business problems over abstract experimentation.Featuring:Allegra Guinan – LinkedInChris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:LumieraSponsors:Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalaiRegister for upcoming webinars here!
In this episode we dive into construction schedule progressingThe ChallengeA midsize general contractor asks, “Can you build a rock-solid, repeatable schedule-progressing program across every one of our projects?” They juggle different superintendents, uneven data, and scattered PDFs. They want one standard and a clear path to improve it. On the hot seat: Miles Haynes , Senior Scheduler at Oakland Construction and creator of Stride Schedule .Stride replaces those smudged PDFs with a browser-based interface that mirrors the familiar P6 layout, lets supers tap actual dates on the fly, and feeds a clean XML back to the master schedule, no late-night data entry, no guesswork.Click here to update you construction schedule in minutes with Stride.Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
Dan sits down with guests Mark Daniel Ward and Katie Sanders from The Data Mine at Purdue University to explore how higher education is evolving to meet the demands of the AI-driven workforce. They share how their program blends interdisciplinary learning, corporate partnerships, and real-world data science projects to better prepare students across 160+ majors. From AI chatbots to agricultural forecasting, they discuss the power of living-learning communities, how the data mine model is spreading to other institutions and what it reveals about the future of education, workforce development, and applied AI training.Featuring:Mark Daniel Ward – LinkedInKatie Sanders – LinkedInDaniel Whitenack – Website, GitHub, XLinks:The Data MineSponsors:Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalaiRegister for upcoming webinars here!
We unpack how AI is reshaping hiring decisions, shifting job roles, and creating new expectations for professionals — from engineers to marketers. They explore the rise of AI-assisted teams, the growing compensation bubble, why continuous learning is now table stakes, and how some service providers are quietly riding the AI wave.Featuring:Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XSponsors:Outshift by Cisco: AGNTCY is an open source collective building the Internet of Agents. It's a collaboration layer where AI agents can communicate, discover each other, and work across frameworks. For developers, this means standardized agent discovery tools, seamless protocols for inter-agent communication, and modular components to compose and scale multi-agent workflows."Register for upcoming webinars here!
Dan Tadross, Head of Public Sector at Scale AI, joins Mike Shanley to explore what Agentic AI Warfare might look like in the near future. The conversation covers AI interoperability with legacy systems, the evolving landscape of data sources and large language models (LLMs), and the significance of Meta's $13 billion investment in this space. RESOURCES: GovDiscovery AI Federal Capture Support: https://www.govdiscoveryai.com/ Scale LinkedIn: https://www.linkedin.com/company/scaleai/posts/?feedView=all Dan Tadross LinkedIn: https://www.linkedin.com/in/dantadross/ Scale X profile: https://x.com/scale_ai Scale website: https://scale.com Scale YouTube: https://www.youtube.com/@Scale_AI BIOGRAPHY: Dan Tadross is the Head of Public Sector at Scale AI, a dual use technology company that builds the infrastructure for the most ambitious artificial intelligence projects in the world. In this role, Dan oversees all aspects of Scale's support to the U.S. public sector. Prior to Scale, Dan served 12 years on Active Duty in the Marine Corps where he was a founding member of the Joint Artificial Intelligence Center (JAIC), a precursor to the Pentagon's Chief Digital and Artificial Intelligence Office. At the JAIC, Dan established the Joint Warfighting National Mission Initiative and led project Gargoyle, which focused on deploying Computer Vision for enhancing force protection. Prior to the JAIC, Major Tadross, an Air Traffic Control Officer, was hand selected as a member of the Secretary of the Navy's Innovation Advisory Council, where he conducted independent research at the MITRE Corporation on integrating AI into Aviation Command and Control. His previous tours included Marine Air Tactical Command Squadron 18 in Okinawa, Japan where he served as the Senior Air Coordinator and supported exercises in South Korea, the Philippines, and Australia. He has a Bachelor of Science degree in Mechanical Engineering from Old Dominion University and a Masters in Technology Management from Georgetown University. LEARN MORE: Thank you for tuning into this episode of the GovDiscovery AI Podcast with Mike Shanley. You can learn more about working with the U.S. Government by visiting our homepage: Konektid International and GovDiscovery AI. To connect with our team directly, message the host Mike Shanley on LinkedIn. https://www.govdiscoveryai.com/ https://www.konektid.com/ https://www.linkedin.com/in/gov-market-growth/
