Podcasts about Canvas

Welcome back to You Can't Kill the Boogeyman Podcast with your favorite spooky couple, Robby and Sammi! This week, they are diving into the popular 2026 supernatural horror film, "Obsession." With a shoestring $750k budget and a record-breaking $224 million global box office, director Curry Barker has officially shaken up Hollywood. But does it live up to the hype?Produced by: Limitless Broadcasting Network.For more info, merch, and all the other podcasts, visit: www.limitlessbroadcastingnetwork.comFollow the show on Instagram @boogeymanpod! Follow your horror hosts on Instagram @robert1950studios and @thesam.a.lamYou can also find us on TikTok @1950Studios Email your comments and spooky suggestions to us at boogeymanpod@gmail.com!Mentioned in this episode:Canvas in Crime: Turning True Crime into Quirky CharactersGet your own notorious shot glass or art print at www.canvasandcrime.com! You can also find Elizabeth on Facebook at https://www.facebook.com/eak.creations and on Instagram @eakcreations. She also has a YouTube channel https://youtube.com/@canvasandcrime where you can see creativity in action.

What do you do when your internal world doesn't match your Sunday theology? When you love God, but trauma, anxiety, or deep pain leaves you stuck?In this episode of Interviewing Jesus, host Kristen Wambach bridges the gap between clinical mental health and supernatural deliverance. Sitting down with licensed counselor Kate Massey, author of Purpose in the Pain, we move past religious platitudes toward raw restoration.Kate shares her journey of surviving trauma and the moments God met her in the mess to rewrite her reality. We tackle why we must stop running from our history, stop pretending the pain doesn't ache, and stop trying to just "suck it up." When we manage our own protection, we block the Holy Spirit from being our Comforter.You do not define your own worth—the Master Artist already settled that on the cross. Your job is to surrender the brush, drop the exhaustion of people-pleasing, and let Him speak your true identity over your life.

ORDER MY NEW BOOK (AVAILABLE NOW)!!! — https://bit.ly/49CZ5A0⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ I bombed a comedy show in New Orleans this weekend, and Gerry and I are unpacking every chaotic detail on this week's How to Survive the Classroom, from the venue surprise-merging me with another show, to the broken mic, to me literally apologizing to Kevin Hart in my anxiety dream that night. Then we finally dive into the Canvas hack and how Gerry's school was down for FIVE days. We dig into how the breach actually happened, why district-issued phishing tests are honestly the pettiest thing in education, and the unhinged disgruntled-employee email saga I once lived through that the district quietly scrubbed from every inbox overnight. Takeaways: Comedians are often nicer to you after a bad set than a good one, which honestly says everything you need to know about the industry (and frankly, teaching, too). The Canvas hack was resolved because Instructure paid up. The breach started with a free for-teacher account, so treat suspicious emails like the threat they are. "I'll wait" classroom management only works if you're ready for it NOT to work. Always have a real Plan B for the class that calls your bluff. Telling students you'll be absent is a gamble. Some classes will plan accordingly, others will use it as permission to check out before you even leave. We may need to rethink the kindergarten / fifth grade / preschool graduation industrial complex. Save the bedazzled cap energy for moments that actually mark a meaningful transition. -- Teachers' night out? Yes, please! Come see comedian Educator Andrea…Get your tickets at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠teachersloungelive.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ and ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Educatorandrea.com/tickets⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ for laugh out loud Education! — Don't Be Shy Come Say Hi: www.podcasterandrea.com Watch on YouTube: @educatorandrea A Human Content Production Learn more about your ad choices. Visit megaphone.fm/adchoices

Fluent Fiction - Dutch: From Canvas to Cuisine: A Market Encounter Rediscovered Find the full episode transcript, vocabulary words, and more:fluentfiction.com/nl/episode/2026-06-08-22-34-01-nl Story Transcript:Nl: De Albert Cuypmarkt krioelde van leven, zoals altijd in de lente.En: The Albert Cuypmarkt teemed with life, as always in the spring.Nl: Kleurrijke kraampjes vulden de straat met bloemen, groenten en specerijen.En: Colorful stalls filled the street with flowers, vegetables, and spices.Nl: De geur van verse tulpen en rijpe aardbeien hing in de lucht, terwijl de zon voorzichtig de koude dagen van de winter verdreef.En: The scent of fresh tulips and ripe strawberries hung in the air, as the sun cautiously pushed away the cold days of winter.Nl: Sanne liep tussen de kraampjes door, haar ogen vol heimwee naar inspiratie.En: Sanne walked among the stalls, her eyes full of longing for inspiration.Nl: Vele weken al bleef ze staren naar lege doeken.En: For many weeks she had been staring at blank canvases.Nl: Ze wilde weer schilderen, mooie dingen creëren, maar haar handen leken loodzwaar.En: She wanted to paint again, to create beautiful things, but her hands felt as heavy as lead.Nl: In dezelfde drukte, aan de andere kant van de markt, bewoog Jasper zich door de menigte.En: In the same hustle and bustle, on the other side of the market, Jasper moved through the crowd.Nl: Hij was chef, met passie voor koken, maar zijn dagen waren vervuld van routine.En: He was a chef, passionate about cooking, but his days were filled with routine.Nl: Elke dag hetzelfde menu, dezelfde gerechten.En: Every day the same menu, the same dishes.Nl: De vreugde in zijn werk was bijna verdwenen.En: The joy in his work had almost vanished.Nl: Vandaag besloot hij eerder te gaan, in de hoop op iets nieuws te stuiten dat zijn geest kon opfrissen.En: Today he decided to leave earlier, hoping to stumble upon something new that could refresh his spirit.Nl: Ze kwamen elkaar tegen bij een bloemenkraam, een hoek vol felle kleuren.En: They met at a flower stall, a corner full of bright colors.Nl: Beiden hadden ze hun blik gericht op een prachtige bos tulpen.En: Both had their eyes on a beautiful bouquet of tulips.Nl: Hun handen bereikten naar dezelfde stengel en raakten elkaar zachtjes aan.En: Their hands reached for the same stem and gently touched each other.Nl: Sanne trok haar hand terug en glimlachte verlegen.En: Sanne withdrew her hand and smiled shyly.Nl: Jasper lachte terug, een warme glinstering in zijn ogen.En: Jasper smiled back, a warm sparkle in his eyes.Nl: “Mijn excuses,” zei Sanne, “ze zijn gewoon zo mooi.En: “My apologies,” said Sanne, “they're just so beautiful.Nl: Ik zoek inspiratie.” Jasper knikte enthousiast.En: I'm looking for inspiration.” Jasper nodded enthusiastically.Nl: “En ik zoek iets fris voor mijn gerechten.En: “And I'm looking for something fresh for my dishes.Nl: Misschien kunnen we samen iets bedenken.” De toon was gezet.En: Maybe we can come up with something together.” The tone was set.Nl: Ze spraken over kunst en eten, over kleuren die smaak konden overbrengen en smaken die schilderijen konden inspireren.En: They talked about art and food, about colors that could convey taste and flavors that could inspire paintings.Nl: Hun enthousiasme groeide met elk woord, en de ideeën sprongen als vonken tussen hen over.En: Their enthusiasm grew with every word, and ideas sparked between them like fireworks.Nl: Dus voordat ze de markt verlieten, planden ze een project.En: So before they left the market, they planned a project.Nl: Sanne zou zijn gerechten schilderen.En: Sanne would paint his dishes.Nl: Jasper zou haar schilderijen vertalen naar nieuwe recepten.En: Jasper would translate her paintings into new recipes.Nl: Samen zouden ze de schoonheid opnieuw ontdekken, ieder in zijn eigen vakgebied.En: Together they would rediscover beauty, each in their own field.Nl: Terwijl ze wegliepen, arm in arm, voelde Sanne het zelfvertrouwen terugkeren.En: As they walked away, arm in arm, Sanne felt her confidence returning.Nl: De leegte op haar doeken was nu gevuld met nieuwe kleuren en vormen.En: The emptiness on her canvases was now filled with new colors and shapes.Nl: En Jasper, hij zag een toekomst vol culinaire avonturen, waarbij elk gerecht een verhaal vertelde.En: And Jasper, he saw a future full of culinary adventures, where each dish told a story.Nl: Zo bracht een simpele ontmoeting tussen een bloemrijke kraam hen samen, en een nieuw hoofdstuk in hun leven begon, gevuld met creativiteit en vreugde.En: Thus, a simple encounter at a flower-filled stall brought them together, and a new chapter in their lives began, filled with creativity and joy.Nl: De Albert Cuypmarkt, in zijn dagelijkse chaos, bood hen precies dat wat ze nodig hadden: een frisse start en een gedeelde droom.En: The Albert Cuypmarkt, in its daily chaos, offered them exactly what they needed: a fresh start and a shared dream. Vocabulary Words:teemed: krioeldescents: geurcautiously: voorzichtiglonging: heimweeblank: legecreate: creërenheavy: loodzwaarhustle: druktechef: chefroutine: routinevanished: verdwenenstumble: stuitenbouquet: bosstem: stengelenthusiastically: enthousiastfresh: frisinspiration: inspiratieconvey: overbrengenflavors: smakenpaintings: schilderijenfireworks: vonkenproject: projecttranslate: vertalenrediscover: opnieuw ontdekkenconfidence: zelfvertrouwenemptiness: leegteculinary: culinaireadventures: avonturenchaos: chaosfresh start: frisse start

Today we unpack the massive global hack of the Canvas Learning Management System in May 2026 that impacted some 9000 education institutions and stole an estimated 275 million users' data. To discuss this event and its implications with me is Claire Bond Potter. Claire Bond Potter is Professor of History emeritus at The New School for Social Research, author of the Political Junkie Substack, and creator of Why Now?, a political-history podcast . Her latest article in Chronicle of Higher Education is entitled Kill Canvas. Now. freshedpodcast.com/potter -- Get in touch! LinkedIn: @FreshEdpodcast Facebook: FreshEd Email: info@freshedpodcast.com

Send us Fan MailIt's Therapy Thursday!!Survival can be the loudest chapter, but the quiet that comes after is where so many of the real questions hit. We sit down with Nerissa Balland, a therapeutic arts practitioner, visual artist, and the author of Canvas of Courage, to talk about what it means to rebuild your identity after cancer, trauma, grief, or any life-altering change that leaves you feeling emotionally disoriented. Her story begins with a metastatic melanoma diagnosis while she's five months pregnant, and it opens into something bigger: how we carry unprocessed emotion when there are no words for it. Nerissa shares the line that reframed healing for us: “Broken crayons still color.” We dig into why creativity is not about making “good art,” but about giving fear, grief, guilt, and survival mode somewhere to go. We talk presence over perfection, the pressure to look strong, and what it changes when our kids see us rest, cry, and recover instead of pretending we have it all together. We also get honest about survivorship, including the guilt of outliving others, the PTSD that can linger, and why “fake positivity” can backfire. Along the way, we challenge modern speed culture and quick-fix self-care, and we point toward tools that actually hold up: asking for help, building community, and using grounding practices like music, movement, breath work, and visual expression to reconnect with yourself. If this conversation gives you language for something you've been carrying, subscribe, share it with someone who needs it, and leave a review so more listeners can find it. What's one emotion you wish you had a safer place to put down?Nerissa was diagnosed with cancer while five months pregnant. She didn't write a book about surviving. She wrote one about what happens after, and why so many people fall apart once the adrenaline stops. Her work gives your listeners a framework for processing what they've been through, whether they're currently in it or years out.Canvas of CourageThe Art of Healing, Hope, and Gratitude for Young Mothers Facing Cancer Available on Amazon & Barnes & NobleArt Website IG: @nerissaballandartSupport patient access to Canvas of Courage: GoFundMeSupport the showHost Candace PatriceCo-host Janet Halevisit the website at https://www.essentialmotivation.com/Instagram instagram.com/essentialmotivationllcvisit Janet's website https://haleempowermentllc.com/To be a guest on our show email me at candacefleming@essentialmotivation.comIn the subject line put EMH Guest Suicide Prevention Lifeline 988Music by Lukrembo: https://soundcloud.com/lukremboProvided by Knowledge Base: https://bit.ly/2BdvqzN

Pride Month is officially taking over on We Drink & We Watch Things! For the entire month of June, we are celebrating LGBT representation in cinema by breaking it down by the letters: one lesbian-focused masterpiece, one classic gay comedy, one iconic bisexual drama, and one legendary transgender anthem.To kick off the month, we are diving into our lesbian-focused selection: Céline Sciamma's breathtaking 2019 romance, Portrait of a Lady on Fire. Set fire to a glass of Mackenzie's The Canvas & the Flame as we head to an isolated island in 18th-century Brittany, where every glance is loaded with tension.This week, we bask in the incredible chemistry between Noémie Merlant and Adèle Haenel, analyzing how Sciamma constructs the "female gaze" to create a romance that is intensely passionate without ever feeling exploitative. We break down the film's stunning, painterly cinematography, the complete lack of a traditional musical score (which makes the rare moments of music absolutely explosive), and the devastatingly perfect use of Vivaldi's Four Seasons in the final frame. We also talk through the heartbreaking reality of their temporary freedom and why this film stands as a modern masterpiece of queer cinema.If you love romances that burn slowly but deeply, or if you just want to hear us rave about a film where a single look can break your heart, this is the episode for you. We're blending our deep appreciation for this visual triumph with our usual casual banter, making this a beautiful and powerful launch for our Pride Month celebration.This episode VIDEO is live on YouTube AND Spotify!Follow us on Instagram to get ep sneak peaks and find out what's coming up. DM us what you want to hear about next!Interested in what we're watching off the pod? Check out Mackenzie or Lemar's Letterboxd!

Sting's music is known around the world. Over the course of his career, he has sold more than 100 million records, first as the frontman, principal songwriter and bassist for The Police, and later as a solo artist. Now, as he continues to tour internationally, he's also expanding his creative repertoire. Geoff Bennett met up with Sting for our arts and culture series, CANVAS. PBS News is supported by - https://www.pbs.org/newshour/about/funders. Hosted on Acast. See acast.com/privacy

Artist Alex Pardee (The Used, Aesop Rock) joins Dave to discuss Dream Bleeder, his new gallery show at Harman Projects in New York City. Pardee discusses his creative process, finding inspiration in anxiety and his Disneyland meets natural history museum approach to building immersive worlds. The two discuss Sam Kieth's mentorship, Curry Barker's Obsession, elevated horror movies, how YouTube is quietly making Hollywood obsolete, and Alex's prophetic dream about Crystal Pepsi.Thumbnail Photo by Birdmanhttps://www.alexpardee.com/https://www.harmanprojects.com/exhibitions/101-alex-pardee-dream-bleeder/directeditionpodcast.comhttps://www.patreon.com/davengersdirectedition

Generative AI is making its way into many parts of society, and schools are no different. Tom Mullaney joins Paris Marx to discuss how generative AI has been adopted in K-12 education and the many concerns it presents for students and teachers.Tom Mullaney is a high school social studies teacher in the suburbs of Philadelphia.Tech Won't Save Us offers a critical perspective on tech, its worldview, and wider society with the goal of inspiring people to demand better tech and a better world. Support the show on Patreon.The podcast is made in partnership with The Nation. Production is by Kyla Hewson.Also mentioned in this episode:Here is the New Yorker article on AI in schools.For those looking for a refresher on Weizenbaum and ELIZA.Here is the paper “On the Dangers of Stochastic Parrots: Can Language Models Be Too Big”.For those curious about the Canvas breach.Students have been booing pro-AI speeches and AI presence in graduation ceremonies.xAI is facing a lawsuit for polluting Black neighborhoods.Support the show

Welcome to episode 89 of The Longest Turn! We are back talking about the games we've been playing lately.00:00:00 - IntroGames Played Lately:00:00:41 Clans of Caledonia: Industria00:07:22 Lairs00:12:26 Canvas00:15:55 Tulikko00:21:11 Ascension Legends00:32:00 Excalibur00:37:55 Verdant00:45:35 Lightning TrainJoin our Discord: https://discord.gg/F4kX3Faxxf Other links : https://linktr.ee/LongestturnAffiliate codes: GameNerdz Support us on Buy Me a Coffee!

