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Dan and Chris sit down (again) with Jared Zoneraich, co-founder and CEO of PromptLayer, to discuss how prompt engineering has evolved into context engineering (and while loops with tool calls). Jared shares insights on building flexible AI applications, managing tool calls, testing and versioning prompts, and empowering both technical and non-technical users in AI development. Along the way, they dive into coding agents and the “crawl-walk-run” approach to AI deployment.Featuring: Jared Zoneraich – LinkedInChris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:PromptLayerUpcoming 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!
If/Then: Research findings to help us navigate complex issues in business, leadership, and society
This week on If/Then, we're sharing an episode of What's Your Problem?, a show from Pushkin Industries where entrepreneurs, engineers, and scientists talk about the future they're trying to build—and the problems they must solve to get there. Hosted by former Planet Money co-host Jacob Goldstein, each conversation explores the challenges and breakthroughs shaping the next wave of innovation.In this episode, Goldstein speaks with Fei-Fei Li, Stanford computer scientist, former Chief Scientist of AI and Machine Learning at Google, and one of the most influential figures in the field of computer vision. Li reflects on her pioneering work developing ImageNet, the massive dataset that helped spark the modern AI revolution, and the “north star” questions that have guided her research from neuroscience to machine learning.Together, they trace how a single insight about how humans see the world led to a paradigm shift in artificial intelligence—and how Li's vision continues to shape the way we teach machines to see, learn, and collaborate with us.More Resources: • Fei Fei Li • Stanford Institute for Human-Centered Artificial Intelligence (HAI) • ImageNet • What's Your Problem?If/Then is a podcast from Stanford Graduate School of Business that examines research findings that can help us navigate the complex issues we face in business, leadership, and society.Chapters: (00:00:00) Introducing “What's Your Problem?” Kevin Cool introduces the Pushkin Industries podcast hosted by Jacob Goldstein.00:00:45 — What Is Computer Vision? Jacob Goldstein and Fei-Fei Li explain how machines learn to see and interpret images.00:03:18 — Real-World Uses of AI Vision Li shares examples from healthcare, robotics, and environmental science.00:05:06 — Discovering the Science of SeeingHow human vision research inspired Li's lifelong “north star” in AI.00:09:56 — Creating ImageNet Li builds a massive image database that transforms computer vision research.00:13:29 — Defining 30,000 Visual Concepts How cognitive science helped shape ImageNet's massive scale.00:16:41 — Building the Dataset by HandLi's team uses global crowdsourcing to label millions of images.00:19:38 — The 2012 Breakthrough Jeff Hinton's neural network shatters records and sparks the deep learning era.00:22:19 — Data Meets Hardware Li reflects on how big data and GPUs converged to power modern AI.00:24:55 — Lightning Round with Fei-Fei Li Quick insights on resilience, mentorship, and the future of human-AI collaboration.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
In this episode we dive into Schedule HealthThe ChallengeYou're handed a live project and a plan that “passes DCMA,” yet dates keep slipping and no one trusts the critical path. On this episode of Beyond Deadlines, we tackle the core challenge: what “schedule health” really means and how to use it to drive real predictability.We discuss why a schedule is more than a spreadsheet of tasks, it's an algorithm that models intent and execution and how the best schedulers blend data checks with field truth to build trust and precision in project delivery.Continue LearningCheck out our 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 fully connected episode, Daniel and Chris explore the emerging concept of tiny recursive networks introduced by Samsung AI, contrasting them with large transformer based models. They explore how these small models tackle reasoning tasks with fewer parameters, less data, and iterative refinement, matching the giants on specific problems. They also discuss the ethical challenges of emotional manipulation in chatbots.Featuring: Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:Less is More: Recursive Reasoning with Tiny NetworksResearchers detail 6 ways chatbots seek to prolong ‘emotionally sensitive events'Sponsors:Outshift by Cisco - The open source collective building the Internet of Agents. Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale. Identity, communication protocols, and modular workflows—all in one global collaboration layer. Start building at AGNTCY.org.Fabi.ai - The all-in-one data analysis platform for modern teams. From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more. Built-in Python and AI assistance help you move fast, then publish interactive dashboards or automate insights delivered straight to Slack, email, spreadsheets or wherever you need to share it. Learn more and get started for free at fabi.aiMiro – 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.comUpcoming 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!