In this episode we dive into replanning a project.The ChallengeImagine you're working on a small lab renovation, and suddenly it's transformed into an entire building retrofit. Your team's size triples, communication lines multiply, and unexpected utilities pop up everywhere. In this episode, Heather Bemis, registered architect and CEO of SWAP Integration, to navigate through the chaos of managing scope explosions.SWAP IntegrationSWAP PMSWAP on YoutubeContinue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
In this episode, Chris sits down with Igor Nikitin, CEO and co-founder of Nice Technologies, to explore how AI and modern engineering practices are transforming the actuarial field and setting the stage for the future of actuarial modeling. We discuss the introduction of programming into insurance pricing workflows, and how their Python-based calc engine, AI copilots, and DevOps-inspired workflows are enabling actuaries to collaborate more effectively across teams while accelerating innovation. Featuring:Igor Nikitin – LinkedInChris Benson – Website, LinkedIn, Bluesky, GitHub, XLinks:Nice TechnologiesSponsors:Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalai
In this episode of Practical AI, Chris and Daniel explore the fascinating world of agentic AI for drone and robotic swarms, which is Chris's passion and professional focus. They unpack how autonomous vehicles (UxV), drones (UaV), and other autonomous multi-agent systems can collaborate without centralized control while exhibiting complex emergent behavior with agency and self-governance to accomplish a mission or shared goals. Chris and Dan delve into the role of AI real-time inference and edge computing to enable complex agentic multi-model autonomy, especially in challenging environments like disaster zones and remote industrial operations.Featuring:Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:ROS - Robotic Operating SystemGazeboHugging Face Agents CourseSwarm Robotics | WikipediaChris's definition of Swarming:Swarming occurs when numerous independent fully-autonomous multi-agentic platforms exhibit highly-coordinated locomotive and emergent behaviors with agency and self-governance in any domain (air, ground, sea, undersea, space), functioning as a single independent logical distributed decentralized decisioning entity for purposes of C3 (command, control, communications) with human operators on-the-loop, to implement actions that achieve strategic, tactical, or operational effects in the furtherance of a mission.© 2025 Chris BensonSponsors:Outshift by Cisco: AGNTCY is an open source collective building the Internet of Agents. It's a collaboration layer where AI agents can communicate, discover each other, and work across frameworks. For developers, this means standardized agent discovery tools, seamless protocols for inter-agent communication, and modular components to compose and scale multi-agent workflows.
While most people regularly check their blood pressure or glucose, few consider routinely assessing their body's ability to move—and yet, this may be just as crucial to long-term health. Andrew Menter, CEO of Physmodo, joined Peter Bowes to explore the software company's mission to raise the profile of movement as a vital sign of good health. Andrew shares his personal journey from a career in law and finance to entrepreneurship in movement science, motivated in part by his athletic pursuits and the injuries that accompanied them. He discusses Physmodo's innovative use of computer vision technology, enabling self-assessment of mobility and posture via simple smartphone or tablet tools—making this once-specialized information accessible to everyone, not just elite athletes. He highlights the power of early intervention, the surprising ways movement influences sleep and mental health, and the growing importance of personalized preventive care. PartiQlar supplementsEnhance your wellness journey with PartiQlar supplements. No magic formulas, just pure single ingredients, like NMN, L-Glutathione, Spermidine, Resveratrol, TMG and Quercetin. Get a 15% discount with the code MASTERAGING15 at PartiQlarSupport the showThe Live Long and Master Aging (LLAMA) podcast, a HealthSpan Media LLC production, shares ideas but does not offer medical advice. If you have health concerns of any kind, or you are considering adopting a new diet or exercise regime, you should consult your doctor.