You'll need a map, compass and legend to understand all the new AI Google announced at its I/O conference last week. (They literally wrote a blog post called, "100 things we announced at I/O 2026” and most of them were AI based.) Luckily for you, we spend hours each day going through the latest in AI to cut the fluff from the real. So on today's ‘AI Working Wednesdays' series, we break down 3 of Google's biggest AI updates you can use today: Google Omni, Gemini 3.5 Flash and Antigravity 2.0. What's new and how do they work? We'll show you the ins and outs live. Newsletter: Sign up for our free daily newsletterMore on this Episode: Episode PageToday's Episode on LinkedIn: Thoughts on this? Join the convo on LinkedIn and connect with other AI leaders.Upcoming Episodes: Check out the upcoming Everyday AI Livestream lineupWebsite: YourEverydayAI.comEmail The Show: info@youreverydayai.comConnect with Jordan on LinkedInTopics Covered in This Episode:Gemini 3.5 Flash Model Hands-On DemoGemini 3.5 Flash Pricing and Token UsageBenchmarks: Gemini 3.5 Flash vs. 3.1 ProIntelligence vs. Cost in Gemini 3.5 FlashGemini 3.5 Flash for API and DevelopersGoogle Gemini Omni Flash Video Model ReviewOmni Anything-to-Anything Multimodal FeaturesGoogle Omni vs. Video Model CompetitorsAnti Gravity 2.0 Agent Desktop App OverviewAnti Gravity 2.0 Pros, Cons, and Use CasesUsage Limits in Google Gemini and Anti GravityChain of Thought Transparency in Gemini ModelsCanvas Mode Interactive Web App DemonstrationsTimestamps:00:00 Key AI updates from Google IO04:58 New Google AI updates discussed08:57 Google's anti gravity desktop use10:01 Touring Google's Anti Gravity App14:40 Testing a new AI prompt18:06 Critiquing vibe coding aesthetics21:28 Discussing Google's Gemini 3.1 Pro Model24:40 Comparing AI model performances and costs29:13 Google's advancements in video AI30:13 Future of Google's AI Technology33:58 Exploring Google Gemini features36:51 Google Gemini chain of thought feature42:02 Google Gemini's new model features44:23 River crossing puzzle gameplay48:25 Discussing Google Gemini 3.5 flash drawbacks51:10 Feedback on an AI releaseKeywords: Gemini 3.5 Flash, Google Gemini, AI updates, Google I/O 2026, Gemini Omni, Gemini Omni Flash, anti gravity 2.0, AI video model, hands-on AI demo, agentic coding, desktop AI app, benchmarking, AI model comparison, Gemini Spark, Gemini Pro 3.5, Gemini 3.1 Pro, token usage, API users, Google Workspace, always-on agent, AI cost efficiency, intelligent agents, world model, multimodal AI, generative video creation, video editing, scheduled tasks, Google Daily Brief, model usage limits, thinking steps, chain of thought, artificial analysis intelligence index, token inefficiency, cost to run AI, OpenAI GPT-5.5, Claude Sonnet, Claude Opus, open source AI models, AI-powered creativity, robotics, embodied AI, front-end AI tools, Canvas mode, conversational editing, interactive website builder, AI-powered app creation.Send Everyday AI and Jordan a text message. (We can't reply back unless you leave contact info) Start Here ▶️Not sure where to start when it comes to AI? Start with our Start Here Series. You can listen to the first drop -- Episode 691 -- or get free access to our Inner Cricle community and all episodes: StartHereSeries.com Also, here's a link to the entire series on a Spotify playlist. 

"Death of a Salesman" tells the story of Willy Loman, a traveling salesman chasing the American Dream but never quite able to reach it. Now, the classic is back on Broadway in a new production that underscores the play's enduring relevance. Senior arts correspondent Jeffrey Brown sat down with actors Nathan Lane and Laurie Metcalf for our arts and culture series, CANVAS. PBS News is supported by - https://www.pbs.org/newshour/about/funders. Hosted on Acast. See acast.com/privacy

What would lead a woman with a brilliant future in the world of high art to trade everything for the lost souls of North Africa? Is it possible to lay down a God-given talent in exchange for His calling, and find that nothing was actually lost in the process? Sometimes the most beautiful masterpiece isn't found on a canvas, but in the life of someone willing to say "yes" to God's redirection.In this episode, Tracie and Abigail introduce the incredible life of Lilias Trotter. We explore her "pivot" from a genteel Victorian upbringing and the mentorship of art critic John Ruskin to a life of poverty and service on the Algerian mission field. Before we dive into her specific works and missionary methods next week, we're looking at the big picture of her life—a story of radical surrender that proves there is profound purpose when we allow God to pivot our path toward furthering the cause of Christ.If you know of someone who can be helped by listening to the Abundant Living Podcast, please share this episode with them. Please let us know what you think by rating and reviewing this podcast in your podcasting app! We love hearing from our listeners, whether through comments on ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠our Instagram ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠or messaging us on our website, ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠christianladiesfellowship.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠. You may also apply to be a part of ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠our private Facebook group⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠, but be sure to answer all the questions and agree to the group rules when you click to join.You can also email Tracie directly at tburns@immanueljax.org. Thank you for being part of this uplifting and encouraging community of ladies who want to live abundantly for the Lord!

The New York Times reported that the maker of Canvas, the software used by thousands of schools and universities around the world, has reached a deal with the hackers that recently breached its systems for the return of stolen data and the destruction of any copies. In this episode, host Amanda Glassner is joined by Heather Engel, Managing Partner at Strategic Cyber Partners, to discuss. To learn more about today's stories, visit https://cybercrimewire.com • For more on cybersecurity, visit us at https://cybersecurityventures.com.

Emma Lesuis is schrijver, theater- en documentairemaker. Eerder maakte ze korte documentaires voor Canvas. Nu maakt ze haar eigen documentaireverhalen waarin ze disciplines combineert, zoals in de documentairevoorstellingen ‘Aardappelbloed' en ‘Meer dan Bauxiet. Vaak maakt ze verhalen met een persoonlijke link naar ons koloniale verleden en de gevolgen daarvan, zoals in de documentaire ‘Vir 'n Glasie Wyn'. Nu verschijnt de documentaire ‘Bagasi, wat we meedragen', waarin Lesuis haar familiegeschiedenis onderzoekt. Van haar schoonvader ontving ze een koffer met archiefmateriaal uit het koloniale Suriname. Die koffer leidde tot een confronterende zoektocht naar afkomst, ongelijkheid en de doorwerking van het verleden. Femke van der Laan gaat met Emma Lesuis in gesprek.

A wide range of tech stories get the MacVoices treatment, starting with the quick sellout of the Steve Jobs commemorative coin and what strong MacBook Neo demand may say about Apple's pricing, chip planning, and enterprise appeal. Chuck Joiner, David Ginsburg, Marty Jencius, Eric Bolden, Brian Flanigan-Arthurs, Jeff Gamet and Mark Fuccio also discuss Apple updates unexpectedly changing settings, a Canvas ransomware disruption affecting schools, Chrome's hidden AI download, Google's Liquid Glass similarities, Digg's AI-focused return, and safer lithium coin batteries.  MacVoices is supported by Macstock Connference, along with Ecamm Creator Camp, taking place in Crystal Lake IL on July 9 - 12. Sign up at macstockconference.com and use the code “macvoices” to save $50 off your ticket. Show Notes: Chapters: 0:00] Steve Jobs coin, MacBook Neo, security issues, and Dig preview[0:38] U.S. Mint Steve Jobs coin sells out quickly[1:33] MacBook Neo demand and Apple's chip supply strategy[2:17] TSMC wafer economics and Apple's semiconductor buying power[5:29] Dave Ginsburg exits for a speaking engagement[6:22] Was Apple surprised by MacBook Neo popularity?[7:02] Enterprise interest in lower-cost Macs[8:27] Mac preference among users stuck with Windows at work[8:50] A18 chips, A19 speculation, and Apple's planning[10:43] Apple's cash leverage with TSMC and component suppliers[12:29] iOS updates silently changing user settings[13:21] Unexpected settings changes on Mac and iPhone[13:58] iCloud Photos turning back on after updates[15:38] Background activity, battery life, and user control[17:34] Point releases changing settings without warning[19:22] Different reactions to unexpected software changes[20:55] Canvas outage and ransomware impact on education[22:17] Student assignments, grades, and course access problems[24:48] Finals, grade books, and institutional workarounds[26:53] Hackers, ransom agreements, and trust issues[28:25] Chrome's hidden AI file and storage concerns[29:25] Checking Chrome installs and Google updater behavior[31:28] Google accused of copying Apple's Liquid Glass look[32:24] Apple influence, imitation, and design choices[34:18] Dig returns as an AI news aggregator[35:17] How Dig is sourcing AI news from X[37:30] Potential value and risks of AI-focused aggregation[38:04] Live check for Chrome's AI model file[39:53] Energizer's safer lithium coin batteries[40:18] Swallowing trends, Tide Pods, and challenge jokes[43:00] Panelist wrap-up and where to find everyone[47:06] Jeff Gamet's links, podcasts, and closing comments Links: Commemorative US Mint Steve Jobs coin sells out in just 11 minuteshttps://appleinsider.com/articles/26/05/12/commemorative-us-mint-steve-jobs-coin-sells-out-in-just-11-minutes   Yet Another Story of an iOS Update Silently Changing Settings – TidBITShttps://tidbits.com/2026/05/10/yet-another-story-of-an-ios-update-silently-changing-settings/     What's that coming over the hill? It's a MacBook, a MacBook Neo – Apple Musthttps://www.applemust.com/whats-that-coming-over-the-hill-its-a-macbook-a-macbook-neo/   Apple made it easy for others to record your iPhone calls, without you even knowing ithttps://www.fastcompany.com/91532660/apple-made-it-easy-to-creepily-record-iphone-calls-no-one-really-noticed-phone-recording   Canvas Has Been Hacked, and Is Apparently Being Held for Ransomhttps://lifehacker.com/tech/canvas-hack-shuts-down-college-computers-across-nation   Stop Chrome Browser From Downloading a Hidden 4GB AI Filehttps://www.macrumors.com/how-to/stop-chrome-downloading-hidden-4gb-file/   Google accused of copying Apple's Liquid Glass look – Android head denies ithttps://9to5mac.com/2026/05/07/google-accused-of-copying-apples-liquid-glass-look-android-head-denies-it/   Digg is back again, this time to aggregate AI newshttps://www.engadget.com/2170484/digg-ai-news-aggregator/   Energizer releases coin lithium batteries that won't cause burning if accidentally swallowed – Engadgethttps://www.engadget.com/2166624/energizer-releases-coin-lithium-batteries-that-wont-cause-burning-if-accidentally-swallowed/ Guests: Eric Bolden is into macOS, plants, sci-fi, food, and is a rural internet supporter. You can connect with him on Twitter, by email at embolden@mac.com, on Mastodon at @eabolden@techhub.social, on his blog, Trending At Work, and as co-host on The Vision ProFiles podcast. 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. Mark Fuccio is actively involved in high tech startup companies, both as a principle at piqsure.com, or as a marketing advisor through his consulting practice Tactics Sells High Tech, Inc. Mark was a proud investor in Microsoft from the mid-1990's selling in mid 2000, and hopes one day that MSFT will be again an attractive investment. You can contact Mark through Twitter, LinkedIn, or on Mastodon. Jeff Gamet is a technology blogger, podcaster, author, and public speaker. Previously, he was The Mac Observer's Managing Editor, and the TextExpander Evangelist for Smile. He has presented at Macworld Expo, RSA Conference, several WordCamp events, along with many other conferences. You can find him on several podcasts such as The Mac Show, The Big Show, MacVoices, Mac OS Ken, This Week in iOS, and more. Jeff is easy to find on social media as @jgamet on Twitter and Instagram, jeffgamet on LinkedIn., @jgamet@mastodon.social on Mastodon, and on his YouTube Channel at YouTube.com/jgamet. 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. Marty Jencius, Ph.D.,is a counselor educator and technology pioneer who has spent 30 years bringing emerging tech into his field — from founding one of the first professional listservs (CESNET-L) to podcasting, virtual reality, and now AI and AR. He is the founder of ThePodTalk.net, where he produces Vision ProFiles, The Old Mac Gang, A.I. Productivity Workflow, The Tech Savvy Professor, 15 Minute Bytes, The Neo Notebook, and Fade to Chat: Golden Age Cinema. He is also a regular panelist on MacVoices Live!, In Touch with iOS, and The Mac Show. Find him on Bluesky and Mastodon. 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

Branden Hudson hosts Pastor Richard Pope of Canvas Church, his jujitsu student and Hudson's new pastor, discussing Pope's vision to measure church success by “sending capacity” through church planting rather than attendance. Pope explains launching Canvas during COVID, restoring marriages, helping people find purpose, and starting five autonomous churches in five years with a sixth planned in Princess Anne. He shares how his traumatic childhood, including family drug abuse, abuse, and sexual assault, shaped his commitment to serving the homeless, addicts, and marginalized with dignity, and why he speaks openly to help others disclose similar experiences. Hudson asks about setting boundaries with panhandling, and Pope suggests learning names and giving practical items. They also discuss rage toward child predators, justice versus vigilante vengeance, masculinity in church culture, and trusting God amid evil. Pope describes beating cancer twice and living with shrinking “terminal” cancer while fearing primarily for his wife, not his mission.00:00 Welcome and Support01:02 Meet Pastor Pope03:00 Church Growth Vision04:11 Planting During COVID08:39 Serving the Marginalized14:22 Helping Without Enabling19:45 Pastor Pope Origin Story20:34 Finding Strength to Share24:13 Anger and Forgiveness27:23 Rage and Hatred28:17 Godly Desire to Protect29:00 Suffering and Faith30:52 Image of God and Sin32:12 Vengeance and Vigilantes36:27 Defense vs Revenge38:45 Love Without Affirmation41:30 Men and Heroic Courage43:29 Romans 8 28 Hope45:17 Cancer and Mortality49:21 Gratitude and Farewell