Apple's reported acquisition of Prompt.ai's team/IP drew thoughts from the MacVoices panel about what it could mean for computer vision across Face ID, HomeKit, a rumored HomePod with a screen, and even a home robot. Chuck Joiner, Dave Ginsburg, Brian Flanigan-Arthurs, Jim Rea, Marty Jencius, and Norbert Frassa debate Apple's new $2M bug bounty—promise vs. payout history—then note Piper Sandler data showing 87% of teens own iPhones. Finally, they discuss Apple's lawsuit against John Prosser over iOS 26 leaks and the risks of ignoring the case. MacVoices is supported by SurfShark. Go to https://surfshark.com/macvoices or use code macvoices at checkout to get 4 extra months of Surfshark VPN! Show Notes: Chapters: [0:00] Opening, topics overview [1:36] Apple's reported Prompt.ai acquisition: team vs. IP [2:24] Where vision could land: Face ID, HomeKit, HomePod with screen, home robot [5:55] New $2M bug bounty: incentives, trust, and payout skepticism [10:29] Arms race: tougher exploits, higher rewards [11:12] Sponsor message – Surfshark [12:49] Teens & iPhones: 87% ownership, upgrade intent [16:48] Apple vs. John Prosser lawsuit over iOS 26 leaks [20:14] Public interest vs. leaking: ethics and consequences [21:31] Closing notes Links: Apple Close to Deal to Acquire Team and Tech from Computer Vision Startup Prompt AI https://www.mactrast.com/2025/10/apple-close-deal-to-acquire-team-and-tech-from-computer-vision-startup-prompt-ai/ Apple Announces $2 Million Bug Bounty Reward for the Most Dangerous Exploits https://www.wired.com/story/apple-announces-2-million-bug-bounty-reward/ Survey: Eighty-seven percent of teens report they own an iPhone https://appleworld.today/2025/10/survey-eighty-seven-percent-of-teens-report-they-own-an-iphone/ Here's the Latest on Apple Suing Jon Prosser Over iOS 26 Leaks https://www.macrumors.com/2025/10/11/apple-jon-prosser-lawsuit-latest-updates Guests: Brian Flanigan-Arthurs is an educator with a passion for providing results-driven, innovative learning strategies for all students, but particularly those who are at-risk. He is also a tech enthusiast who has a particular affinity for Apple since he first used the Apple IIGS as a student. You can contact Brian on twitter as @brian8944. He also recently opened a Mastodon account at @brian8944@mastodon.cloud. Norbert Frassa is a technology “man about town”. Follow him on Twitter and see what he's up to. David Ginsburg is the host of the weekly podcast In Touch With iOS where he discusses all things iOS, iPhone, iPad, Apple TV, Apple Watch, and related technologies. He is an IT professional supporting Mac, iOS and Windows users. Visit his YouTube channel at https://youtube.com/daveg65 and find and follow him on Twitter @daveg65 and on Mastodon at @daveg65@mastodon.cloud. Dr. Marty Jencius has been an Associate Professor of Counseling at Kent State University since 2000. He has over 120 publications in books, chapters, journal articles, and others, along with 200 podcasts related to counseling, counselor education, and faculty life. His technology interest led him to develop the counseling profession ‘firsts,' including listservs, a web-based peer-reviewed journal, The Journal of Technology in Counseling, teaching and conferencing in virtual worlds as the founder of Counselor Education in Second Life, and podcast founder/producer of CounselorAudioSource.net and ThePodTalk.net. Currently, he produces a podcast about counseling and life questions, the Circular Firing Squad, and digital video interviews with legacies capturing the history of the counseling field. This is also co-host of The Vision ProFiles podcast. Generally, Marty is chasing the newest tech trends, which explains his interest in A.I. for teaching, research, and productivity. Marty is an active presenter and past president of the NorthEast Ohio Apple Corp (NEOAC). Jim Rea built his own computer from scratch in 1975, started programming in 1977, and has been an independent Mac developer continuously since 1984. He is the founder of ProVUE Development, and the author of Panorama X, ProVUE's ultra fast RAM based database software for the macOS