In this episode we dive into schedule architecture.The ChallengeYour new project is drowning in Primavera files, ad-hoc Power BI dashboards, and a jungle of activity codes no one can explain. Chaos thrives, reports crawl, and leadership wants answers yesterday. On this episode of Beyond Deadlines, co-hosts Micah Piippo and Greg Lawton ask a simple question: How do we fix the architecture behind our schedules? Their mission, turn disorder into a streamlined system any scheduling team can run.Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
In the first episode of an "AI in the shadows" theme, Chris and Daniel explore the increasing concerning world of agentic misalignment. Starting out with a reminder about hallucinations and reasoning models, they break down how today's models only mimic reasoning, which can lead to serious ethical considerations. They unpack a fascinating (and slightly terrifying) new study from Anthropic, where agentic AI models were caught simulating blackmail, deception, and even sabotage — all in the name of goal completion and self-preservation. Featuring:Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:Agentic Misalignment: How LLMs could be insider threatsHugging Face Agents CourseRegister for upcoming webinars here!
In this episode, we sit down with Joey Conway to explore NVIDIA's open source AI, from the reasoning-focused Nemotron models built on top of Llama, to the blazing-fast Parakeet speech model. We chat about what makes open foundation models so valuable, how enterprises can think about deploying multi-model strategies, and why reasoning is becoming the key differentiator in real-world AI applications.Featuring:Joey Conway – LinkedInChris Benson – Website, LinkedIn, Bluesky, GitHub, XLinks:Llama Nemotron UltraNVIDIA Llama Nemotron Ultra Open Model Delivers Groundbreaking Reasoning AccuracyIndependent analysis of AIParakeet ModelParakeet LeaderboardTry the Llama-3.1-Nemotron-Ultra-253B-v1 model here and here
Can AI-driven autonomy reduce harm, or does it risk dehumanizing decision-making? In this “AI Hot Takes & Debates” series episode, Daniel and Chris dive deep into the ethical crossroads of AI, autonomy, and military applications. They trade perspectives on ethics, precision, responsibility, and whether machines should ever be trusted with life-or-death decisions. It's a spirited back-and-forth that tackles the big questions behind real-world AI.Featuring:Chris Benson – Website, GitHub, LinkedIn, XDaniel Whitenack – Website, GitHub, XLinks:The Concept of "The Human" in the Critique of Autonomous WeaponsOn the Pitfalls of Technophilic Reason: A Commentary on Kevin Jon Heller's “The Concept of ‘the Human' in the Critique of Autonomous Weapons”Sponsors:Outshift by Cisco: AGNTCY is an open source collective building the Internet of Agents. It's a collaboration layer where AI agents can communicate, discover each other, and work across frameworks. For developers, this means standardized agent discovery tools, seamless protocols for inter-agent communication, and modular components to compose and scale multi-agent workflows.
In this conversation, we dive into the world of AI, tech innovation, and data annotation with Michael Abramov, the CEO and Co-Founder of Keymakr and Keylabs.ai. With experience in R&D management and data collection, Michael became a software engineer with one goal in mind: to make a meaningful impact with his work. Whether he's working in agriculture or the automotive industry, he's on a mission to drive technological advancements and breakthroughs in creative ways… Keymakr was founded in 2015 as a response to a need for high-quality and affordable training data for computer vision-based AI. Now, they're developing annotation tools and data collection technology to help their partners and clients in Computer Vision create innovative models. Keylabs is a state-of-the-art data annotation platform that uses built-in machine learning and efficient operation management to enhance data interpretation. Designed for optimal results, its advanced algorithms are practical for a diverse range of industries, including medicine, automotive, and security. Click play to find out: What data annotation means in the context of Computer Vision. How boundaries of right and wrong are established within AI systems. Examples of data poisoning and its impact on the accuracy of AI tools. You can connect with Michael by visiting his LinkedIn! Episode also available on Apple Podcasts: http://apple.co/30PvU9C