A wide range of tech stories get the MacVoices treatment, starting with the quick sellout of the Steve Jobs commemorative coin and what strong MacBook Neo demand may say about Apple's pricing, chip planning, and enterprise appeal. Chuck Joiner, David Ginsburg, Marty Jencius, Eric Bolden, Brian Flanigan-Arthurs, Jeff Gamet and Mark Fuccio also discuss Apple updates unexpectedly changing settings, a Canvas ransomware disruption affecting schools, Chrome's hidden AI download, Google's Liquid Glass similarities, Digg's AI-focused return, and safer lithium coin batteries.  MacVoices is supported by Macstock Connference, along with Ecamm Creator Camp, taking place in Crystal Lake IL on July 9 - 12. Sign up at macstockconference.com and use the code “macvoices” to save $50 off your ticket. Show Notes: Chapters: 0:00] Steve Jobs coin, MacBook Neo, security issues, and Dig preview[0:38] U.S. Mint Steve Jobs coin sells out quickly[1:33] MacBook Neo demand and Apple's chip supply strategy[2:17] TSMC wafer economics and Apple's semiconductor buying power[5:29] Dave Ginsburg exits for a speaking engagement[6:22] Was Apple surprised by MacBook Neo popularity?[7:02] Enterprise interest in lower-cost Macs[8:27] Mac preference among users stuck with Windows at work[8:50] A18 chips, A19 speculation, and Apple's planning[10:43] Apple's cash leverage with TSMC and component suppliers[12:29] iOS updates silently changing user settings[13:21] Unexpected settings changes on Mac and iPhone[13:58] iCloud Photos turning back on after updates[15:38] Background activity, battery life, and user control[17:34] Point releases changing settings without warning[19:22] Different reactions to unexpected software changes[20:55] Canvas outage and ransomware impact on education[22:17] Student assignments, grades, and course access problems[24:48] Finals, grade books, and institutional workarounds[26:53] Hackers, ransom agreements, and trust issues[28:25] Chrome's hidden AI file and storage concerns[29:25] Checking Chrome installs and Google updater behavior[31:28] Google accused of copying Apple's Liquid Glass look[32:24] Apple influence, imitation, and design choices[34:18] Dig returns as an AI news aggregator[35:17] How Dig is sourcing AI news from X[37:30] Potential value and risks of AI-focused aggregation[38:04] Live check for Chrome's AI model file[39:53] Energizer's safer lithium coin batteries[40:18] Swallowing trends, Tide Pods, and challenge jokes[43:00] Panelist wrap-up and where to find everyone[47:06] Jeff Gamet's links, podcasts, and closing comments Links: Commemorative US Mint Steve Jobs coin sells out in just 11 minuteshttps://appleinsider.com/articles/26/05/12/commemorative-us-mint-steve-jobs-coin-sells-out-in-just-11-minutes   Yet Another Story of an iOS Update Silently Changing Settings – TidBITShttps://tidbits.com/2026/05/10/yet-another-story-of-an-ios-update-silently-changing-settings/     What's that coming over the hill? It's a MacBook, a MacBook Neo – Apple Musthttps://www.applemust.com/whats-that-coming-over-the-hill-its-a-macbook-a-macbook-neo/   Apple made it easy for others to record your iPhone calls, without you even knowing ithttps://www.fastcompany.com/91532660/apple-made-it-easy-to-creepily-record-iphone-calls-no-one-really-noticed-phone-recording   Canvas Has Been Hacked, and Is Apparently Being Held for Ransomhttps://lifehacker.com/tech/canvas-hack-shuts-down-college-computers-across-nation   Stop Chrome Browser From Downloading a Hidden 4GB AI Filehttps://www.macrumors.com/how-to/stop-chrome-downloading-hidden-4gb-file/   Google accused of copying Apple's Liquid Glass look – Android head denies ithttps://9to5mac.com/2026/05/07/google-accused-of-copying-apples-liquid-glass-look-android-head-denies-it/   Digg is back again, this time to aggregate AI newshttps://www.engadget.com/2170484/digg-ai-news-aggregator/   Energizer releases coin lithium batteries that won't cause burning if accidentally swallowed – Engadgethttps://www.engadget.com/2166624/energizer-releases-coin-lithium-batteries-that-wont-cause-burning-if-accidentally-swallowed/ Guests: Eric Bolden is into macOS, plants, sci-fi, food, and is a rural internet supporter. You can connect with him on Twitter, by email at embolden@mac.com, on Mastodon at @eabolden@techhub.social, on his blog, Trending At Work, and as co-host on The Vision ProFiles podcast. 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. Mark Fuccio is actively involved in high tech startup companies, both as a principle at piqsure.com, or as a marketing advisor through his consulting practice Tactics Sells High Tech, Inc. Mark was a proud investor in Microsoft from the mid-1990's selling in mid 2000, and hopes one day that MSFT will be again an attractive investment. You can contact Mark through Twitter, LinkedIn, or on Mastodon. Jeff Gamet is a technology blogger, podcaster, author, and public speaker. Previously, he was The Mac Observer's Managing Editor, and the TextExpander Evangelist for Smile. He has presented at Macworld Expo, RSA Conference, several WordCamp events, along with many other conferences. You can find him on several podcasts such as The Mac Show, The Big Show, MacVoices, Mac OS Ken, This Week in iOS, and more. Jeff is easy to find on social media as @jgamet on Twitter and Instagram, jeffgamet on LinkedIn., @jgamet@mastodon.social on Mastodon, and on his YouTube Channel at YouTube.com/jgamet. 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. Marty Jencius, Ph.D.,is a counselor educator and technology pioneer who has spent 30 years bringing emerging tech into his field — from founding one of the first professional listservs (CESNET-L) to podcasting, virtual reality, and now AI and AR. He is the founder of ThePodTalk.net, where he produces Vision ProFiles, The Old Mac Gang, A.I. Productivity Workflow, The Tech Savvy Professor, 15 Minute Bytes, The Neo Notebook, and Fade to Chat: Golden Age Cinema. He is also a regular panelist on MacVoices Live!, In Touch with iOS, and The Mac Show. Find him on Bluesky and Mastodon. 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

What is the difference between tubular and side-seamed t-shirts? Learn how popular blanks like the Gildan 5000, Gildan 64000, Comfort Colors 1717, and Bella Canvas 3001 compare for fit, comfort, and wearability.Read more at 1923MainStreet.comShop 1923 Main Street for Snow, Skate and Surf t-shirts, hoodies and sweatshirts.Thank you for listening to the Travel Style Podcast by 1923MainStreet.com.Shop unique and original travel inspired t-shirts, sweatshirt, hoodies and more at 1923 Main Street.Follow along on X, Instagram, Pinterest and Facebook.Thank you for listening and always remember to roam freely and ride boldly.Mike Belobradic--Media provided by Jamendo

A wide range of tech stories get the MacVoices treatment, starting with the quick sellout of the Steve Jobs commemorative coin and what strong MacBook Neo demand may say about Apple's pricing, chip planning, and enterprise appeal. Chuck Joiner, David Ginsburg, Marty Jencius, Eric Bolden, Brian Flanigan-Arthurs, Jeff Gamet and Mark Fuccio also discuss Apple updates unexpectedly changing settings, a Canvas ransomware disruption affecting schools, Chrome's hidden AI download, Google's Liquid Glass similarities, Digg's AI-focused return, and safer lithium coin batteries.  MacVoices is supported by Macstock Connference, along with Ecamm Creator Camp, taking place in Crystal Lake IL on July 9 - 12. Sign up at macstockconference.com and use the code "macvoices" to save $50 off your ticket. Show Notes: Chapters: 0:00] Steve Jobs coin, MacBook Neo, security issues, and Dig preview [0:38] U.S. Mint Steve Jobs coin sells out quickly [1:33] MacBook Neo demand and Apple's chip supply strategy [2:17] TSMC wafer economics and Apple's semiconductor buying power [5:29] Dave Ginsburg exits for a speaking engagement [6:22] Was Apple surprised by MacBook Neo popularity? [7:02] Enterprise interest in lower-cost Macs [8:27] Mac preference among users stuck with Windows at work [8:50] A18 chips, A19 speculation, and Apple's planning [10:43] Apple's cash leverage with TSMC and component suppliers [12:29] iOS updates silently changing user settings [13:21] Unexpected settings changes on Mac and iPhone [13:58] iCloud Photos turning back on after updates [15:38] Background activity, battery life, and user control [17:34] Point releases changing settings without warning [19:22] Different reactions to unexpected software changes [20:55] Canvas outage and ransomware impact on education [22:17] Student assignments, grades, and course access problems [24:48] Finals, grade books, and institutional workarounds [26:53] Hackers, ransom agreements, and trust issues [28:25] Chrome's hidden AI file and storage concerns [29:25] Checking Chrome installs and Google updater behavior [31:28] Google accused of copying Apple's Liquid Glass look [32:24] Apple influence, imitation, and design choices [34:18] Dig returns as an AI news aggregator [35:17] How Dig is sourcing AI news from X [37:30] Potential value and risks of AI-focused aggregation [38:04] Live check for Chrome's AI model file [39:53] Energizer's safer lithium coin batteries [40:18] Swallowing trends, Tide Pods, and challenge jokes [43:00] Panelist wrap-up and where to find everyone [47:06] Jeff Gamet's links, podcasts, and closing comments Links: Commemorative US Mint Steve Jobs coin sells out in just 11 minutes https://appleinsider.com/articles/26/05/12/commemorative-us-mint-steve-jobs-coin-sells-out-in-just-11-minutes   Yet Another Story of an iOS Update Silently Changing Settings – TidBITS https://tidbits.com/2026/05/10/yet-another-story-of-an-ios-update-silently-changing-settings/     What's that coming over the hill? It's a MacBook, a MacBook Neo – Apple Must https://www.applemust.com/whats-that-coming-over-the-hill-its-a-macbook-a-macbook-neo/   Apple made it easy for others to record your iPhone calls, without you even knowing it https://www.fastcompany.com/91532660/apple-made-it-easy-to-creepily-record-iphone-calls-no-one-really-noticed-phone-recording   Canvas Has Been Hacked, and Is Apparently Being Held for Ransom https://lifehacker.com/tech/canvas-hack-shuts-down-college-computers-across-nation   Stop Chrome Browser From Downloading a Hidden 4GB AI File https://www.macrumors.com/how-to/stop-chrome-downloading-hidden-4gb-file/   Google accused of copying Apple's Liquid Glass look – Android head denies it https://9to5mac.com/2026/05/07/google-accused-of-copying-apples-liquid-glass-look-android-head-denies-it/   Digg is back again, this time to aggregate AI news https://www.engadget.com/2170484/digg-ai-news-aggregator/   Energizer releases coin lithium batteries that won't cause burning if accidentally swallowed – Engadget https://www.engadget.com/2166624/energizer-releases-coin-lithium-batteries-that-wont-cause-burning-if-accidentally-swallowed/ Guests: Eric Bolden is into macOS, plants, sci-fi, food, and is a rural internet supporter. You can connect with him on Twitter, by email at embolden@mac.com, on Mastodon at @eabolden@techhub.social, on his blog, Trending At Work, and as co-host on The Vision ProFiles podcast. 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. Mark Fuccio is actively involved in high tech startup companies, both as a principle at piqsure.com, or as a marketing advisor through his consulting practice Tactics Sells High Tech, Inc. Mark was a proud investor in Microsoft from the mid-1990's selling in mid 2000, and hopes one day that MSFT will be again an attractive investment. You can contact Mark through Twitter, LinkedIn, or on Mastodon. Jeff Gamet is a technology blogger, podcaster, author, and public speaker. Previously, he was The Mac Observer's Managing Editor, and the TextExpander Evangelist for Smile. He has presented at Macworld Expo, RSA Conference, several WordCamp events, along with many other conferences. You can find him on several podcasts such as The Mac Show, The Big Show, MacVoices, Mac OS Ken, This Week in iOS, and more. Jeff is easy to find on social media as @jgamet on Twitter and Instagram, jeffgamet on LinkedIn., @jgamet@mastodon.social on Mastodon, and on his YouTube Channel at YouTube.com/jgamet. 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. Marty Jencius, Ph.D.,is a counselor educator and technology pioneer who has spent 30 years bringing emerging tech into his field — from founding one of the first professional listservs (CESNET-L) to podcasting, virtual reality, and now AI and AR. He is the founder of ThePodTalk.net, where he produces Vision ProFiles, The Old Mac Gang, A.I. Productivity Workflow, The Tech Savvy Professor, 15 Minute Bytes, The Neo Notebook, and Fade to Chat: Golden Age Cinema. He is also a regular panelist on MacVoices Live!, In Touch with iOS, and The Mac Show. Find him on Bluesky and Mastodon. 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

Today we are talking about Web Education, Level up Tutorials, and life after Drupal with guest Scott Tolinski. We'll also cover Views Row SDC as our module of the week. For show notes visit: https://www.talkingDrupal.com/554 Topics Scott Origin Story Level Up Tutorials Era Syntax Podcast Beginnings Growing The Audience Web Components Debate Leaving Drupal Behind What Drupal Still Nails Agency Project Highlights Booking Podcast Guests Scott Work Week Setup Running Syntax Team Canvas HTML Experiments Livestream Tools Challenges Funding Via Sentry Project Ideas Process Conference Speaking Journey Speaking Logistics Family Content Focus Passion Drupal Influence Today Mad CSS Tournament AI Coding Workflow What Excites Him Now Resources Scott Tolinski's Website Levelup tutorials 1000th episode Web awesome Talk in Amsterdam - React summit This component could have been a class Sigraph conference site Too fast too furious learning things quickly JSNation Scratch Css tricks MadCss Championship State of ai survey Jazz.tools 0sync Graffiti Guests Scott Tolinski - tolin.ski stolinski Hosts Nic Laflin - nLighteneddevelopment.com nicxvan John Picozzi - epam.com johnpicozzi Bernardo Martinez - bernardm28 MOTW Correspondent Martin Anderson-Clutz - mandclu.com mandclu Brief description: Have you ever wanted to use a Single Directory Component to format the output of a view on your Drupal website? There's a module for that Module name/project name: Views Row SDC Brief history How old: created in Apr 2026 by James Shields (lostcarpark), a friend of the podcast Versions available: 1.0.0, which works with Drupal 11.3 and 12 Maintainership Actively maintained Security coverage Number of open issues: 9 open issues, 3 of which are bugs, though two are marked as fixed in the latest release Usage stats: 4 sites Module features and usage With this module installed, when you select "Show" in the Format modal for any views display, you'll see a new option for "Single Directory Component", in addition to standard options like "Content view mode" or "Fields" You can then select which of the site's available SDCs you want to use to format each result, and then you can map fields defined in the view to the properties and slots defined for the selected component You can also place a view using this format into a Drupal Canvas layout by having a block display SDCs and Canvas are the new hotness in Drupal theming, so this module gives you some additional ways to incorporate theme into your own Drupal site

event. Kate and Anu just wrapped a wild month on the road, and the message from both conferences was loud and clear: AI is no longer a bolt-on, it's the operating system!Fresh off Global Scrum Gathering Vancouver and Canvas 26 (Miro's user conference in San Francisco), Kate Megaw and Anu Smalley sit down with Ryan Smith to unpack two completely different conferences that delivered the exact same wake-up call.Inside: the highs, the lows, the pages of notes, and the calm that came after the dust settled. From the 80/20 flip to why AI-native beats AI-bolted-on, to the pivot Kate and Anu are making in their own business, this is a real, honest field report from two events and two very different rooms.If you're feeling the overwhelm too, you're not alone. Hit play. Take a breath. Let's find the calm together.

This episode covers Mythos uncovering a vulnerability in cURL, a recent Google Threat Intelligence report on a zero-day exploit, and the growing impact of AI on capture-the-flag competitions and bug bounty programs. The hosts also discuss the economics of AI platforms like OpenAI, security research trends, and broader concerns around software vulnerabilities, automation, and defensive tooling.Join us LIVE on Mondays, 4:30pm EST.A weekly Podcast with BHIS and Friends. We discuss notable Infosec, and infosec-adjacent news stories gathered by our community news team.https://www.youtube.com/@BlackHillsInformationSecurityChat with us on Discord! - https://discord.gg/bhis

The curtain comes down one final time on Thursday for "The Late Show with Stephen Colbert." Colbert has entertained and provoked audiences from the Ed Sullivan Theater stage for the last decade in ways that transformed the comedic landscape. Geoff Bennett takes a look at what led to this point and what it may mean for the future of late-night. It's part of our arts and culture series, CANVAS. PBS News is supported by - https://www.pbs.org/newshour/about/funders. Hosted on Acast. See acast.com/privacy

Eric Schmidt commencement speech booed, experts condemn payment of ransom by Canvas, concern about ASU's AI course builder, AI announcer mispronounced and skipped names during a graduation at Arizona community college, listener email.

Earlier this month, a group called ShinyHunters took responsibility for a hack on the education platform Canvas, which is used for coursework at colleges. In a letter posted online, the group threatened to leak data it took from the platform, including billions of private messages between students and teachers. Canvas was also temporarily unavailable, disrupting students' ability to do their work.Then, last week, Instructure, which makes Canvas, said it had reached a deal with the hackers, that the data had been returned and all copies destroyed. Marketplace's Stephanie Hughes asked Rachel Tobac, CEO at Social Proof Security, what we know about the deal.

Earlier this month, a group called ShinyHunters took responsibility for a hack on the education platform Canvas, which is used for coursework at colleges. In a letter posted online, the group threatened to leak data it took from the platform, including billions of private messages between students and teachers. Canvas was also temporarily unavailable, disrupting students' ability to do their work.Then, last week, Instructure, which makes Canvas, said it had reached a deal with the hackers, that the data had been returned and all copies destroyed. Marketplace's Stephanie Hughes asked Rachel Tobac, CEO at Social Proof Security, what we know about the deal.