platform. He's been a speaker at MacTech, MacWorld Expo and other industry conferences. Follow Jim at provue.com and via @provuejim@techhub.social on Mastodon. Support: Become a MacVoices Patron on Patreon http://patreon.com/macvoices Enjoy this episode? Make a one-time donation with PayPal Connect: Web: http://macvoices.com Twitter: http://www.twitter.com/chuckjoiner http://www.twitter.com/macvoices Mastodon: https://mastodon.cloud/@chuckjoiner Facebook: http://www.facebook.com/chuck.joiner MacVoices Page on Facebook: http://www.facebook.com/macvoices/ MacVoices Group on Facebook: http://www.facebook.com/groups/macvoice LinkedIn: https://www.linkedin.com/in/chuckjoiner/ Instagram: https://www.instagram.com/chuckjoiner/ Subscribe: Audio in iTunes Video in iTunes Subscribe manually via iTunes or any podcatcher: Audio: http://www.macvoices.com/rss/macvoicesrss Video: http://www.macvoices.com/rss/macvoicesvideorss
In this episode of Crazy Wisdom, host Stewart Alsop talks with Rob Meyerson, co-founder and CEO of Interlune and former president of Blue Origin, about building the next phase of the space economy—from mining Helium-3 on the Moon to powering quantum computing and future fusion reactors on Earth. They explore the science behind lunar regolith, cryogenic separation, robotic excavation, and how private industry is rekindling the optimism of Apollo. Rob also shares lessons from scaling Blue Origin and explains why knowledge management and intuition matter when engineering at the edge of possibility. Follow Rob and Interlune on LinkedIn, X (Twitter), and Instagram.Check out this GPT we trained on the conversationTimestamps00:00 Stewart Alsop welcomes Rob Meyerson, who introduces Interlune's mission to extract Helium-3 from the Moon and explains its origins in the Apollo samples.05:00 Meyerson describes how lunar regolith traps solar wind gases, the role of ilmenite, and how spectrometry helps identify promising Helium-3 sites.10:00 Discussion shifts to Helium-3's commercial potential, the Department of Energy's isotope program, and its link to tritium decay and nuclear stockpiles.15:00 Meyerson connects Helium-3 to quantum computing, explaining cryogenic dilution refrigeration and the importance of ultra-cold temperatures.20:00 They explore cryogenic engineering, partnerships with Vermeer for lunar excavation, and developing solar wind–implanted regolith simulants.25:00 Rob reflects on his 15 years at Blue Origin, scaling from 10 to 1,500 people, and the importance of documentation and knowledge retention.30:00 The talk turns to lunar water, propellant production, and how solar and nuclear power could support a permanent in-space economy.35:00 Meyerson outlines robotic harvesting, lunar night hibernation, and AI applications for navigation, autonomy, and resource mapping.40:00 The conversation broadens to intuition in engineering, testing in lunar gravity, and lessons from Apollo's lost momentum and industrial base.50:00 Rob closes with optimism for private industry's role in rebuilding lunar infrastructure and how Interlune fits into humanity's return to the Moon.Key InsightsHelium-3 as a Lunar Resource: Rob Meyerson explains that Helium-3, a rare isotope on Earth but abundant on the Moon due to billions of years of solar wind implantation, could power future fusion energy and enable cleaner, more efficient energy sources. Interlune's mission is to commercialize this resource, beginning with robotic prospecting and extraction missions.The Science of Lunar Regolith: The Moon's regolith—the dusty surface soil—acts as a natural collector of solar wind gases like hydrogen, helium, and helium-3. Meyerson describes how Interlune identifies promising mining locations using data from NASA's Lunar Reconnaissance Orbiter and the presence of ilmenite, a titanium-rich mineral that traps more Helium-3 than other regions.Cryogenics and Quantum Computing: Helium-3 is essential for dilution refrigerators that cool quantum computers to millikelvin temperatures, colder than any place in the universe. Meyerson highlights a new commercial contract with Bluefors, a Finnish cryogenics leader, to supply