Welcome to B The Way Forward Interludes - a series of conversations that don't necessarily fit in our regular season, but are just too good to not share. Heard something about AI Lately? Have those two letters shown up in just about every app you use - whether you want them to or not? Yeah. Same. These days, it seems like you can't go an hour without hearing that Artificial Intelligence is going to radically remake our world. But… is it? There's so much hype it can be hard to really know what people even mean when they say AI. It can't all be ChatGPT helping you with cover letters and AI-generated images of the Balenciaga Pope, can it? Dr. Timnit Gebru is one of the voices speaking loudly and honestly about AI outside of the Big Tech hype bubble. And she has the bonafides to back that up. Timnit holds a BA, Masters and a PhD in Electrical Engineering and Computer Vision from Stanford. Plus, She co-led Google's Ethical AI research team… until, in 2020, she and her co-lead sounded the alarm about the potential harms of large language models in a paper they titled “On the Dangers of Stochastic Parrots: Can Language Models Be Too Big.” That paper led to an abrupt end to her time at Google. But Timnit hasn't stopped working on how AI and Machine Learning can be developed in ways that serve all communities - most recently as the co-founder and Executive Director of DAIR. In part 1 of our 2-part conversation, we talk about what AI is and isn't, the difference between AI summers and AI winters, and why bigger isn't always better when it comes to language Models. For more, check out Timnit and her work... On Bluesky - @timnitgebru.bsky.social On Mastodon - @timnitGebru@dair-community.social On LinkedIn - /timnit-gebru-7b3b407 On X - @timnitGebru And read Timnit, and Emily M. Bender's paper, “On the Dangers of Stochastic Parrots: Can Language Models Be Too Big.” --- At AnitaB.org, our mission is to enable and equip women technologists with the tools, resources, and knowledge they need to thrive. Through innovative programs and initiatives, we empower women to chart new paths, better prepared to lead, advance, and achieve equitable compensation. Because when women succeed, they uplift their communities and redefine success on their terms, both professionally and personally. --- Connect with AnitaB.org Instagram - @anitab_org Facebook - /anitab.0rg LinkedIn - /anitab-org On the web - anitab.org --- Our guests contribute to this podcast in their personal capacity. The views expressed in this interview are their own and do not necessarily represent the views of Anita Borg Institute for Women and Technology or its employees (“AnitaB.org”). AnitaB.org is not responsible for and does not verify the accuracy of the information provided in the podcast series. The primary purpose of this podcast is to educate and inform. This podcast series does not constitute legal or other professional advice or services. --- B The Way Forward Is… Hosted and Executive Produced by Brenda Darden Wilkerson. Produced by Avi Glijansky Associate Produced by Kelli Kyle Sound design and editing by Ryan Hammond Mixing and mastering by Julian Kwasneski Additional Producing help from Faith Krogulecki Operations Coordination for AnitaB.org by Quinton Sprull. Creative Director for AnitaB.org is Deandra Coleman Executive Produced by Dominique Ferrari, Stacey Book, and Avi Glijansky for Frequency Machine Photo of Brenda Darden Wilkerson by Mandisa Media ProductionsFor more ways to be the way forward, visit AnitaB.org
In this episode we dive into leaving your job to start your own company.The ChallengeDo you stay in the comfort of a well-paid corporate role or step into the unknown as an independent consultant? That question keeps many seasoned construction schedulers up at night. In this episode of the Beyond Deadlines podcast, host Greg Lawton CEO of the AI scheduling platform Nodes & Links puts veteran planner Micah Piippo in the hot seat to unpack his own leap from a global tech giant to a one-man consultancy. Their candid exchange pulls back the curtain on risk, reward, and the realities that never show up on LinkedIn.Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
From detecting defects at the source to inventory counting and tracking, Roboflow's platform can be deployed via smart cameras to deliver actionable insights on the shop floor. We're joined by Daniel Bender, Product Specialist at Roboflow, to explore how their customizable computer vision platform is helping companies extract real-time data from their environments.Sponsored By:
It seems like we are bombarded by news about millions of dollars pouring into AI startups, which have crazy valuations. In this episode, Chris and Dan dive deep into the highs, lows, and hard choices behind funding an AI startup. They explore early bootstrapping, the transition to venture capital, and what it's like to trade in code commits for investor decks. Featuring:Chris Benson – Website, GitHub, LinkedIn, XDaniel Whitenack – Website, GitHub, XLinks:Builder.ai Collapses: $1.5bn 'AI' Startup Exposed as 'Actually Indians' Pretending to Be BotsSponsors:Miro: Feeling overwhelmed by AI? Miro brings clarity by combining human creativity with intelligent tools to help teams get great work done. Learn more at miro.com.