Take the 2026 AI Engineering Survey and get >$2k in credits and AIE WF tickets!This was recorded before Railway suffered a major GCP outage on May 19, despite being a multi-AZ, multi-zone mesh ring, with HA fiber interconnects between their Metal GCP AWS, because workload discoverability was unintentionally still tied to GCP. All has been resolved with a post-mortem.Railway did not start as an AI infrastructure company.It was founded in 2020 years before agents became the default way people thought about deploying software. Jake Cooper, formerly at Bloomberg and Uber, started Railway with a simple obsession: the activation energy to ship something to production should be near zero. Push code, get a URL, iterate. No Docker files, no Kubernetes manifests, no Ansible scripts stacked on Ansible scripts.For years, this was a slow grind. Railway spent its first 18 months hand-acquiring its first 100 users with Jake personally greeting every Discord signup on a second monitor.Today, Railway has raised $124m and is growing very fast. A 35-person team supports 3 million users, adding roughly 100,000 signups a week. Their bare metal data centers have a 3-month payback period vs. renting in the cloud, with 70% margins funding aggressive cloud bursting when needed. The servers they own have actually appreciated in value as RAM prices have climbed basically meaning the value of their hardware now exceeds the capital they've raised.From rebuilding Railway's network overlay over a weekend to moving the vast majority of workloads onto its own bare metal data centers, Jake Cooper is trying to build a new cloud for an agent-native world. In this episode, Railway's founder and “conductor” joins swyx and Alessio to unpack why the next era of software infrastructure is not just “Heroku but newer,” what agents need that humans did not, and why the old deployment loop of Git, PRs, CI/CD, and static cloud resources may be heading for a rewrite.We go deep on Railway's infrastructure stack: own-metal data centers, three-month cloud payback periods, cloud bursting, data center debt, Railpack, Nixpacks, Temporal, feature flags, Central Station, content-addressable filesystems, agent-safe production forks, and why the CLI may become more important than the canvas in an agent world. Jake also shares the founder journey behind Railway, how the company survived losing $500K/month, why it now serves millions of users with only 35 people, and why he believes the pull request is dying.We discuss:* How Railway went from a slow six-year grind to adding 100,000 users a week* How Railway thinks about agents as the next dominant software species* Why agents need version control, observability, compute, storage, and orchestration at 1000x scale* The economics of Railway's own-metal data centers and three-month payback* How Railway uses cloud bursting while scaling its own infrastructure* Why data center debt can be a better tool than venture debt for infra startups* Central Station, Railway's internal system for clustering customer feedback and incidents* Why responsible disclosure and over-communication matter for platforms* Why feature flags, progressive rollouts, and shadow traffic are essential for agents* Temporal's strengths, pain points, and why workflows matter for agents* Railpack, Nixpacks, Nix, and lazy-loaded content-addressable filesystems* Why “cattle, not pets” may change if you can clone the pets* Why Railway is building a new cloud from scratch instead of copying hyperscalers* The solo founder path, focus, writing, and how Jake thinks about company buildingRailway:* Website: https://railway.com/* X: https://x.com/RailwayJake Cooper:* LinkedIn: https://www.linkedin.com/in/thejakecooper/* X: https://x.com/JustJakeTimestamps00:00:00 Introduction: What Is Railway?00:02:07 Jake's Path to Railway00:06:13 Railway's Six-Year Growth Story00:08:52 Rebuilding the Business After the Free Tier00:11:17 Agents as the Next Software Platform00:13:29 Railway's Infrastructure Philosophy00:15:42 Bare Metal, Cloud Economics, and the Compute Crunch00:17:22 Cloud Bursting and Five-Cloud Networking00:20:20 Data Center Debt and Infra Financing00:23:31 Data Centers in Space00:25:24 What Agents Need From Infrastructure00:28:24 CLIs, Canvas, and Agent-Native UX00:35:15 Central Station, Incidents, and Responsible Disclosure00:40:30 Safe Rollouts, SRE Agents, and Production Forks00:45:00 AI SRE, Specs, Code, and Tests00:48:24 Self-Replicating Infrastructure and the New Serverless00:53:18 Heroku, Temporal, and Workflow Engines01:04:07 Railpack, Nixpacks, and Lazy-Loaded Filesystems01:06:01 Coding Agents, Token Spend, and Roadmap Acceleration01:10:56 The Pull Request Is Dying01:12:28 Feature Flags and the Agent-Era SDLC01:16:15 Cattle, Pets, and Cloning Machines01:19:29 Solo Founder Lessons01:24:12 Focus, GPUs, and Building a New Cloud01:28:20 Closing ThoughtsTranscriptAlessio [00:00:00]: Hey, everyone. Welcome to the Latent Space Podcast. This is Alessio, founder of Kernel Labs, and I'm joined by Swyx, editor of Latent Space.Swyx [00:00:10]: Hey, hey, hey. Today we're in the studio with Jake Cooper of Railway.Alessio [00:00:14]: Conductor of Railway.Swyx [00:00:15]: Conductor at Railway. Yeah.Alessio [00:00:16]: Choo-choo.Swyx [00:00:17]: Do you actually have that anywhere, like on your business card?Jake [00:00:20]: We call some of our volunteer moderators conductors. I don't have a business card. We're not that big yet. At some point I will. I got handed a nice business card from the Supermicro folks, and I was like, “Damn, this is pretty official.”Swyx [00:00:30]: Business cards are coming back.Jake [00:00:32]: They're cool. They're hip. The conductor thing is good. We're trying to figure out what we want to call each other internally. Some people think it's super cringe and say, “You don't need a name for people internally.” Some people want to call each other something. We still don't have a really good one.Jake [00:00:55]: We've got New Railcrews, Trainiacs. Nothing has stuck yet.Swyx [00:01:00]: I like Trainiac. Trainiac sounds good. Railwayians. For those who don't know, what is Railway? Let's give people a crisp definition up front.Jake [00:01:09]: Railway is the easiest way to ship anything. You go to the canvas, or you talk with Claude, and you say, “Deploy a Postgres instance, deploy my GitHub repository, run this code,” and you're off to the races.Swyx [00:01:22]: You've got a nice animation on the landing page.Jake [00:01:24]: Thank you. None of my work, by the way. They don't let me touch the design stuff anymore.Jake [00:01:25]: We want to make it trivially easy not just to deploy things, but to evolve applications over time. Most tooling right now stacks entropy on top of entropy: Docker, Kubernetes, Ansible scripts, and all these other things. If we can version all of your software and keep track of all the changes, then we can make it trivial to clone environments, fork into a parallel universe, get copies of production data, get copies of any services, make changes, validate them, and collapse them back in without reproducing everything across a staging environment.The Railway Origin Story: From Uber Systems to a New CloudSwyx [00:02:07]: I was looking at your background: Bloomberg, Uber. Nothing immediately stands out as, “This guy is going to found the next great platform as a service.” What prepared you for Railway?Jake [00:02:21]: It was curiosity to keep going deeper. I started out on front-end stuff, working on Wolfram Mathematica and porting it over. Then I briefly moved to Bloomberg, then toward Uber and distributed systems, taking the Jump Bikes systems and moving them to a distributed system built on top of Cadence, the pre-Temporal Temporal.Swyx [00:02:44]: Which, by the way, I'm happy to talk about, pros and cons.Jake [00:02:48]: Totally.Swyx [00:02:51]: But let's do the Railway story.Jake [00:02:52]: It has been a continual step of wanting an experience. Whether it's walking up to a bike, unlocking it, and having it work frictionlessly, or something else, the depth required to make that happen follows from the experience. A lot of the work I do, and a lot of the team does, is in service of that experience. We fundamentally don't care how deep we have to go. We will swim to the bottom of the swimming pool to get the experience.Jake [00:03:17]: I don't have a physics PhD. I did an EECS degree. It has always been about figuring out the next step: how do we get there? That's what led to starting Railway for that experience and then moving all the way to bare metal data centers. I was adding patches to the kernel this week to get the experience there because I can see how much better it can be.Swyx [00:03:49]: Other patches to the Linux kernel this week?Jake [00:03:51]: Yeah. Not upstream. Our fork.Swyx [00:03:52]: That's a flex. Railpack? No, this is different. This is the OS on top of Railpack?Jake [00:03:57]: No, this is an actual kernel patch. It's always literally: what do we have to do to get that experience? Then figure it out. Anything is figureoutable.Swyx [00:04:10]: Would you send the patch upstream, or does it not fit other use cases?Jake [00:04:13]: Maybe. We have to work out the experience internally. It has to do with the storage layer we're building for some of the agentic stuff. Maybe it'll be useful upstream, but it's deeply useful for us internally.Open Source, Forks, and Non-Deterministic VersioningSwyx [00:04:29]: You mentioned open source before. How do you think about starting from open source, and then coding agents letting you do a lot more from forks of it?Jake [00:04:38]: GitHub's original sin is that it's almost a series of broken pointers. You have this thing, then you clone it, and now you've lost the whole upstream. How do we make it trivial for people to modify really small pieces of it?Jake [00:04:51]: We think of Git in a discrete sense: I've either made a change and merged upstream, or I haven't. What would it look like if it were percentage-based, a little more non-deterministic, or a stream of changes that users traverse as a percentage rolled out in general and then rolled all the way up?Jake [00:05:13]: We have the open-source kickback program and let you deploy templates because we want to make it trivial for people to version these shards over time. It solves a large problem around authentication, authorization, and security. NPM has a way to define, “Don't take any new packages.” The ideal end state is that you roll out progressively to users with the minimum impact zone and continue rolling up. JPMorgan should probably be the last one on the patch line, for all our sakes, because our money and livelihoods are there.Jake [00:05:53]: It's okay if Johnny Vibe Coder gets a broken patch because there's so much entropy in the system that the rubber has to meet the road at some point. You have to test at varying levels.The Long Grind: First Users, Free Tier, and Making the Business WorkSwyx [00:06:13]: I wanted to pull up this glorious chart, which is your usage or number of daily signups?Jake [00:06:22]: Daily signups, I think.Swyx [00:06:24]: You started six years ago. It was a slow grind, and now you're on a rocket ship. You say, “Don't doubt your fight and don't quit.” Maybe pick out certain points that were key inflections for the company.Jake [00:06:40]: At the start, it's about getting your first 100 users, hell or high water. We had a website and a support link. The support link was the Discord channel. I had notifications on with two monitors: the monitor I was working on and the other monitor with Discord. If anybody came in, I was immediately like, “Hey, how's it going?” It was rare, so getting those first 100 users to come back was the start.Jake [00:07:14]: Then you build a consultancy factory because users want all these things. You have to go back to the board and ask, “What is the actual product offering I want to build on top of this?”Jake [00:07:28]: VCs want charts that always go up and to the right, but in reality you don't necessarily want charts that look like that. For us, there have been periods of expansion where we add features to test use cases, and periods of compaction where we ask, “If the experience we have is good, how do we make it significantly better?” Maybe we strip out features that don't fit our ICP anymore.Jake [00:07:57]: The boom from 2022 to 2023 came from the free tier. Everybody under the sun was using it.Swyx [00:08:09]: A lot of Reddit bots and Discord bots.Jake [00:08:12]: And crypto miners. When you build an open product on the internet where anybody can sign up, the internet is a horrible place with so many things. You go through periods of asking, “How do I reach as many people as possible?” Then, “How do I fit the exact use case for the people who really matter and are really excited about this specific thing?”Jake [00:08:39]: Then there was a two-year period of making the actual business work. During the free-tier era, we were losing about half a million dollars a month.Swyx [00:08:59]: On a $20 million bank account.Jake [00:09:02]: On a $20 million bank account with maybe $50,000 a month in revenue. That's a horrible business. I don't know how anybody invested. But you have to go through it and say, “We have an experience people love, but the business has to work.”Jake [00:09:17]: There are two schools of thought. You can run the horrible business all the way up with bad margins, or you can go back and make it work. We've always wanted a super lean team. We're 35 people right now. It's very small.Swyx [00:09:36]: Supporting three million already?Jake [00:09:38]: Yeah. We're adding 100,000 users a week right now, so it's growing fast. We don't want to add headcount for the sake of headcount or throw bodies at problems. We want to build systems. It's hard to build systems during expansion because you're adding things to the system because people are asking for them or things are breaking.Jake [00:10:00]: We had to cut off the free users for a little while, rebuild the business, and make sure it worked. We want to reach as many people as possible because software is important. It's become difficult to create things in the physical world, so it's important to make it easy for people to build in the virtual world and have access to creation. But there are legs to that journey.Jake [00:10:30]: You can see divots in the charts. If you follow between 2025 and 2026, it's either summer or winter. People go on holiday with family.Swyx [00:10:50]: It affects that much?Jake [00:10:51]: Yeah. It's kind of B2C and kind of B2B. People are shipping constantly, then they stop. Our activation curve now shows more people activating on weekdays because we have more business users, so it smooths out over time.Agents as the New Interface to DeploymentSwyx [00:11:17]: Was there a point where you started prioritizing AI development or agent development?Jake [00:11:24]: We've prioritized agentic as a top-of-funnel thing. Over the last six months, we've deeply prioritized agentic as a mechanism to build and deploy things because we believe the curve is so steep and that is how people will build and deploy software.Jake [00:11:42]: It almost fundamentally doesn't matter whether this is dot-com or not because we're all on the internet anyway. If agents are going to deploy a bunch of things and we hit an inference wall at some point, we'll fix those problems. The dominant species over the next 10 years is that we've moved from assembly to C to C++ to JavaScript to words. You're going to need to close that loop.Swyx [00:12:13]: When you say this is dot-com, did you mean buying the domain, or the general case?Jake [00:12:17]: I mean the dot-com era, when companies had a huge run-up because people understood the internet was important. Then they hit bottlenecks, fundamental laws of physics, math didn't work, and everybody came back down to earth. But it didn't matter because the internet became so impactful. If you operate on a long enough time horizon, you should build these things anyway because you can see where it's going.Jake [00:12:45]: That's where I think a lot of agent stuff is. You get to a point where you're running thousands of agents in parallel. What is the inference cost? What is the compute cost? How do you make that efficient? How do you coordinate all this? We have issues coordinating humans; we don't even have good tooling for that. Now we have to figure out how to get agents to coordinate, safely version changes, and know when to raise their hand for someone to intervene. Otherwise it becomes an interrupt factory.Railway's Infrastructure Thesis: Network, Compute, Storage, and MetalSwyx [00:13:19]: Let's go right into the technical side. What are the core infrastructure or architectural beliefs of Railway that allow you to do what you do?Jake [00:13:29]: The primitives matter a lot for us. We need network, compute, storage, and orchestration around it. You need control over a lot of those things. We've talked a lot about how we don't really use Kubernetes because we want higher-order control to place workloads in very specific places.Jake [00:13:48]: The reason is that you have to be very efficient with agents: memory reuse and all these other things, or you're going to massively blow up your cost structure. Being able to rack and stack your own servers and build your own metal unlocks performance and cost. Experiences where you're running 1,000 agents in parallel are not massively cost prohibitive.Jake [00:14:13]: Token use and compute use are blowing up. Over time, those things have to get a lot more efficient. You can get a lot of margin to make those experiences solid by building your own metal. That's all in service of offering a differentiated experience to as many people as humanly possible.Swyx [00:14:51]: You have a data center in Singapore.Jake [00:14:53]: Yeah. We have two in every other region now. In Singapore, we're adding a second one in Q3.Swyx [00:14:58]: What's it like? I've never built a data center. Do you go to Equinix and say, “I want some slots?”Jake [00:15:05]: Yeah. Equinix. You basically go and say, “I want power and I want a cage.” They say, “Great, here's what it's going to be.” You rent the cage for a period of time, fill it with racks and servers, and hook up internet to it. That's all the pieces.Swyx [00:15:36]: Then you handle everything else.Jake [00:15:37]: You handle everything else.Swyx [00:15:39]: What's the math versus clouds doing it for you?Jake [00:15:43]: If we rented in the cloud, our payback period when we go to metal is about three months.Swyx [00:15:50]: Which is crazy.Jake [00:15:51]: It's nuts. That's four years of depreciated hardware. You're going to see a lot of this compute crunch because hyperscalers are buying up a lot of stuff. We're working directly with OEMs, resellers, and people building these machines: Supermicro, Dell, and others.Jake [00:16:11]: Upstream, there's a bunch of supply pressure. When we raised our last round, between deploying capital for servers and now, the amount of money we've raised is less than the amount of money we have in the bank plus the value of the servers because the servers have appreciated as RAM has gone up. It's nuts how valuable hardware has become.Jake [00:16:50]: If you look at hyperscalers, they deployed around $80 billion of capital expenditures this year, and next year will be more. That's a massive infrastructure build-out. You look at that and think it's crazy that they're spending way more than the Manhattan Project. But if every person is going to run dozens or hundreds of agents in parallel, you have no conceptual idea how much compute is required to make that experience happen, even if you're deeply efficient and sharing resources. And that doesn't even count inference.Swyx [00:17:22]: How do you plan the build-out? The growth chart is so vertical. Are you usually at 100% utilization as soon as racks are live? How far ahead are you planning?Jake [00:17:33]: We still maintain cloud presence for bursting. We work with AWS, GCP, and a few other clouds. We can rent, and then the moment we get space or power, we compact those workloads off the cloud. We started on the clouds, then built a system to migrate to our own metal. There's nothing that says you can't continually do that again, and that's exactly what we do. We never want to be compute constrained.Jake [00:18:09]: At the start of the year, we actually became compute constrained because one upstream provider wasn't able to give us quota at the rate we needed, and the hardware was slower. I spent a weekend rebuilding our entire network overlay so we could straddle five clouds: Oracle, AWS, ourselves, GCP, and one other one. We can do more than that now.Jake [00:18:38]: We got into a spot where we were trying to pack instances tight because we couldn't get enough compute. That led to a few reliability issues, which are now past us. I made a tweet pointing out that it's becoming harder and harder to acquire compute at the rate these models need to acquire compute. We got bit by it.Swyx [00:19:15]: How do you think about pricing knowing you might not have your own metal available at all times? Are you pricing assuming you need extra margin if you end up going into the cloud?Jake [00:19:26]: Because we've built out our metal data centers, our margins on metal are around 70%. We can deeply subsidize the cloud business if we want to scale at a reasonable rate. We have a few levers: metal, which makes the margins; cloud burst; debt to buy servers; and venture capital. It's an interesting operational problem: how much cash do we have, how much should we raise, how quickly can we deploy it, and can we scale revenue as quickly as we scale compute?Jake [00:20:05]: If we continue making it trivially easy for people to build and deploy, then the faster we close that loop and the more operationally excellent we are with capital, the faster the business can scale. It's almost a straight linear deployment rate.Financing Infrastructure: Hardware Debt, VC, and Operational LeverageSwyx [00:20:20]: I think infra startups raising debt is a tool people don't utilize enough or know enough about. What can you tell us about that? Is it secured against your CPUs?Jake [00:20:32]: It's secured against our hardware.Swyx [00:20:37]: What rates do you get? Who are the lenders?Jake [00:20:39]: We pay prime plus a spread, and we can refinance any of the debt as rates go down. The terms are pretty good. The unfortunate thing is that Twitter has no nuance, so people say, “Venture debt bad.” But as with all things, there are specific tools and areas where you can be deliberate instead of using one tool as a hammer. Venture capital is not the hammer for everything. You have to explore and figure out what works.Swyx [00:21:12]: VC is usually the most expensive financing you can get.Jake [00:21:15]: Yeah. I also think people think about VC incorrectly from a capital-raising perspective. Most people think, “How do I raise as much money as possible from whoever is probably the best I can get at that time?” That's close to right, but what we've tried to do is figure out what unfair advantage we can buy with that equity.Jake [00:21:34]: It's the most expensive equity you're going to give away at that point in time, assuming the company keeps getting better. How do you use it to work with someone stellar who complements you? In the seed stage, I had never started a company. Ray Tonsing had good advice, and I could text him all the time. He was really fast. Awesome.Jake [00:22:01]: Then with John and Erica at Unusual, they said, “You roughly know what you're doing building a product. We'll mostly leave you alone and be available for advice.” Amazing. Then we got to Series A and the business was an operational tire fire because we didn't know how to scale a business. Work with Erica, and Jordan is over at Redpoint, so bonus.Jake [00:22:28]: Now we've raised from TQ and FPV as we're moving into enterprises. Every step of the way, we've asked: who can we partner with at this specific time to unlock the next section of the journey? I don't know enterprise sales. As an engineer, I can eyeball what features we might need, and we have wonderful people internally who can help. But you want boardroom dynamics where everyone is aligned and asking, “How do we win this?” instead of bickering about strategy.Data Centers in Space and the Physics of ComputeSwyx [00:23:31]: You had a tweet about data centers in space. Why no data centers in space?Jake [00:23:37]: It's not “no data centers in space.” My hot take is that I think it is solvable. I've just never seen anybody solve it.Swyx [00:23:49]: You said, “How are you going to dissipate that much heat in a vacuum?” You're making a physics claim.Jake [00:23:55]: I haven't seen anybody prove how you're going to dissipate that much heat in a vacuum. It doesn't mean it's not possible. It just means nobody has brought it up yet.Swyx [00:24:05]: Astrophage.Jake [00:24:06]: I don't know what that is.Swyx [00:24:07]: The Martian thing. Okay, you're very logical.Jake [00:24:09]: It could work. A lot of people are putting the cart before the horse. They say, “We're going to put data centers in space.” Okay, but how? “We have time to figure it out.” It's like in The Martian where they ask how they're going to intercept something and say, “We'll figure it out.”Swyx [00:24:36]: Making a bet on human invention is weird because you blind trust that it can be solved. But with physics, there are first-principles bounds you can put on it. Maybe not. Maybe you're asking to travel time or break a fundamental thermodynamic law.Jake [00:24:57]: I don't know how VCs do this either. How do you know what's not possible and a grift versus what's possible but sounds completely insane? “We're going to put data centers in space.” Coin flip as to which it is, and I guess you'll know in 10 years. That's one cycle.What Agents Need: Versioning, Observability, and 1,000x ScaleSwyx [00:25:23]: Moving back to agents. The branching, fast spin-up, and orchestration you do feels like pre-work that happened to be exactly what agents want. What do agents want differently than humans?Jake [00:25:37]: They want the ability to version things. It's not that different; it materializes slightly differently. Agents want a way to test changes incrementally. Engineers have feature flags. Is there a reason agents can't use feature flags? I don't think so.Jake [00:25:54]: They want version control. Can we use Git or not Git? That one is up in the air. I think something outside Git will emerge for how we version these things over time. They need observability. You need to query what happened, when it happened, which steps failed, traces, logs, metrics, and all the rest. They need network, compute, and storage. They need to write files, save files, iterate on files, and snapshot file systems.Jake [00:26:25]: A lot of what humans needed is in line with what agents need. Branching and forking are not different; we're just moving 1,000 times quicker. It can look like you need something massively different, but what you need is something massively better than what existed. You need orchestration massively better than Kubernetes. You need networking probably better than Envoy. It goes all the way down the stack.Jake [00:26:55]: If the workload profile doesn't change so much as it gets massively compressed because you need thousands of these things, what assumptions change? etcd is going to melt. You need to replace it with something. You can go all the way down the stack and say, “That part has to change, that part has to change, and that part has to change.”Jake [00:27:19]: The interesting thing about the super-exponential curve is that you have to build systems where you can rip out those parts at any time because a new bottleneck might emerge. You get good at parallel agents, and a different part of the system breaks. So it's similar to what humans needed, but at 1,000x scale.Jake [00:27:55]: How do you do code review in the age of agents?Swyx [00:28:00]: You throw more agents at it.Jake [00:28:01]: You don't. But then who reviews for CVEs and all these other things?Swyx [00:28:07]: More agents.Jake [00:28:08]: And that's how we hit the inference wall. You can continually throw agents at the problem, but I think there's a limit to the number of agents you can throw at a problem.CLI, Agent Handles, and Closing the LoopSwyx [00:28:24]: You already had a CLI before it was cool. How is the shape of what you're exposing changing, if at all?Jake [00:28:28]: CLIs have always been cool. The CLI changes because we think about how to give Claude, Codex, ChatGPT, or any model a handhold.Jake [00:28:50]: A CLI is a single command: deploy, get logs, and so on. Things that were prohibitively annoying to humans are not annoying to agents. They're nice. If I handed you a CLI with 40 arguments and 600 flags, you'd think, “I'm never going to use all of this.” But if you hand it to an agent, it says, “This is excellent. I have so many handles to work with.”Jake [00:29:24]: If you're going to expose things to agents that way, you want as many handles as possible where they can get information, query dynamic information, and close the loop quickly. Most problems right now are about how to close the loop as quickly as possible. Where does the agent get stuck, and how can you remove that?Jake [00:29:49]: Telemetry is important. If you can tell where the agent gets stuck from the CLI and say, “12% of people deviate from the happy path because of this, and now I add this argument and drive it down to 2%,” you massively increase the rate of loop closure.Jake [00:30:03]: That's how we think about not just the CLI, but every point in the dashboard. It's a user journey: I hear about Railway. I get something deployed. I get my first green build or aha moment. I see an endpoint, logs, whatever. Then I iterate. The iteration loop is indefinite. The user wants to deploy a new thing, a Postgres instance, change code, and keep iterating.Jake [00:30:36]: If you focus on the iteration loops and what's blocking them from closing quickly, one thing we say internally is: you never want to be waiting on compute anymore. You always want to be waiting on intelligence. If you're waiting on compute, there's a bottleneck that needs to be destroyed because eventually that bottleneck becomes so large that another workflow emerges to change it.Jake [00:31:04]: We've built a product where you push code, build it, and so on. But I fundamentally believe the push-pull loop is going away. We'll get to a point where you make a small change in production, that change is versioned across your infrastructure, you're working alongside copy-on-write versions of your database and infrastructure, and then you merge it in and it's instantaneously live. That's the holy grail of loops. The push-pull-rebuild thing is a point of friction that we're removing entirely.Canvas as Output: Dashboards, Context Anchors, and HyperstructuresSwyx [00:31:43]: It's incredibly fast. If anyone hasn't tried it, that fast feedback is great. My hot take is that Railway was famous for its canvas, which visualizes your infrastructure and lets you manipulate it visually. But that was for humans. For the next phase of growth, Railway CLI is more important than canvas.Jake [00:32:05]: The canvas is funny because it's a mechanism to show changes over time. You're right that previously we used it a lot as an input. Moving forward, its goal is more like an output. You would go to the canvas, make changes, see them, and watch your infrastructure evolve. Now agents have access to the CLI and can make those changes. So the canvas becomes an output: what information does the human need at this moment to make suitable decisions about control requests? Do I approve this or not?Jake [00:32:57]: It also has to be an anchor for your context, a port in the storm. Think of it like layers in a file system. You start with a project, then drill down into services, then into a function or code, because you want to represent the entire thing not just in your head, but in the canvas. Other people can share that representation, think on the same wavelength, and move quickly.Jake [00:33:33]: A lot of organizations get in trouble as they scale because all the context lives in someone's head. “How does this microservice work?” “I have no idea; go ask this person.” Then you