Helium-3 starting in 2028—proving the economic case for lunar resource extraction.Fusion Energy and Strategic Supply: While today's fusion reactors rely on tritium and deuterium, Helium-3 could be the next-generation fuel—safer and more efficient. With tritium decay from aging nuclear stockpiles as the only current terrestrial source, Interlune's lunar supply could fill a critical gap for future clean-energy systems.Building Lunar Infrastructure: Interlune's long-term vision extends beyond Helium-3 to producing rocket propellant, metals, and industrial materials on the Moon. By developing cryogenic separation and excavation systems, they aim to enable a self-sustaining “in-space economy” where resources mined in space fuel space-based operations.AI and Autonomy in Space Mining: Artificial intelligence and advanced sensing will guide robotic harvesters on the Moon's harsh terrain. AI will also analyze imagery and soil data to map Helium-3 concentrations and manage knowledge across missions, turning data into operational insight.Lessons in Leadership and Scale: Drawing from his 15 years leading Blue Origin, Meyerson stresses the importance of documentation, mentorship, and maintaining technical continuity as teams grow. He contrasts Apollo's lost potential with today's resurgence of private space ventures, expressing deep optimism for U.S. innovation and the rebirth of lunar industry.
As AI systems move from simple chatbots to complex agentic workflows, new security risks emerge. In this episode, Donato Capitella unpacks how increasingly complicated architectures are making agents fragile and vulnerable. These agents can be exploited through prompt injection, data exfiltration, and tool misuse. Donato shares stories from real-world penetration tests, the design patterns for building LLM agents and explains how his open-source toolkit Spikee (Simple Prompt Injection Kit for Evaluation and Exploitation) is helping red teams probe AI systems.Featuring:Donato Capitella – LinkedIn, XChris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XLinks:ReversecSponsors:Outshift by Cisco - The open source collective building the Internet of Agents. Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale. Identity, communication protocols, and modular workflows—all in one global collaboration layer. Start building at AGNTCY.org.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/practicalaiFabi.ai - The all-in-one data analysis platform for modern teams. From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more. Built-in Python and AI assistance help you move fast, then publish interactive dashboards or automate insights delivered straight to Slack, email, spreadsheets or wherever you need to share it. Learn more and get started for free at fabi.aiUpcoming 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!
Kennst du das Problem? Du stehst vor einem chaotischen Schraubenschächtelchen und weißt nicht, welche Schraube für welchen Zweck gedacht ist. Genau dieses Kindheitsproblem von Mika Straka, Head of Big Data and AI Research bei Würth, wird bald der Vergangenheit angehören – dank Computer Vision und künstlicher Intelligenz. In unserer neuesten AWS Cloud Horizonte Podcast-Folge erzählt der theoretische Physiker, wie er seit 2018 ein 80 Jahre altes Familienunternehmen in die digitale Zukunft führt. Was als sechsköpfiges Wissenschaftler-Team in Berlin begann, das noch mit Shellskripten und CSV-Dateien hantierte, ist heute eine Cloud-native AI-Abteilung, die crossfunktionale Teams über Firmengrenzen hinweg koordiniert. Straka nimmt uns mit auf eine faszinierende Reise von den ersten selbstgebauten PostgreSQL-Pipelines bis hin zu produktionsreifen Machine Learning Modellen, die täglich von tausenden Vertriebsmitarbeitern genutzt werden. Dabei wird schnell klar: Der Weg von der wissenschaftlichen Idee zur praktischen Anwendung ist steiniger als gedacht. Warum das erste Kundenfluktuation-Modell grandios scheiterte, obwohl es technisch perfekt funktionierte, und wie das Team beim zweiten Anlauf durch intensive Nutzer-Feedback eine Lösung entwickelte, die heute international skaliert wird.