In this episode of the Additive Snack Podcast, host Fabian Alefeld interviews Alex Oster, Director of Additive Manufacturing at Autodesk. The conversation spans Alex's journey from his early career in 1998 in Bavaria to his current influential role at Autodesk. They delve into the evolution of the additive manufacturing industry, from its early days to the current market dynamics and innovations, including the impact of AI and simulation technologies. Alex shares stories from his time at FIT and Netfabb, including the challenges and innovations they faced. He explains Autodesk's strategy of integrating specialized tools into one cohesive platform, Fusion 360, which offers comprehensive solutions for both industrial and mass-market applications. They also discuss the crucial role of workforce development and the importance of making advanced manufacturing tools accessible to students and professionals. The episode concludes with thoughts on the future of additive manufacturing and the impact of AI on the industry. 01:09 Alex's Journey into Additive Manufacturing 02:32 Early Industry Challenges and Innovations 07:29 Growth and Development of NetFabb 12:16 Impact of FDM Revolution 21:32 Autodesk Acquisition and Integration 30:13 Fusion 360: A Comprehensive Tool 37:31 Workforce Development and Industry Adoption 47:15 The Rise of Low-Cost Machines 48:29 The Evolution of Metal Additive Manufacturing 49:43 Western Machine Vendors and Market Dynamics 50:03 High-End Custom Machines and Industry Trends 53:49 AI's Role in Additive Manufacturing 54:44 Autodesk's Product Strategy and Market Position 56:52 Simulation and Surrogate Modeling 01:10:01 Challenges in Polymer Simulation 01:11:30 AI and Computer Vision in Manufacturing 01:14:30 The Future of Manufacturing Integration
In this episode, host Frank La Vigne is joined by Amir Berman, VP of Industry Transformation at Buildots, to explore how AI, computer vision, and cutting-edge analytics are revolutionizing the construction industry. Forget everything you thought you knew about dusty blueprints and endless delays—Amir shares how technology is helping build smarter, safer, and more efficient job sites. From real-time progress tracking with 360° cameras to predictive analytics that keep billion-dollar projects on schedule, this conversation uncovers how digital transformation is reshaping one of the world's oldest industries. Whether you're a tech fanatic, data enthusiast, or just curious about how skyscrapers go from chaos to code, this episode builds a compelling case for the power of AI in construction. Grab your virtual safety goggles—let's get hands-on with the future of building.Linkshttps://buildots.com/http://thedatadrivenbook.com/Timestamps00:00 Construction's Digital Transformation Insights09:15 Tech Vendors: Respect Contractors' Limits14:23 "Technology Enhances Construction Oversight"17:03 "Rewiring Minds: Tech Enhances Performance"27:25 Predictive Analytics Exposes Construction Delays28:19 Proactive Problem-Solving in Construction38:31 Tech-Enhanced Workforce Retention Strategy40:28 AI for Pipeline Problem Mitigation45:14 "From Flash to Data Analytics"52:24 The Innovator's Dilemma Explained54:56 Embracing AI After Windows Mobile Flop01:00:29 "Smart Construction with Computer Vision"
An recent article in Variety was titled: "Sylvester Stallone-Backed Largo.ai Teams With Brilliant Pictures for ‘World's First Fully AI-Automated Film Company'". Obviously this caught our attention! We sit down with Sami Arpa, CEO of Largo.ai, to unpack how films are developed, funded, and brought to life using AI. We discover how tools like script analysis, financial forecasting, and digital twins are helping creators and studios make smarter decisions. Featuring:Sami Arpa – LinkedInDaniel Whitenack – Website, GitHub, XLinks:Largo AISylvester Stallone-Backed Largo.ai Teams With Brilliant Pictures for ‘World's First Fully AI-Automated Film Company' Sponsors:Outshift by Cisco: AGNTCY is an open source collective building the Internet of Agents. It's a collaboration layer where AI agents can communicate, discover each other, and work across frameworks. For developers, this means standardized agent discovery tools, seamless protocols for inter-agent communication, and modular components to compose and scale multi-agent workflows.