have whole categories of products built around context discovery. A lot of that melts away if you have a solid hierarchy and can infinitely nest services, code, context, and everything else all the way down. That's what lets you build these structures over time.Jake [00:34:18]: It's also what lets us build what I've called hyperstructures: things that are way bigger. You look at the Golden Gate Bridge and ask, “How did we build that?” There's a meme that we lost the technology. To some extent, yes, because the coordination that built those things evolved and changed. We lost some of the art of building structure as we jammed everything into Slack.Swyx [00:34:52]: But you jam everything in Discord.Jake [00:34:53]: Same point. It doesn't matter. It's message passing and interrupts, message passing and interrupts.Swyx [00:35:00]: So you're arguing there should be something better and more structured than Slack?Jake [00:35:04]: Yeah. For sure. I think Slack is awful, and Discord is awful too.Central Station: Context Routing, Support, and Incident ClustersSwyx [00:35:09]: This is the equivalent of my mom test. What have you done that has your solution to this?Jake [00:35:15]: Internally, we've built a tool called Central Station that aggregates all the context from our users. Every piece of feedback, every customer support item, everything gets aggregated into clusters. If an incident is brewing, we can determine how many users are affected and break off a discussion based on that.Jake [00:35:40]: That is more helpful than long-running channels where you're trying to decide which channel to put something in. If you can dynamically aggregate information and dynamically route it to the right person based on context, it works better. We know internally that these four people are close to networking. If we see a networking thing, we can drill it down to those four people. If it's with this part, we can look at the commits. This is no longer a manual process internally.Jake [00:36:13]: If you go to station or help.railway.com, that's why we built it. We wanted to scale with a massive amount of leverage by aggregating feedback.Swyx [00:36:27]: This is built in-house?Jake [00:36:28]: Yep.Swyx [00:36:29]: I remember helping out on this one with Angelo in 2023. You scale a lot with a very small team.Jake [00:36:38]: Yeah. We're about 10 times bigger now.Swyx [00:36:40]: You have your full developer code here? Very cool.Jake [00:36:44]: If you go to railway.com/stats, we expose this as a pub-sub-able thing. It's all real-time metrics. There's a way to get it as JSON somewhere if you care.Jake [00:37:01]: We're big on trying to build everything in public and talk about what we're working on. We've had issues in the past, and we'll say, “Here's how we're fixing these things.” We've gotten compliments and flak for incident reports. We're always trying to make them better and talk with people.Incidents, Disclosure, and Progressive RolloutsSwyx [00:37:20]: You had a big one recently. I liked that it was scoped to 3,000. You presumably used Central Station. Talk through what happened and how you address it internally as a team.Jake [00:37:38]: Internally, this one really sucked. It had to do with an upstream provider that didn't do the behavior it said it documented, which is unfortunate given they wrote the RFC for how the behavior should work. We rolled those things out, and Central Station caught it initially when a couple users said caches weren't invalidating. We turned it off immediately.Jake [00:38:03]: When you roll out to a large user base of three million people, you get a lot of disparate behaviors. We tested in staging and had tests, but we hit an edge case. We've hardened those systems, and now we can make that better. But it was a tough one.Swyx [00:38:39]: I always wonder how private disclosure is supposed to work if people find an issue. Are they supposed to contact you first? When you run a platform, these things will happen. What channels should people pursue to quietly resolve it before it becomes a bigger incident?Jake [00:38:59]: There's responsible disclosure. We err on the side of over-disclosing and letting you know something is wrong versus having your provider gaslight you. We've erred on sharing those things more publicly, even if they impact a small subset of users. That's a decision we've made internally. We have four values. One is honor. The honorable thing is to notify people to the widest degree at which they may have been affected or there was an issue, and then confront it head-on: why did it happen, what can we do better?Swyx [00:39:45]: Not the whole user base. That's because of incremental rollouts and other things?Jake [00:39:50]: Yeah. Progressive rollouts.Swyx [00:39:54]: That should be the norm at all large platforms.Jake [00:39:58]: It should. A variety of companies do this. There's the quote that Meta runs 10,000 different versions of Meta. To our earlier point about agents, they need the same thing. They need shadow traffic and all these other things. We've built so much ceremony around production being sacred that we need to make it trivially easy to test different behaviors in a safe environment. Then you can make mistakes in a safe environment.Safe AI SRE: Customer Agents, Forked Environments, and Production ParityAlessio [00:40:30]: Do you see a world where these things get automatically caught, not necessarily by your agent, but by your customer's agent? The cache invalidation issue seems easy to check if you know to look for it.Jake [00:40:44]: It's hard because to determine it, we almost need to hook into your observability infrastructure. That's why we have the template loop on the platform: so you can roll things out progressively. You can roll out to Johnny Vibe Coder initially, or push a shard that someone consumes at their own leisure. Or you can roll it out over weeks: 0.1% of people, 1% of people, early adopters, then all the way up. That's the non-deterministic version control we talked about earlier.Jake [00:41:30]: I believe that's where most things should go, because most companies end up building staged rollout systems in-house. It's the same thing built again and again at every company. There's a massive opportunity to consolidate developer debt.Alessio [00:41:45]: You should have a free tier. Model providers give free tokens if you let them use the data. You could give free compute if someone is the number-one shard that goes out and lets you plug into their observability.Jake [00:41:55]: We do that. That's why we talked about the impact on 3,000 people. We start with lower-impact people. Larger companies on the platform are last to receive those rollouts so they have a version of the platform that's deeply stable.Alessio [00:42:16]: I have three services, so I'm sure I get the first rollout. You can nuke my thing at any time. There are all these SRE agent companies. Observability people also want agents that fix upstream problems. You have your own agent in the canvas now. How do you see that playing out?Jake [00:42:39]: It's the stacking entropy problem. If you don't have primitives to make iteration in production safe, it becomes difficult. If you're an observability provider saying, “Here's the fix to this error,” assume 80% are good and make sense. But in the last 20% long tail of complex issues, if you let somebody stamp it, you create an opportunity for an incident.Jake [00:43:08]: That's why forked environments are important. People have staging, but it always drifts from production. You need primitives, workflows, and experience built first-party on the platform so you can fork any service at any point in time.Jake [00:43:33]: I think of the canvas as a sheet of transparency paper. The agent is a little guy you push up into the canvas. It should say, “I need to copy that service and that service so I can test these two things.” It gets a read-only copy of production. Anything that's PII gets marked as a transform when we clone the database, create a copy-on-write version, or read from it. Then the agent makes changes and asks, “Does this actually work?” as close to production as possible.Jake [00:44:22]: That's how close you have to be, or you get massive drift. The system becomes unstable. You see this with massive systems built on Docker for local, Kubernetes for production, and a specific thing for something else. That complexity slows developers and becomes unstable at scale, making it hard to iterate. We want to compress that way down and say, “As close to prod as possible is where we want to be.”From AISRE Skeptic to Agent BelieverSwyx [00:45:00]: I was texting Erica for questions, and she says you were originally not a believer in AISRE. Have you come around on it?Jake [00:45:10]: I flipped, but I'm still not a believer in AISRE if you don't have the primitives to make it safe. If you unleash AISRE on production infrastructure without safe primitives for copying volumes and making sure things are fine, it's going to nuke your production database. It's not a matter of if, but when. I'm a big believer in making those loops safe.Jake [00:45:33]: I was a deep AI skeptic until 2023. In 2024, I thought, “Maybe I can roughly make this thing do it.” In 2025, I thought, “Now I can hold this.” Over winter break, everybody came back saying, “It's almost impossible to hold this.”Swyx [00:46:01]: Did you see this on the Claude docs? CloudBot? OpenCloud?Jake [00:46:06]: It's gotten to a point where it's harder to hold it wrong than to hold it right. There's a scene in Avengers where Vision picks up Thor's hammer and says it's terribly well-balanced. It self-balances and works well. I'm a deep believer at this point that this will be the dominant species: assembly, C, C++, JavaScript, words.Swyx [00:46:35]: It feels like a big jump.Jake [00:46:37]: It is. But it's not like you abandon CPU-based discrete logic and move straight to fuzzy logic. You need both. Your skills should call code or applications or some static structure. You can use skills to distill what the procedure should be or how the code should act.Jake [00:47:02]: I'm coming to a thesis: you need three points. You need a clear spec defining the system, the code, and the tests. When you say it out loud, if you've been in engineering long enough, you're like, “Of course. That's an RFC, tests, and code.” But they all matter. Having them together lets them reinforce each other: the spec and tests match, but the code doesn't, so reconcile it. Or the tests and code match but the spec doesn't, so reconcile that. That's the iteration loop.Jake [00:47:41]: That's why you're seeing people talk about software factories, docs, and reconciliation. Some of that is architectural astronomy if you don't implement it, but that loop is where most things will end up.Swyx [00:48:07]: For listeners, we've been talking about this on the pod for three years: the holy trinity of specs and tests. Itamar Friedman from Qodo is the reference if people want to look it up.Self-Modifying Infrastructure and the End of Push-Pull-RebuildSwyx [00:48:18]: One thing I want to mention on the OpenCloud idea is self-modification. I don't know how Railway would support it, but I have my OpenClaw, and I just tell it it has the Railway CLI and can do whatever. In theory, whatever capabilities or new infra it needs, it can call the Railway CLI, provision it, and add it to itself. The agent can modify its own infra.Jake [00:48:45]: It's nuts. I have a loop set up where you put the Railway CLI on top of something that runs on Railway. You're authenticated as whatever the current box is, and you can make any changes to it. Then you call Railway deploy, and it deploys itself.Jake [00:49:04]: It's like: “I need to spin up this instance of this environment. I already exist in this environment. Excellent, I have access to a Postgres instance now.” That's where we want to go with agentic, self-replicating infrastructure. That's your loop: iterate in production. You continue making changes. If it works, merge it upstream. If it doesn't, throw it away.Jake [00:49:37]: How do you make throwaway copies trivial to spin up and super cheap? The era of “I have an AWS instance with four vCPU and 16 gigs of RAM” is going to get destroyed. If you do that for agents, you need a thousand of those machines. It's prohibitively expensive compared with what we've spent a ton of time figuring out: the atomic unit of deploy, whether you call it isolates, sandboxes, or something else. Only pay for what you use, spin up instantaneously, and close the loop as quickly as possible.Jake [00:50:15]: If the system can self-replicate safely and say, “This is my environment, I'm making these changes,” it can come back with, “Does this look good? This is a new state of infrastructure given this prompt. I think I've solved it.” Then you go back and say, “Actually, it looks different.” It does the loop again. Then you say, “Cool. Apply.”Swyx [00:50:38]: That's retroactively obvious, which is the most useful kind. Any other comments on agent deployment on Railway?Jake [00:50:51]: It's getting better every day. I'm on X or Twitter. You can always yell at me about the parts not working as well as they should, because plenty of things should work way better.The New Serverless: Stateful, Long-Running, Pay-for-What-You-Use LinuxSwyx [00:51:04]: At this stage, when people want massively or embarrassingly parallel compute, they usually talk serverless. I feel like there's a new serverless compared to the previous five years of serverless. You're in that new bucket. Do you have comparisons or philosophical differences you want to call out?Jake [00:51:31]: It's somewhere in between. It's the ability to run stateful, long-running workflows or executions.Swyx [00:51:42]: Vercel has Fluid Compute, Cloudflare has some container thing, Google has App Runner and others.Jake [00:51:55]: That's where everything is roughly going, and it's why we've been working on this for six years. We believe users need access to a computer: a box that speaks Linux. They need to deploy what they want. Other systems change the surface area of what you can build. For us, users need a computer and need to deploy anything they truly want. That's why we've focused on the primitives: network, compute, storage. If we give you those and expose them so you can run things indefinitely, that's where we believe it's going.Jake [00:52:43]: Twitter has no nuance, so everyone says “servers” or “serverless.” It's always somewhere in the middle: I want to run it for a long time, but I don't want to provision the resource statically or pay for things I'm not using. That's been our thesis from day one: pay only for what you use, run it indefinitely, and it is full Linux.Swyx [00:53:12]: That's why I like the naming of Fluid. It's fluid. Flexible.Heroku, Focus, and Carrying the Torch Without Becoming the PastSwyx [00:53:18]: Another milestone is the Heroku official deprecation. You're one of the presumptive new Herokus. “New Heroku” has been a category for as long as I've been in developer tooling. It's finally happening. What was that like? Any behind-the-scenes of, “This is the moment”?Jake [00:53:42]: You have people where you're like, “You were running stuff on here? You, as this company?” It's crazy that names you would know are running on it and now coming to us saying, “We want to move a lot of this off.”Swyx [00:54:00]: Any behind-the-scenes on why Salesforce let Heroku stagnate?Jake [00:54:05]: I can only guess. It's hard when it's not your business. Salesforce's business is to build a great CRM. That's their focus. Then you acquire a compute business as an offshoot. A lot of early Meta people talk about focus. Boz has a write-up about how in the early days of Meta they had no money, so they were forced to focus. Then they turned on the money tree and had no reason not to split their focus.Jake [00:54:52]: But that dilutes your product. You get offshoots where you ask, “Is this the focus of the business?” If it's not core, it languishes. A lot of companies get in trouble when they split focus because they're fighting a multi-front war, not just externally but internally for alignment. Where are we going? What are we doing? What is our purpose?Jake [00:55:24]: If you're Salesforce-built and mission-driven, you want to work on Salesforce. Heroku is off to the side. It's not core to the business. Getting resources, budget, focus, and alignment internally becomes hard. It was a matter of time.Swyx [00:56:06]: Kudos for them to call it out instead of leaving it unknown.Jake [00:56:12]: Their release was a little odd. They called it out, but they didn't say they were shutting it down. Behind the scenes, I think they issued messages to people saying they should close accounts and that they were going to deprecate and remove things over time.Jake [00:56:30]: It's crazy because some of my first deployment experiences were on Heroku. You start with dragging things into an FTP server, then you try to get a deploy working, and then it's Heroku. It was the on-ramp for us. But the wheel turns. New things emerge. We're happy to carry the torch for a lot of that. But we don't want to be the new Heroku. We want to be the way people build and deploy software, and ultimately the way people monetize software over time.Swyx [00:57:19]: It's still a big crown to be the new Heroku. There are 50 companies that fought for that.Jake [00:57:23]: Everybody is holding some portion of it. We're happy to support people and companies. The platform works differently. The game loop is similar, but we've been dogmatic about where these things are going: primitives, agents, fan-out. Some things fit; some workflows need to change. We have an approximation of Heroku pipelines with the environment system. It's exciting. We've got a ton of people we can support, and it's growing a lot.Temporal, Workflow Engines, and State MachinesSwyx [00:58:12]: I have one more technical question about Temporal. I've sold my shares. You're a power user and one of our earliest customers. I met you through Temporal. You built on Temporal. You have complaints. This may be the most neutral and informed conversation anyone will hear about Temporal without someone working at the company.Jake [00:58:39]: That's fair. I've used Temporal for almost 10 years because of Cadence at Uber.Swyx [00:58:52]: Give people a sense of what Cadence was at Uber.Jake [00:58:57]: Cadence was the precursor to Temporal. It powers trip actions, rides, when you rent a Jump bike or scooter or car. You're running workflows for a period of time and saying, “This ride will run indefinitely until it finishes.” You attach information: you paused in this zone, so add this charge to the bill. When you end the trip, the workflow is done. That experience was powered by Cadence at the time.Swyx [00:59:34]: I used to say it's like programming the entire user journey top-down as one function.Jake [00:59:39]: It's a powerful idea and important. It's also important for the next phase of the agentic journey. You want an agent to do a specific task, be complete or incomplete on that task, and move on to the next thing. You need a way to manage workflows dynamically.Jake [00:59:59]: Temporal was always great in theory, and great when you got it working the way you wanted in production. But it required you to model the entire journey in your head. If you didn't, you could cause issues where replaying the state of the workflow causes non-determinism.Swyx [01:00:25]: Because it works on deterministic workflow history.Jake [01:00:28]: Exactly. I describe it as a jet engine. If you know how to operate it and run it, it's great. But you can't hand it to people trying to build complicated things if they don't have the whole state in their head.Jake [01:00:48]: We run our whole deployment pipeline on top of it. That's a reasonably complicated workflow: pre-commit hooks, signaling, queuing, and all the rest. We ran into the same thing at Uber. As you express a large workflow, it gets more complicated, with more states in the state machine that you have to map back to the workflow.Swyx [01:01:15]: It's a lot of ifs.Jake [01:01:16]: Exactly. At Uber, we built a system for doing the state machine and testing it. We've started to build some of those things here because it's grown heavily. It's not quite love-hate. When it works well, it works super well. But if someone who doesn't have full context puts something into the system that invalidates state or causes non-determinism, or spins off a ton of activities, you have to keep track of underlying SRE knobs like activity slots. Those should scale with memory, vCPU, and so on. It becomes a bear to scale.Swyx [01:02:10]: You need a capable sysadmin running things behind the scenes. If you moved off, what would you do?Jake [01:02:19]: We'd build our own workflow engine. We have a few internally that we've worked on.Swyx [01:02:27]: This is one of those classes of things you typically wouldn't vibe code, but I'm wondering if you can.Jake [01:02:33]: I still don't think you should vibe code it. You still want to run decent tests to make sure it works.Swyx [01:02:39]: Timo didn't invent that from scratch either. There are libraries you can run. On top of that, it's just a state machine that you have to map out. Ultimately, you define the instructions you want and run them through a state machine.Jake [01:03:00]: It's very doable. Workflow stuff is interesting. Restate is doing neat stuff here.Swyx [01:03:10]: You're tied into JavaScript. Are you a JavaScript maxi?Jake [01:03:13]: Internally, we have TypeScript, Rust, and Go. We don't add more languages. Actually, we have a little C because we write BPF code and hooks. But those are the languages.Swyx [01:03:28]: Is this for sidecars?Jake [01:03:32]: No. It's for the networking stack, volumes, and things like that. We use TypeScript a lot because it powers the dashboard, but we're moving a lot of workflow stuff off the dashboard stack and into the infrastructure stack.Railpack, Nixpacks, and Content-Addressable FilesystemsSwyx [01:04:00]: Cool. Any other technical infrastructure stuff? Railpacks?Jake [01:04:07]: We built an engine for determining dependencies based on source code. It's called Railpack. We built the first version, Nixpacks, on top of Nix, and then we moved.Swyx [01:04:17]: People have been trying to get me to adopt Nix and NixOS for four years. Is it ever going to be a thing?Jake [01:04:23]: I don't know. We're excited about it, but it has pain points. Think of it as a stack of versioned binaries at specific slices in time. If you want version X and version Y, you bloat the package space, which blows up image size and makes real-world workloads difficult.Swyx [01:04:53]: But you content-address it and cache it. In theory, there are optimizations.Jake [01:05:00]: In theory, yes. But with a large enough user base and disparate enough machines, you run into a problem Meta described in the XFAAS paper, their internal serverless system. It becomes difficult at scale unless you break out specific runtimes.Jake [01:05:24]: We didn't want to do that because we wanted to truly allow you to deploy anything. That was our initial thing with Nix. But we've moved toward interesting work around content-addressable file systems that can lazy-load anything from any point and page it into memory.Swyx [01:05:48]: Amazing.Jake [01:05:49]: The future is very bright. It's crazy, and it's going to be nuts.Coding Agent Spend, Roadmaps, and Token ROISwyx [01:05:54]: Founder journey stuff?Alessio [01:05:56]: Your cloud usage: you tweeted you're going to spend $300K this month?Jake [01:06:01]: I think we got to $200K.Alessio [01:06:02]: Coding agents?Jake [01:06:03]: Yeah.Swyx [01:06:04]: Across the company?Alessio [01:06:05]: You only have 35 people, so I'm sure they're not all spending $10K a month. What's the distribution?Jake [01:06:10]: I think I'm at about $25K. We have power users all the way down. We came back from winter break, and I basically said, “If you're writing code by hand, you're doing this wrong.” The tools are good enough now that you can move extremely quickly. There are issues and pain points, but you should be reviewing the code you are writing instead of writing it by hand.Jake [01:06:40]: Architectural patterns matter more now than ever, but you shouldn't spend your time generating code you would write. If you know how to write it, ask the agent to write it and reconcile it until it looks like you would have written it yourself.Jake [01:06:58]: People misconstrue my propensity to push people toward agents as connected to our growth and some reliability bumps. They're not necessarily related. The tools are good enough to move extremely quickly and build things way larger than you could before.Jake [01:07:19]: To the earlier point about cooling data centers in space: I don't know. But with software, you can ask, “How would I build block storage from scratch? How would I do these things?” I have ideas because I have history and have read papers. Let me work them out and build massive test benches with thousands of tests, because those are now free to author. If you're not using AI systems to speed-run your roadmap and reconcile your existing system onto the future, you're missing a large point of what's happening.Alessio [01:08:12]: What's the path to spending $3 million a month? Is it bound by ideas and things customers can absorb?Jake [01:08:19]: For most companies, it's bound by deployment at this point. That's why we've seen a massive boom in users and companies, from Fortune 50s down, asking how to get developers to move faster. You'll probably hit your CFO before any technical limits because they'll look at the eye-watering amount of money spent on tokens. Inference costs have to come down, but we're inference constrained now. There will be price discovery around what makes sense for an org to adopt.Jake [01:09:06]: I think you'll end up with the F1 driver concept. If someone is really adept at these things, it makes sense to put them in a $3 million car. If they're not, it probably doesn't make sense. You'll take a few people and say, “You can drive the F1 car. We need to go in this direction. Figure out if it works and prototype it.”Jake [01:09:33]: We've done some of that and vastly accelerated our roadmap. We thought we'd ship something in a few years; now we can probably ship it in a few months because we validated it and don't have to build it incrementally. We can skip steps and move toward our vision.Alessio [01:09:58]: A lot of people are realizing the roadmap doesn't always have a business impact, so they say tokens are too expensive. But if your roadmap were built to make more money by the time you built it, you'd have token pricing for it, the same way you do with sales. You'd spend a billion dollars on sales if you knew you would get $2 billion of revenue.Jake [01:10:19]: Exactly. A naive way to measure this is the percentage of tokens that end up in production. If you can measure impact because those tokens end up in production, that's awesome. But the burden of proof will rise. Internally, we have a growing number of pull requests that haven't merged. The question becomes: how do you get this into production? It's about how quickly you can build and deploy software, which is exciting because that's our whole thing.The SDLC Shift: Prompt Requests, Feature Flags, and Safe RolloutsSwyx [01:10:56]: The SDLC is changing. One thesis is that the pull request is dying. It's going to be the prompt request. Beyond that, code review is also kind of dying if you have all the other systems in place. What else is changing about the SDLC?Jake [01:11:19]: The AISRE and the tools to make it happen. AISRE is pie-in-the-sky aspirational. What does it take to get an AISRE? What tools do you need to build?Swyx [01:11:32]: You should expose your tooling to customers at some point. The Central Station command center.Jake [01:11:39]: We have it for template maintainers. Template maintainers can deploy and maintain templates, and they get feedback. We're going to expose those things incrementally.Swyx [01:11:51]: Clustering around incidents. Everyone has a version of that, but I don't think anyone has solved it.Jake [01:11:56]: I won't say we've solved it internally, but it's gotten so good that we can see incidents forming pretty quickly. At some point, those will be things either someone else builds or we build. We've always built things purpose-built for us. If it makes sense to make it useful for users, monetize it, or turn that loop into a profit center instead of a cost center, we want to do that.Jake [01:12:28]: Pull request is definitely dying.Swyx [01:12:29]: Do you do first-party feature flagging and incremental rollout stuff?Jake [01:12:34]: We have a feature-flagging engine we built internally and will eventually roll out.Swyx [01:12:38]: I don't see it as a user. How come you didn't give us what you have?Jake [01:12:43]: We have to beta test it. We care a lot about the quality of the things. There's plenty we've used internally that doesn't make it all the way through the journey because it fails. It works for one service but not multiple services. We'd have to build it for multiple services and know that if we released it, we'd rebuild it again and again. Some things are worth that, but many inform the roadmap.Jake [01:13:18]: We don't want to dilute the experience by saying, “This works, but only for this service,” unless it's a core initiative. Over the next few months, we'll roll out things that work for a single service, then multiple services, then multiple services across the environment. You have to be deliberate. Otherwise you create broken disparate experiences and support load because people ask how to use the feature.Jake [01:13:52]: It's the earlier expansion and compaction pattern. You expand the company to get features, then compact and smooth them out so the experience is stellar. You told me in the hallway, “It's gotten so much better.” Internally we're saying, “This part really sucks. We need to make it significantly better.”Swyx [01:14:11]: I can attest to that over the last three years watching you build Railway. For listeners, feature flagging is a huge part of Uber culture. So much so that they have too many feature flags and another thing to remove feature flags. Facebook has Gatekeeper. Agents are going to need this. It's fundamental to incremental rollouts. OpenAI acquired Statsig. GPT-5 is routing and flagging through different models.Jake [01:14:56]: It's super important. If the software development lifecycle is going to change because we're doing things 1,000 times faster and 1,000 times more concurrently, what becomes important at scale?Jake [01:15:16]: Before I started Railway, I built a feature-flagging product and tried to sell it. It was an easier version of LaunchDarkly. I ran into a problem: anyone small enough to adopt your technology doesn't care about feature flags, and anyone large enough to need feature flags needs so much scale that you have to build out all the infrastructure. I scrapped it.Jake [01:15:42]: But what is old is new again. Companies are trying to move quickly, but you can't YOLO a vibe-coded thing straight into production. You need to say, “Here's my blast radius, my impact, and I want to shadow it for these users.” Feature flags. You're going to need the tools larger companies built to maintain their structures. Everything gets compressed by 1,000x so everybody can build those structures quickly.Jake [01:16:07]: That's exactly where we are: compressing the software development lifecycle, then expanding it and adding more new things.Cattle, Pets, and Clonable InfrastructureSwyx [01:16:15]: Another term that comes to mind for newer developers is “cattle, not pets.” People treat production like a pet. It has a name. You baby it and keep it alive. With cattle, you can mass farm, roll out, portion parts out, and kill them.Jake [01:16:37]: I think that might change. You can move toward having pets as long as you have a cloning machine for your pets.Swyx [01:16:52]: Yeah.Jake [01:16:52]: If you can snapshot every single thing at every frame, it doesn't matter if something gets obliterated because you have a snapshot of it. The things we've built right now are designed to block changes from the hermetically sealed DevOps line. You have to write a Dockerfile because you nee