This episode was recorded in Fort Wayne, Indiana, during the 2025 Tri-State Dairy Conference.Dr. Schwanke begins by describing how we can shape cattle personalities through handling and management and adapting our strategies to accommodate different personality traits so as to not cause undue stress. Personality traits are consistent across time and context, which is nuanced by the other animals in a particular group. There are five generally recognized personality traits: boldness, exploration, activity, sociability and aggressiveness. Some debate exists as to whether dominance should be considered a sixth trait or if it's just an outcome of the other five. (5:43)Dr. Schwanke's research focused mainly on how cows react to specific stressors, such as adapting to an automated milking system. In a robotic system, cows who are more independent, explorative and bold are more likely to do well. Some diversity is good because it can help to minimize long-term antagonistic interactions in a group. If we have cows that are very similar to each other, it will take longer for them to establish a social hierarchy. (10:05)The panel discusses where the research is in regard to on-farm applicability and potential genetic components of personality traits. In the future, Dr. Schwanke envisions automated assessments of cow personality through computer vision cameras in the barn, fed into an algorithm that creates a personality ranking of cows based on their behaviors. She also notes personality traits can help predict a cow's coping style: proactive, reactive and intermediate. Proactive cows are more bold, explorative and aggressive. They thrive in predictable, stable conditions. Reactive cows are more fearful, less active and less dominant. They typically do better than proactive cows in unpredictable or changing environments because they're better able to modify their behavior to the environment they find themselves in. (14:09)The panel talks about future research goals in this area, including transition to automated milking systems, modifying feed management for behavioral and nutritional requirements and impacts of commingling stress. The guests also explore behavioral research in calves and brainstorm about future research with this age group, as well as talk about potential implications of making the wrong selection decisions for personality traits. (20:08)Are there things dairy producers could do to condition calves to be more adaptable to an automated milking system later in life? If a calf is reared in an automated feeding system, do they adapt to an automated milking system more easily? We don't have the research yet to answer these questions, but they're great questions. The panel also talks about how to scale up personality trait information to large herds, how precision feeding systems and personality traits might interact and how machine learning and computer vision technology can automate personality trait assessments. (28:46)Panelists share their take-home thoughts. (35:02)Please subscribe and share with your industry friends to invite more people to join us at the Real Science Exchange virtual pub table. If you want one of our Real Science Exchange t-shirts, screenshot your rating, review, or subscription, and email a picture to anh.marketing@balchem.com. Include your size and mailing address, and we'll mail you a shirt.
In this episode we dive into Building a Construction Portfolio Schedule.The ChallengeConstruction organizations often juggle dozens or thousands of projects at once, but few have a unified way to see the big picture. How do you align every project, extract consistent insights, and keep reports automated across a global portfolio?In this episode of Beyond Deadlines, I shared how to design and manage a construction portfolio schedule that actually works. Whether you're coordinating $50 million or $5 billion worth of projects. I broke it down into six steps that have helped me align teams and data at global scale.Portfolio Planning WorksheetExample of Standard MilestonesPortfolio Reporting CalendarContinue LearningCheck out our 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, portfolio planning, 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 dieser Folge spricht Carsten mit Anna Hannemann vom Online-Lebensmittel-Lieferdienst Picnic.