This Week in Machine Learning & Artificial Intelligence (AI) Podcast
Today, we're joined by Jason Corso, co-founder of Voxel51 and professor at the University of Michigan, to explore automated labeling in computer vision. Jason introduces FiftyOne, an open-source platform for visualizing datasets, analyzing models, and improving data quality. We focus on Voxel51's recent research report, “Zero-shot auto-labeling rivals human performance,” which demonstrates how zero-shot auto-labeling with foundation models can yield to significant cost and time savings compared to traditional human annotation. Jason explains how auto-labels, despite being "noisier" at lower confidence thresholds, can lead to better downstream model performance. We also cover Voxel51's "verified auto-labeling" approach, which utilizes a "stoplight" QA workflow (green, yellow, red light) to minimize human review. Finally, we discuss the challenges of handling decision boundary uncertainty and out-of-domain classes, the differences between synthetic data generation in vision and language domains, and the potential of agentic labeling. The complete show notes for this episode can be found at https://twimlai.com/go/735.
In this episode we dive into landing your next job with powerful interview secrets. The ChallengeTransitioning from a senior scheduling role at a general contractor to an owner's position at a major tech company like Google can be daunting. Schedulers must not only demonstrate technical proficiency but also navigate the shift in perspective from contractor-focused to owner-centric scheduling. In this hypothetical challenge, Greg Lawton navigates an interview conducted by Micah Piippo, highlighting critical strategies schedulers must understand, such as managing stakeholders, adapting to different corporate cultures, and influencing decision-making processes effectively.Continue LearningCheck out our new book The Critical Path Career: How to Advance in Construction Planning and SchedulingSubscribe to the Beyond Deadlines Email NewsletterSubscribe to the Beyond Deadlines Linkedin NewsletterCheck Out Our YouTube Channel.ConnectFollow Micah, Greg, and Beyond Deadlines on LinkedIn.Beyond DeadlineIt's time to raise your career to new heights with Beyond Deadlines, the ultimate destination for construction planners and schedulers. Our podcast is designed to be your go-to guide whether you're starting out in this dynamic field, transitioning from another sector, or you're a seasoned professional. Through our cutting-edge content, practical advice, and innovative tools, we help you succeed in today's fast-evolving construction planning and scheduling landscape without relying on expensive certifications and traditional educational paths. Join us on Beyond Deadlines, where we empower you to shape the future of construction planning and scheduling, making it more efficient, effective, and accessible than ever before.About MicahMicah, the CEO of Movar US is an Intel and Google alumnus, champions next-gen planning and scheduling at both tech giants. Co-founder of Google's Computer Vision in Construction Team, he's saved projects millions via tech advancements. He writes two construction planning and scheduling newsletters and mentors the next generation of construction planners. He holds a Master of Science in Project Management, Saint Mary's University of Minnesota.About GregGreg, an Astrophysicist turned project guru, managed £100M+ defense programs at BAE Systems (UK) and advised on international strategy. Now CEO at Nodes and Links, he's revolutionizing projects with pioneering AI Project Controls in Construction. Experience groundbreaking strategies with Greg's expertise.Topics We Coverchange management, communication, construction planning, construction, construction scheduling, creating teams, critical path method, cpm, culture, KPI, microsoft project, milestone tracking, oracle, p6, project planning, planning, planning engineer, pmp, portfolio management, predictability, presenting, primavera p6, project acceleration, project budgeting, project controls, project management, project planning, program management, resource allocation, risk management, schedule acceleration, scheduling, scope management, task sequencing, construction, construction reporting, prefabrication, preconstruction, modular construction, modularization, automation, Power BI, dashboard, metrics, process improvement, reporting, schedule consultancy, planning consultancy, material management