Two Russians who left their country after the invasion of Ukraine and are now rebuilding their lives and careers in the U.S. Senior Arts Correspondent Jeffrey Brown reports on a recent production in New York for our Art in Action series, exploring how art and democracy shape one another, as part of our CANVAS coverage. PBS News is supported by - https://www.pbs.org/newshour/about/funders. Hosted on Acast. See acast.com/privacy

Click on any social media platform, and you will be flooded with advertisements.Amongst the regular ads, there are also scams, including get-rich-quick schemes and fraudulent ads. These scams may not be a simple glitch in the system. It is rather an organized effort for Meta to get richer.Two journalists from Reuters uncovered the truth about Meta with their series “Meta's Secrets of Success.”Quantum computing is one of the leading developments that applies knowledge of quantum physics to solve problems in cybersecurity, medicine and finance. We will learn more about this emerging tech field.During many universities' finals week, Canvas was hacked, causing disruptions for many universities, including Ohio State, while the system was shut down for several hours.We're talking about all of these topics during this week's Tech Tuesday.Guests:Jeff Horwitz, Pulitzer Prize-winning reporter, ReutersEzekiel Johnston-Halperin, co-director, Center for Quantum Information Science and EngineeringRussell Holly, director of commerce content, CNET(photo: Noah Berger / AP)