Daniel sits down with Chelsea Linder, VP of Innovation and Entrepreneurship at TechPoint, to explore the what AI innovation and impact look like on the ground. They discuss Chelsea's journey from the VC world into economic development/ innovation, the growth of an AI innovation network in Indiana (funded by the SBA), lessons learned from fostering AI communities, and how businesses are actually adapting to AI. Chelsea also shares insights from Techpoints AI workforce impact study, which explored AI related job creation and levels of AI adoption among other things.Featuring:Chelsea Linder – LinkedIn Daniel Whitenack – Website, GitHub, XLinks: TechpointSponsors: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/practicalaiFabi.ai - The all-in-one data analysis platform for modern teams. From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more. Built-in Python and AI assistance help you move fast, then publish interactive dashboards or automate insights delivered straight to Slack, email, spreadsheets or wherever you need to share it.Learn more and get started for free at fabi.aiUpcoming 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 of the Sports Tech Allstars podcast, we present Steven Webster, Founder & CEO of asensei.In this conversation, Steven shares his journey from being a martial arts coach to creating a technology that recognizes human movement. He discusses the challenges of coaching remotely and how asensei aims to provide real-time feedback through movement recognition technology. The conversation also explores the B2B approach of asensei, its successful use cases in various sectors, and the future of coaching with AI. Webster emphasizes the importance of making fitness accessible and meaningful, leveraging technology to enhance athletic potential and overall health.Takeawaysasensei aims to provide real-time coaching feedback.The B2B approach allows asensei to serve various industries.Successful use cases include partnerships with companies like Tonal and military fitness programs.The technology can be applied to rehabilitation and preventative care.Webster is excited about the potential of wearable technology in healthcare and fitness.The future of coaching may involve on-device AI that can interact conversationally with users.asensei's technology is designed to be an ingredient technology.Webster's intrinsic motivation is to unlock athletic potential, which he believes can lead to broader human potential..To learn more, visit: https://www.asensei.ai/ Get in touch with Steven Webster at: linkedin.com/in/stevenwebsterHosted by Rohn Malhotra from SportsTechX - Leading source of Investment and Innovation insights in sports. Sign Up for the Sports Tech Weekly Newsletter for more news, features & insights on Sports Tech: https://newsletter.sportstechx.com/Download the latest Industry Reports here: https://sportstechx.com/reportsChapters00:00 Journey to asensei06:53 Understanding Movement Recognition Technology12:14 B2B Approach and Ingredient Technology19:14 Successful Use Cases and Applications25:22 Trends in Fitness Tech and Future Directions30:27 Future of Coaching with AI
Timestamps:3:31 - What's the best tech team setup?16:05 - Using OKRs for your tech team32:53 - The more you automate, the higher the tech debt?37:21 - Marketing the product before you even build itThis episode was originally a live webinar co-hosted with Holycode, a software development partner that's helped more than 140 startups scale by providing customized products and teams for every stage.This episode was sponsored by infinity.swiss, Switzerland's most advanced AI accounting tool. Save 25% by entering code SWISSPRENEUR at checkout.Episode Summary:Nenad Nikolic is the co-founder, Co-CEO and CTO of Holycode, and also the co-founder of MOVU and the former CIO of Bexio. He holds a MSc in Computer Science from the Faculty of Computer Science (Belgrade, Serbia) and worked for DeinDeal before joining Laurent Decrue on their 10+ year entrepreneurial journey in 2014.Herbert Bay is a serial entrepreneur, angel investor and board member. He co-founded the image-recognition platform Kooaba, the AR company Shortcut and the mental health tracker Earkick, where he is currently still active. He holds a PhD in Computer Vision from ETH Zurich and is the original author of the SURF algorithm, used for various Computer Vision and AR applications such as object recognition, image registration, classification and 3D reconstruction.In this episode, Nenad Nikolic and Herbert Bay share how founders can build strong, lean product teams in the age of AI. They discuss how hiring senior talent early can save founders months of time, why team structures should evolve with a startup's stage, and how AI is changing the way products are built — not by replacing people, but by multiplying what small, focused teams can achieve.They also explore the limits of AI, the challenges of building defensible products, and the growing risk of tech debt when speed outpaces structure. From the pitfalls of the no-code trend to the need for proprietary data and workflow integration, both guests stress that success comes from pairing technological ambition with clarity of focus — and from validating your market before writing a single line of code.The cover portrait was edited by Smartportrait. Don't forget to give us a follow on Instagram, Linkedin, TikTok, and Youtube so you can always stay up to date with our latest initiatives. That way, there's no excuse for missing out on live shows, weekly giveaways or founders' dinners.
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 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
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
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, 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.
(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.