Chong Shen from Flower Labs joins us to discuss what it really takes to build production-ready federated learning systems that work across data silos. We talk about the Flower framework and it's architecture (supernodes, superlinks, etc.), and what makes it both "friendly" and ready for real enterprise environments. We also explore how the generative Generative AI boom is reshaping Flower's roadmap.Featuring:Chong Shen Ng – LinkedInChris Benson – Website, GitHub, LinkedIn, XDaniel Whitenack – Website, GitHub, XEpisode links:The future of AI training is federatedDeepLearning.ai short course on Federated Learning with FlowerFlower MonthlyFederated Learning in AutomotiveFederated AI in FinanceFederated Learning in HealthcareFederated AI on IoT SystemsFlowerTune LLM LeaderboardFlower IntelligenceGitHubSlackFlower DiscussCheck out upcoming webinars!Sponsors:NordLayer is toggle-ready network security built for modern businesses—combining VPN, access control, and threat protection in one platform that deploys in under 10 minutes with no hardware required. It's built on Zero Trust architecture with granular access controls, so only the right people access the right resources, and it scales effortlessly as your team grows. Get up to 32% off yearly plans with code practically-10 at nordlayer.com/practicalai - 14-day money-back guarantee included.
(3:08) - A new way of seeing, a new way of computingThis episode was brought to you by Mouser, our favorite place to get electronics parts for any project, whether it be a hobby at home or a prototype for work. Click HERE to learn more about the role of optical sensors in the tech that makes our daily lives seamless and accessible! Become a founding reader of our newsletter: http://read.thenextbyte.com/ As always, you can find these and other interesting & impactful engineering articles on Wevolver.com.
In this first of a two part series of episodes on federated learning, we dive into the evolving world of federated learning and distributed AI frameworks with Patrick Foley from Intel. We explore how frameworks like OpenFL and Flower are enabling secure, collaborative model training across silos, especially in sensitive fields like healthcare. The conversation touches on real-world use cases, the challenges of distributed ML/AI experiments, and why privacy-preserving techniques may become essential for deploying AI to production.Featuring:Patrick Foley – LinkedInChris Benson – Website, GitHub, LinkedIn, XDaniel Whitenack – Website, GitHub, XLinks:IntelOpenFLSponsors:NordLayer is a toggle-ready network security platform built for modern businesses. It combines VPN, access control, and threat protection in one easy-to-use platform. No hardware. No complex setup. Just secure connection and full control—in less than 10 minutes. Up to 22% off NordLayer yearly plans plus 10% on top with the coupon code practically-10.
Getting AI Apps Past the Demo // MLOps Podcast #319 with Vaibhav Gupta, CEO of BoundaryML.Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter // AbstractIt's been two years, and we still seem to see AI disproportionately more in demos than production features. Why? And how can we apply engineering practices we've all learned in the past decades to our advantage here?// BioVaibhav is one of the creators of BAML and a YC alum. He spent 10 years in AI performance optimization at places like Google, Microsoft, and D.E. Shaw. He loves diving deep and chatting about anything related to Gen AI and Computer Vision!// Related LinksWebsite: https://www.boundaryml.com/~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExploreJoin our Slack community [https://go.mlops.community/slack]Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://go.mlops.community/linkedin)] Sign up for the next meetup: [https://go.mlops.community/register]MLOps Swag/Merch: [https://shop.mlops.community/]Connect with Demetrios on LinkedIn: /dpbrinkmConnect with Vaibhav on LinkedIn: /vaigupTimestamps:[00:00] Vaibhav's preferred coffee[00:38] What is BAML[03:07] LangChain Overengineering Issues[06:46] Verifiable English Explained[11:45] Python AI Integration Challenges[15:16] Strings as First-Class Code[21:45] Platform Gap in Development[30:06] Workflow Efficiency Tools[33:10] Surprising BAML Insights[40:43] BAML Cool Projects[45:54] BAML Developer Conversations[48:39] Wrap up
Loïc Houssier, Head of Engineering at Superhuman, joins us to discuss how AI and LLMs are reshaping the email experience. He highlights challenges related to the variability of user prompts and infrastructure optimization. Loïc emphasizes that a deep focus on user experience and real human workflows is key to building AI tools people actually love to use.Featuring:Loïc Houssier – LinkedInChris Benson – Website, GitHub, LinkedIn, XDaniel Whitenack – Website, GitHub, XLinks:SuperhumanReferral Code for a Free monthSponsors:Outshift by Cisco – AGNTCY is an open source collective building the Internet of Agents. It's a collaboration layer where AI agents can communicate, discover each other, and work across frameworks. For developers, this means standardized agent discovery tools, seamless protocols for inter-agent communication, and modular components to compose and scale multi-agent workflows.