In this episode of The Cybersecurity Defenders Podcast, we discuss some intel being shared in the LimaCharlie community.Researchers have disclosed a new Linux local privilege escalation technique called “Dirty Frag,” which chains together two kernel vulnerabilities: CVE-2026-43284 in xfrm-ESP handling and CVE-2026-43500 in RxRPC.The breach affecting educational technology provider Instructure has raised broader concerns about the security dependencies schools have on third-party cloud platforms.Security researchers at Aikido are tracking a major expansion of the “Mini Shai-Hulud” malware campaign targeting the npm ecosystem.Google Threat Intelligence Group says threat actors are moving from experimental AI usage toward large-scale operational integration of generative models across the cyberattack lifecycle.Support our show by sharing your favorite episodes with a friend, subscribe, give us a rating or leave a comment on your podcast platform.This podcast is brought to you by LimaCharlie, maker of the SecOps Cloud Platform, infrastructure for SecOps where everything is built API first. Scale with confidence as your business grows. Start today for free at limacharlie.io.

This week has it all: geopolitical FOMO, major AI deals, more courtroom drama, and a hacker group that just won't quit. Reed Albergotti (Semafor) breaks down why AI tokens are the new oil, and why Anthropic is buying compute straight from SpaceX. Nitasha Tiku (The Washington Post) takes us inside the Elon Musk-OpenAI trial, where Shivon Zilis, aka the “Elon Whisperer” and the mother of four of Musk's children, finally took the stand. And Pulitzer Prize-winning journalist Dexter Thomas gives insight into how the hacking of education tech platform Canvas could still affect college students, even after Canvas’s parent company says a deal was reached to delete the stolen data. Additional Reading: Nvidia CEO joins Trump in China despite ‘awkward’ politics | Semafor Anthropic-SpaceX compute deal shows how tokens are taking over the economy | Semafor Shivon Zilis was Elon Musk’s ‘bridge’ to OpenAI. Now she’s entangled in his lawsuit. | The Washington Post Instructure Pays Ransom to Canvas Hackers | Inside Higher Education Download SAILY in your app store and use our code techstuff at checkout to get an exclusive 15% off your first purchase! For further details go to https://saily.com/techstuffSee omnystudio.com/listener for privacy information.

Microsoft sounds the alarm on a critical Exchange zero-day, OpenAI and Mistral AI deal with fallout from a widening supply-chain attack campaign, and researchers uncover a thriving underground market for unlocking stolen iPhones. A stealthy macOS infostealer spreads through ClickFix scams, healthcare braces for major HIPAA security changes, and hackers cash in big at Pwn2Own Berlin after burning through two dozen zero-days. Maria Varmazis joins us with the latest from the T-Minus space cyber podcast. Researchers roll their eyes at ransomware reassurances. Remember to leave us a 5-star rating and review in your favorite podcast app. Miss an episode? Sign-up for our daily intelligence roundup, ⁠Daily Briefing⁠, and you'll never miss a beat. And be sure to follow CyberWire Daily on ⁠LinkedIn⁠. CyberWire Guest Today we are joined by Maria Varmazis, host of T-Minus: Space-Cyber Briefing, talking about the evolution of the show. Join us on Sunday, May 17th for the first episode of T-Minus and tune in each Sunday for new episodes.  Selected Reading ⁠Microsoft Reports Severe Zero-Day Flaw in On-Prem Exchange Servers⁠ (Infosecurity Magazine) ⁠OpenAI Hit by TanStack Supply Chain Attack⁠ (SecurityWeek) ⁠Mustang Panda Linked to New Modular FDMTP Backdoor⁠ (BankInfo Security) ⁠TeamPCP hackers advertise Mistral AI code repos for sale⁠ (Bleeping Computer) ⁠What's Next for the Proposed HIPAA Security Rule Overhaul?⁠ (GovInfo Security) ⁠American Lending Center Data Breach Affects 123,000 Individuals⁠ (SecurityWeek) ⁠Why AMOS matters: The macOS malware stealing data at scale⁠ (SOPHOS) ⁠Inside the Underground Market That Unlocks Stolen iPhones⁠ (Infoblox) ⁠Windows 11 and Microsoft Edge hacked at Pwn2Own Berlin 2026⁠ (Bleeping Computer) ⁠Nobody believes the 'criminals and scumbags' who hacked Canvas really deleted stolen student data⁠ (The Register) Share your feedback. What do you think about CyberWire Daily? Please take a few minutes to share your thoughts with us by completing our ⁠brief listener survey⁠. Thank you for helping us continue to improve our show. Want to hear your company in the show? N2K CyberWire helps you reach the industry's most influential leaders and operators, while building visibility, authority, and connectivity across the cybersecurity community. Learn more at ⁠sponsor.thecyberwire.com⁠. The CyberWire is a production of N2K Networks, your source for strategic workforce intelligence. © N2K Networks, Inc. Learn more about your ad choices. Visit megaphone.fm/adchoices

Cisco Catalyst, Canvas, Exchange 0-Days, BitLocker Bypass, Mini Shai Hulud, Node IPC, Patch Tuesday, GPT-5.5, Supply Chain Attacks, and More on the Security Weekly News Visit https://www.securityweekly.com/swn for all the latest episodes! Show Notes: https://securityweekly.com/swn-581

Jacob Ward joins Mikah Sargent on Tech News Weekly! More insights into the Musk vs. OpenAI trial. Everything unveiled at The Android Show: Google I/O Edition 2026. And the Canvas cyberattack. Jacob has been covering the Musk vs. OpenAI trial since he was last on the show. He talks about the trial and some of the more interesting things that have occurred during the trial. Jason Howell stops by to talk about everything that was unveiled at The Android Show: Google I/O Edition, a lead-up to the big Google I/O event that is taking place on May 19th. And Mikah talks about the Canvas cyberattack that occurred on May 7th and how the company paid the ransom that the attackers were demanding from the organization. Hosts: Mikah Sargent and Jacob Ward Guest: Jason Howell Download or subscribe to Tech News Weekly at https://twit.tv/shows/tech-news-weekly. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: joindeleteme.com/twit promo code TWIT hoxhunt.com/securitynow zscaler.com/security bitwarden.com/twit

Three doctors, two poets and a fiction writer walk into a windowless hospital conference room. Not the start of a joke, but of a prestigious journal, "Bellevue Literary Review", now celebrating its 25th anniversary. Senior arts correspondent Jeffrey Brown reports for our ongoing coverage of the intersection of health and arts, part of our CANVAS series. PBS News is supported by - https://www.pbs.org/newshour/about/funders. Hosted on Acast. See acast.com/privacy

Jacob Ward joins Mikah Sargent on Tech News Weekly! More insights into the Musk vs. OpenAI trial. Everything unveiled at The Android Show: Google I/O Edition 2026. And the Canvas cyberattack. Jacob has been covering the Musk vs. OpenAI trial since he was last on the show. He talks about the trial and some of the more interesting things that have occurred during the trial. Jason Howell stops by to talk about everything that was unveiled at The Android Show: Google I/O Edition, a lead-up to the big Google I/O event that is taking place on May 19th. And Mikah talks about the Canvas cyberattack that occurred on May 7th and how the company paid the ransom that the attackers were demanding from the organization. Hosts: Mikah Sargent and Jacob Ward Guest: Jason Howell Download or subscribe to Tech News Weekly at https://twit.tv/shows/tech-news-weekly. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: joindeleteme.com/twit promo code TWIT hoxhunt.com/securitynow zscaler.com/security bitwarden.com/twit

Jacob Ward joins Mikah Sargent on Tech News Weekly! More insights into the Musk vs. OpenAI trial. Everything unveiled at The Android Show: Google I/O Edition 2026. And the Canvas cyberattack. Jacob has been covering the Musk vs. OpenAI trial since he was last on the show. He talks about the trial and some of the more interesting things that have occurred during the trial. Jason Howell stops by to talk about everything that was unveiled at The Android Show: Google I/O Edition, a lead-up to the big Google I/O event that is taking place on May 19th. And Mikah talks about the Canvas cyberattack that occurred on May 7th and how the company paid the ransom that the attackers were demanding from the organization. Hosts: Mikah Sargent and Jacob Ward Guest: Jason Howell Download or subscribe to Tech News Weekly at https://twit.tv/shows/tech-news-weekly. Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free audio and video feeds, a members-only Discord, and exclusive content. Join today: https://twit.tv/clubtwit Sponsors: joindeleteme.com/twit promo code TWIT hoxhunt.com/securitynow zscaler.com/security bitwarden.com/twit

Mike Slater has a budding bromance with Spencer Pratt and his campaign to be the next Mayor of Los Angeles. Tune in and find out what's gotten our host so dang smitten with this California election! Following that opener, Slater gabs with Colin Madine, Breitbart's Tech Editor, about a HUGE story about hackers getting into the Canvas educational platform that tons of American schools are currently using. This could impact young people in YOUR life, so don't ignore this! MAGA! Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