In this episode, Jeff Utecht explores the transformative impact of AI in Career and Technical Education (CTE) classrooms, particularly in construction and welding. He discusses how generative AI tools can enhance learning and efficiency, providing real-world applications and examples. The conversation emphasizes the importance of preparing students for a future where AI plays a crucial role in skilled trades, highlighting the need for critical thinking and verification of AI-generated information. Chapters 00:00 AI in CTE Classrooms: A New Era 04:49 Generative AI in Construction and Welding 10:03 Building Information Management Software 14:45 Computer Vision in Welding Education 19:55 Preparing Students for the Future of Trades Takeaways AI is revolutionizing CTE classrooms, making learning more interactive. Generative AI can optimize construction designs and processes. Students must learn to verify AI-generated information. There is a significant shortage of skilled labor in construction. AI tools can provide instant feedback in welding education. Building Information Management (BIM) software is essential for modern construction. Computer vision technology can enhance quality control in welding. Educators should pilot AI tools in their classrooms. Safety and critical thinking are paramount when using AI. Preparing students for the future of trades is essential.
Henry Abbott, former ESPN journalist, basketball expert, and author of the highly anticipated book "Ballistic: The New Science of Injury-Free Athletic Performance," details how advanced biomechanical analysis can help prevent athletic injuries. Abbott explains the significance of movement patterns, particularly how techniques used by elite athletes at the Peak Performance Project (P3) in Santa Barbara can be applied to everyday people. The conversation covers various topics, including plyometrics, the importance of hip stability and mobility, and the potential for new technologies like AI and computer vision to bring these advanced assessments and training techniques to a wider audience. The episode is rich in practical advice for maintaining physical health and mobility through a lifelong commitment to better movement practices.
Dr. Hoffman continues his conversation with Henry Abbott, former ESPN journalist, basketball expert, and author of "Ballistic: The New Science of Injury-Free Athletic Performance."
How can computer vision and AI reshape the future of coaching, player development, and fan engagement in sports? In today's episode of Tech Talks Daily, I sit down with Lauren Pedersen, CEO and co-founder of Sport AI, to explore how AI brings advanced sports analysis to athletes and coaches everywhere, not just to elite professionals. Lauren shares the inspiring journey that led her from New Zealand to Norway and from NCAA Division 1 tennis player to tech entrepreneur. Sport AI is leading a movement to democratize access to professional-grade coaching tools, offering real-time tactical and technical analysis in racket sports like tennis, paddle, and pickleball. Using computer vision to track body movement and ball contact points from video alone without the need for wearables, Sport AI delivers data-backed insights directly to coaches and players through integrations with camera-enabled courts and coaching platforms. We also dive into how Sport AI's technology serves sports organizations, academies, equipment brands, and broadcasters, providing valuable performance data and creating new revenue streams for local clubs. Lauren talks about the balance between AI and human coaching, how AI enhances but never replaces the coach's role, and why social engagement and player empowerment are at the heart of this sports technology evolution. Lauren's vision stretches beyond racket sports, hinting at future expansions into golf, basketball, and baseball, wherever repetitive motion training can benefit from biomechanical analysis. As the sports world embraces AI and camera technology at scale, what does this mean for the future of training, competition, and how athletes of all levels experience the game? Tune in to learn how Sport AI makes advanced sports insights accessible to all and what lies ahead for this exciting intersection of sports and technology.