On this week's show Patrick Gray, Adam Boileau and James Wilson discuss the week's cybersecurity news. They cover: Mini Shai-Hulud and the TanStack compromise using Github Actions Instructure pays Canvas elearning platform data extortionists More Linux privilege escalation 0days! CISA helping critical infrastructure operators rearchitect their networks so they work offline This week's episode is sponsored by email security platform Sublime Security. Bobby Filar chats with Patrick about how agentic AI is being evaluated by buyers in a marketplace that's experiencing “AI fatigue”. This episode is also available on Youtube. Show notes ‘Mini Shai-Hulud' malware compromises hundreds of open-source packages in sprawling supply-chain attack | CyberScoop Hardening TanStack After the npm Compromise | TanStack Blog Canvas Breach Disrupts Schools & Colleges Nationwide – Krebs on Security Instructure pays ransom after Canvas incident as Congress announces investigation | The Record from Recorded Future News When DNSSEC goes wrong: how we responded to the .de TLD outage Adversaries Leverage AI for Vulnerability Exploitation, Augmented Operations, and Initial Access | Google Cloud Blog Mythos smythos! How to find 0day with lesser models - Risky Business Media GitHub - V4bel/dirtyfrag · GitHub retr0.zip NVD - CVE-2026-42511 Flaw in Claude's Chrome extension allowed ‘any' other plugin to hijack victims' AI | CyberScoop Ivanti customers confront yet another actively exploited zero-day | CyberScoop Palo Alto warns of critical software bug used in firewall attacks | The Record from Recorded Future News Where Have All the Complex Windows Malware and Their Analyses Gone? Meet Rassvet, Russia's Answer to Starlink | WIRED DOJ says ransomware gang tapped into Russian government databases | TechCrunch Iranian government hackers using Chaos ransomware as cover, researchers say | The Record from Recorded Future News Foxconn confirms cyberattack impacting North American factories | The Record from Recorded Future News New CISA initiative aims for critical infrastructure to operate offline during cyberattacks | The Record from Recorded Future News ‘HELLO BOSS': Inside the Chinese Realtime Deepfake Software Powering Scams Around the World How to Disable Google's Gemini in Chrome | WIRED FCC pushes ban on security updates for foreign-made routers, drones to 2029 | The Record from Recorded Future News

Instructure reached an agreement to pay attackers of its Canvas portal so students can get back to work, and Thinking Machines announced a research preview of a more natural conversation flow called Interaction Models.Starring Jason Howell and Tom Merritt.Links to stories discussed in this episode can be found here. Hosted on Acast. See acast.com/privacy for more information.

Former NSA chief says the U.S. can beat China in cyberspace. Canvas cuts a deal with hackers. The FCC proposes KYC rules for phone users. SAP patches critical flaws. A poisoned TanStack npm supply chain attack spreads malware. Humanitarian aid lures deliver spyware. Japan launches an AI-driven cyber review. Texas sues Netflix over data practices. And Harvard experts debate the future of agentic AI security. On our Threat Vector segment David Moulton welcomes, Assaf Keren, CSO at Qualtrics and author of Lessons from the Frontlines. Our guest is Tim Starks from CyberScoop discussing changes to the CyberCorps Scholarship program. The Gentleman's guide to awful OPSEC.  Remember to leave us a 5-star rating and review in your favorite podcast app. Miss an episode? Sign-up for our daily intelligence roundup, Daily Briefing, and you'll never miss a beat. And be sure to follow CyberWire Daily on LinkedIn. Threat Vector AI is the most powerful tool defenders have ever had. It's also the most dangerous weapon attackers have ever had. Assaf Keren, CSO at Qualtrics and author of Lessons from the Frontlines, has seen AI reshape both sides of the threat equation. In this conversation, he gets specific about what happens when powerful tools fall into the wrong hands, and what leaders need to do before they get caught off-guard. You can listen to the full conversation here, and catch new episodes of Threat Vector with host David Moulton every Thursday on your favorite podcast app. CyberWire Guest Today we are joined by Tim Starks from CyberScoop discussing changes to the CyberCorps Scholarship program. You can read more in Tim's article “Trump officials are steering a cybersecurity scholarship program toward AI.” Selected Reading I Ran the N.S.A. This Is How to Defeat China's Hacker Army. (The New York Times) Canvas hack: company pays criminals to delete students' stolen data (BBC News) FCC Attempts to Solve Robocall Problem by Potentially Creating Even Bigger Privacy Problem (Gizmodo) SAP Patches Critical S/4HANA, Commerce Vulnerabilities (SecurityWeek) Cache-poisoning caper turns TanStack npm packages toxic (The Register) Operation HumanitarianBait Uses Fake Aid Documents to Deploy Python Spyware (Hackread) Japan's PM orders cybersecurity review to stop Mythos going full CyberZilla (The Register) Texas sues Netflix over alleged data practices that create ‘surveillance machinery' without user consent (The Record) Time for government, business leaders to figure out AI cybersecurity regulation (Harvard Gazette) Tables Turned: Gentlemen Ransomware Group Suffers Data Leak (BankInfo Security) Share your feedback. What do you think about CyberWire Daily? Please take a few minutes to share your thoughts with us by completing our brief listener survey. Thank you for helping us continue to improve our show. Want to hear your company in the show? N2K CyberWire helps you reach the industry's most influential leaders and operators, while building visibility, authority, and connectivity across the cybersecurity community. Learn more at sponsor.thecyberwire.com. The CyberWire is a production of N2K Networks, your source for strategic workforce intelligence. © N2K Networks, Inc. Learn more about your ad choices. Visit megaphone.fm/adchoices

Instructure cut a deal with ShinyHunters to return stolen Canvas data, without disclosing the terms. eBay rejected GameStop's $56B bid as "neither credible nor attractive." OpenAI launches Daybreak for cybersecurity, Amazon employees game AI usage targets, and Mira Murati's first model drops. Instructure reaches a deal with hackers who breached its Canvas edtech platform to return stolen data and destroy copies, without saying what it gave in return (NYT) eBay rejects GameStop's $56B takeover offer, saying the unsolicited bid is "neither credible nor attractive", in a letter from eBay Chairman Paul Pressler (Bloomberg) OpenAI launches Daybreak, a cybersecurity initiative integrating AI models and Codex Security to help organizations patch vulnerabilities (TestingCatalog) Sources: some Amazon employees are using in-house OpenClaw-like tool MeshClaw for unnecessary tasks to inflate AI token use after Amazon set weekly AI targets (FT) AppMagic: Grok downloads fell to ~8.3M in April, from a high of 20M+ in January; Recon Analytics: Grok's paid adoption in the US remains nearly flat YoY in Q2 (WSJ) Thinking Machines Lab details interaction models, which can think and respond in real time, letting users and AI interact continuously for better collaboration (Thinking Machines Lab) Learn more about your ad choices. Visit megaphone.fm/adchoices

Transportation Secretary Sean Duffy was apparently filming a reality show with his wife and 9 children over the course of seven months while the country dealt with TSA chaos and serious aviation safety issues. Evidently, the show was meant to promote road trips as Trump slashes funding for National Parks and rising costs tied to the Iran war make road trips significantly more expensive.Meanwhile, as Kash Patel reportedly administers lie detector tests over an Atlantic article, hackers are threatening to release the data of 165 million students obtained through Canvas unless a ransom is paid by 9,000 colleges. Dina Doll reports. Visit https://meidasplus.com for more! Remember to subscribe to ALL the MeidasTouch Network Podcasts: MeidasTouch: https://www.meidastouch.com/tag/meidastouch-podcast Legal AF: https://www.meidastouch.com/tag/legal-af MissTrial: https://meidasnews.com/tag/miss-trial The PoliticsGirl Podcast: https://www.meidastouch.com/tag/the-politicsgirl-podcast Cult Conversations: The Influence Continuum with Dr. Steve Hassan: https://www.meidastouch.com/tag/the-influence-continuum-with-dr-steven-hassan The Weekend Show: https://www.meidastouch.com/tag/the-weekend-show The Ken Harbaugh Show: https://meidasnews.com/tag/the-ken-harbaugh-show Majority 54: https://www.meidastouch.com/tag/majority-54 On Democracy with FP Wellman: https://www.meidastouch.com/tag/on-democracy-with-fpwellman Uncovered: https://www.meidastouch.com/tag/maga-uncovered

Hour two dives deep into Safety Tuesday with alarming tech news—from a massive Canvas app hack affecting millions of students, to Apple’s multimillion-dollar Siri lawsuit, Meta ending Instagram DM encryption, and shocking claims that jailbroken Fire Sticks could expose home cameras and microphones. The heat turns all the way up as Gary delivers explosive celebrity tea involving Kevin Hart, his wife Eniko, and resurfaced rumors about family tension and money drama that have social media buzzing. Plus, reality TV fans get a sneak peek at a new Amazon Prime retreat series starring Kenya Moore, Kim Zolciak, and Tamar Braxton, before the laughs roll in with Black Tony’s outrageous “kind of like a law firm” scheme that spirals into classic Rickey Smiley Morning Show chaos.See omnystudio.com/listener for privacy information.

The FCC eases restrictions on foreign-made routers. Shiny Hunters hit Canvas and Zara. SailPoint discloses unauthorized access to its GitHub repositories. TrickMo Android banking malware has more tricks up its sleeve. Polish officials warn of increased targeting of ICS and public infrastructure. A federal judge orders $10 million in restitution for stolen zero days. German authorities takedown the Crimenetwork marketplace, again. Monday business breakdown. Dan Lorenc, Chainguard CEO and co-founder, is talking about a recent wave of supply chain attacks. Malware gets signed, sealed and delivered.  Remember to leave us a 5-star rating and review in your favorite podcast app. Miss an episode? Sign-up for our daily intelligence roundup, Daily Briefing, and you'll never miss a beat. And be sure to follow CyberWire Daily on LinkedIn. CyberWire Guest Dan Lorenc, Chainguard CEO and co-founder, is talking about how the recent wave of supply chain attacks is fundamentally different – and more dangerous –than previous incidents, as well as immediate steps organizations should take as this continues to unfold. Selected Reading US: FCC Relaxes Foreign-Made Router Ban to Allow for Security Updates (Infosecurity Magazine) ShinyHunters Escalates Canvas Extortion (Infosecurity Magazine) Zara Data Breach Impacts Nearly 200,000 Customers (Infosecurity Magazine) SailPoint Discloses GitHub Repository Hack (SecurityWeek) TrickMo Android banker adopts TON blockchain for covert comms (Bleeping Computer) Polish ABW warns cyberattacks shifting from espionage and data theft toward physical disruption of critical infrastructure (Industrial Cyber) Trenchant Exec Who Sold Zero Days to Russian Buyer Ordered to Pay $10 Million in Restitution to Former Employers (Zero Day) Resurrected 'Crimenetwork' Marketplace Taken Down, Administrator Arrested (SecurityWeek) XBOW secures an additional $35 million in Series C funding. (N2K Pro Business Briefing) Hackers Trick DigiCert Into Issuing Certificates Used to Sign Malware (Hackread) Share your feedback. What do you think about CyberWire Daily? Please take a few minutes to share your thoughts with us by completing our brief listener survey. Thank you for helping us continue to improve our show. Want to hear your company in the show? N2K CyberWire helps you reach the industry's most influential leaders and operators, while building visibility, authority, and connectivity across the cybersecurity community. Learn more at sponsor.thecyberwire.com. The CyberWire is a production of N2K Networks, your source for strategic workforce intelligence. © N2K Networks, Inc. Learn more about your ad choices. Visit megaphone.fm/adchoices

"The Night Parade of One Hundred Demons" is an ancient Japanese folktale about supernatural beings taking over the night. At an art museum in Boston, artist Masako Miki is bringing the tale into a colorful and even cuddly present-day. Jared Bowen of GBH Boston takes us there for our arts and culture series, CANVAS. PBS News is supported by - https://www.pbs.org/newshour/about/funders. Hosted on Acast. See acast.com/privacy

Watch the full coverage of the live stream on The Emily D. Baker YouTube channel: https://youtu.be/TZcwvptBlhE  In this  Case Brief, we look at the massive data breach at Instructure, the parent company of the Canvas learning management platform, has sent shockwaves through the educational world. Affecting an estimated 9,000 schools and over 275 million individuals—including students, teachers, and staff—this cyberattack by the group ShinyHunters has disrupted finals week for thousands of users worldwide. RESOURCES Canvas Hack Article - https://www.usatoday.com/story/tech/news/2026/05/08/canvas-back-online-cyberattack-data-breach/89991038007/ Reuters Article - https://www.reuters.com/legal/litigation/schools-reach-out-hackers-canvas-breach-hits-us-classrooms-source-says-2026-05-08/ Learn more about your ad choices. Visit podcastchoices.com/adchoices

Today's Headlines: The Iran war is very much back on — Trump threatened Iran with "one big glow," called the exchange of fire "just a love tap," and bragged about sinking small boats, while US intelligence confirmed Iran still has about 70% of its missiles intact despite Trump claiming it's down to 18-19%. Gas prices have hit $4.50 a gallon — up over 50% since the war started — with CEOs warning that consumer spending is collapsing and everyone is borrowing to get by. Shell, meanwhile, posted $7 billion in Q1 profits, more than double the previous quarter, which seems fine. As if the war weren't enough to worry about, on the redistricting beat, Tennessee signed a new map eliminating the state's one Democratic seat by splitting Memphis into four suburban districts, Alabama passed their gerrymandering legislation while tornado sirens blared and the building flooded, and Mississippi is planning their own special session in a Jim Crow-era capitol that's been a museum for years. On top of that, Marco Rubio announced new sanctions on Cuba's state-owned industries and military conglomerate, while the State Department quietly beefs up disaster preparedness in South Florida in anticipation of further Cuba hostilities. Somehow Kash Patel is in the news again, he reportedly ordered polygraphs for over two dozen staff to find out who talked to The Atlantic about his drinking, while launching a criminal leak investigation against the reporter he's also suing for $250 million. Elsewhere, Trump's 10% tantrum tariff was ruled illegal by the Court of International Trade, Elon Musk was formally summoned by the French government to cooperate in their X investigation after skipping a voluntary interview — with Trump's DOJ calling it a "criminally charged criminal proceeding" — and Kalshi raised a billion dollars bringing its valuation to $22 billion, which means someone should probably check if their headquarters exists. And finally, a ransomware attack on Canvas knocked out coursework for students at over 3,000 schools, which is either a crisis or the greatest thing ever depending on your GPA. Resources/Articles mentioned: Axios: Iran and U.S. exchange fire in Strait of Hormuz Bloomberg: Consumers Are ‘Running Out of Money' and Cutting Back, CEOs Warn Bloomberg: Consumers Are ‘Running Out of Money' and Cutting Back, CEOs Warn NYT: Shell Reports Nearly $7 Billion Profit After Oil Prices Surged Amid U.S.-Iran War WaPo: U.S. intelligence says Iran can outlast Trump's Hormuz blockade for months Axios: Rubio announces new Cuba sanctions Mother Jones: After SCOTUS Destroyed the Voting Rights Act, Southern States Rush to Pass Jim Crow Voting Maps WVLT: TN governor signs new congressional map into law, dividing Memphis and marking end of special session The New Republic: Alabama Republicans Vote to Pass New Map as Tornado Sirens Blare The Guardian: Mississippi house to hold redistricting session at Jim Crow era capitol MS Now: Kash Patel ordered polygraphs of more than two dozen members of his team, sources say NYT: Trade Court Rules Trump's 10% Global Tariff Is Illegal WSJ: Elon Musk Summoned to France to Face Criminal Charges NYT: Kalshi, The Prediction Market, Is Now Valued At $22B  WSJ: Harvard, Berkeley and Thousands of Schools Suffer Cyber Outage Subscribe to the Betches News Room and join the Morning Announcements group chat. Go to: betchesnews.substack.com Morning Announcements is produced by Sami Sage and edited by Grace Hernandez-Johnson Learn more about your ad choices. Visit megaphone.fm/adchoices