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The Katherine Massey Book Club @ The C.O.W.S. hosts Session 13 on The Memoirs of Robert & Mabel Williams: African American Freedom, Armed Resistance, & International Solidarity. We read the first portion of Mabel Williams' memoir and commented on how her perspective on Racism evolved over her life. A recap of last week's session focused on : Not Too Radical At First: In contrast to Robert F., Mabel Williams says that her family was more concerned with not making trouble and staying out of White people's way. White Jesus: In strong contrast to Robert F., Mabel Williams has a detailed description of being baptized as a young girl and the importance of church in her life. Robert Williams does not recount a similar church experience his portion of the book. Unemployed (privileged?) Black Males: In her book and her later talks, Mabel Williams recounts how she was always able to land employment. Perhaps not the best paying or most glorified positions, but a job with a paycheck none the less. In contrast, Robert F. and many other black males were perpetually unemployed or exclusively hired on a temporary basis for low wage, low skill jobs. This Racist Labor code caused a myriad of problems for attempted marriages like that of Robert and Mabel Williams. Medical Apartheid: Mabel describes working at the local hospital and gaining a much better understanding of Racism. She tells us the black babies were stored in the basement and kept in the area with dirty needles and rubbish. In this environment, 75% of black babies died. White doctors made Racist Jokes about black people. Call-In Number: 720.716.7300 Code: 564943#
Salk opens the show by sharing his new method for waking up early, talks about last night’s Kraken win to start the season, and the TNF game between two of our least favorite QB’s. He tells you about the potential return of Julian Love, MLB wildcard round, and more in Need To Know. And they are joined by The Hawkblogger Brian Nemhauser to talk about what happened in Sunday’s game against the Commanders, his thoughts on Jadarian Price, looking ahead to the Hawks matchup against the Chargers, and much more.
Headlines: – Welcome to Mo News + We're LIVE On YouTube (02:00) – Tennessee Halts Executions After Unprecedented Lethal Injection Failure (04:45) – Netanyahu Says Omani Copilot Who Tried To Bring Down Flight ‘Underwent Islamist Radical Indoctrination' (15:15) – Inside The Three Weeks That Led Cornell's 'Jane Doe' To Go To Police (23:10) – Europe's Luxury Carmakers Are Betting Big On SUVs for Americans (34:00) – How Phoebe Bridgers's Phone Ban Changes the Concert Experience (39:00) – One Trick That May Get Your Kid To Eat Veggies (42:00) – What We're Watching, Reading, Eating (46:50) Thanks To Our Sponsors: – Monarch - 50% off your first year | Code: MONEWS – Factor - 50% off your first box | Code: monews50off – Industrious - Coworking office. 50% off day pass | Code: MONEWS50 – LMNT | Free Sample Pack with any LMNT drink mix or 12oz cans purchase – Boll & Branch – 20% off first order, plus free shipping | Code: MONEWS
October 2, 2026"President Trump: The Troll King!"It's Freedom Friday on The Daily MoJo and the crew is celebrating cultural icons like the Gulf of America (and that NPR hates it but is required to use it!)Plus, other shiny objects that the MSM feels compelled to chase. With DC Correspondent Phil Bell, Brad & Ron discuss the mirroring of the midterms to the elections of 1992 - don't get sucked in to the negativity! Mark Ruffalo is suddenly concerned about freedom of speech since Skydance is moving forward with the WB deal. The botched Tennessee execution of Christa Pike has brought all the armchair lawyers and death penalty experts out of the woodwork!Phil Bell's Other Passion: https://allthingstrains.com/Become a supporter of this podcast: https://www.spreaker.com/podcast/the-daily-mojo-with-brad-staggs--3085897/support.WATCH: TheDailyMoJo.comRUMBLE: HEREHelp Keep The Daily MoJo Going HERESAVINGS:GetMojoCBD.comCODE: 'dailymojo' 40% OFF!MoJoLaserProsFreaking Lasers customize EVERYTHING!SmellMyMoJo.comClean up and smell your best! CODE: 'dailymojo' 15% OFFMoJoMyPillow.comMike Lindell is a patriot. If you'd like a great deal and also support him, just do it!PrepareWithMoJo50.comBe prepared for life's emergencies!
On this week's Neutralizing Workplace Racism, we break down a volatile landscape where financial exploitation, unchecked corporate bias, and lethal field escalations collide directly on the clock. We analyze critical news reports proving that whether you are operating on a multi-million dollar athletic field or delivering app-based orders on a city street, your absolute priority remains identifying systemic white supremacy and navigating structural survival. This week's audio tracks and investigative files expose the extreme hazards operating behind closed institutional doors: ** Data Breach of FBI's Job Portal: J. Edgar Hoover's cronies continue investing the hacker group "Shiny Hunters" that claimed responsibility for looting sensitive data on FBI employees and applicants. More non-white will be vulnerable to this sort of hacking as the hiring process becomes more technological and less connected to printed paper. ** Remaining Composed At Work: Gus T. revisits some of the key points shared during later week's broadcast. A number of listeners shared different experiences about being frustrated by Suspected White Supremacists on the job. Being angry about Between corporate wage withholding, toxic factory abuse, sudden workplace stabbings, and fatal drive-thru encounters, your objective on the floor is no longer career advancement. It is implementing a strict zero-friction protocol, tracking your administrative trails, and keeping your eyes wide open to survive your shift intact. #SurviveYourShift #BlackFarmers #ICE #WorkplaceViolence #TheCOWS17Years #CounterRacism #UntilJustice #JeffersonAvenue #JusticeForSade #ComposureOnTheJob INVEST in The COWS! PayPal: [http://paypal.me/TheCOWS](http://paypal.me/TheCOWS) Cash App: [https://cash.app/$TheCOWS](https://cash.app/$TheCOWS) Call-In Number: 720.716.7300 Code: 564943#
Episode 478: It's déjà vu for Phillies fans yet again. The Atlanta Braves take care of business in Game 3 of the Wild Card round against the Philadelphia Phillies. The fellas talk about each team's Game 3 performance and ask where the Phillies go from here. With all the Division Series set, the guys touch on each series and give their official predictions for who advances to the Championship Series. Tune into our live streams for every single playoff game, including wall-to-wall coverage of the entire Saturday slate, and catch the latest BID Patreon draft available right now! Trade $25 Get $55 - https://app.kalshi.com/1r91/BID 00:00:00 - Braves End Phillies Season in Game 3 00:23:27 - NLDS Previews | White Sox vs. Guardians 00:29:57 - Braves vs. Dodgers 00:32:52 - Yankees vs. Rays 00:42:38 - Padres vs. Brewers 00:53:30 - Sign Up for the BID Patreon for the Latest Draft! NEW BID MERCH IS HERE: https://www.baseballisdead.com Sign Up For Our Patreon for more Baseball Is Dead Content! https://www.patreon.com/cw/BaseballisDead Don't sleep on @ultrapouches. New customers get 15% Off with code BID at takeultra.com! #UltraPouches #Ad Use code CODE for 30% off first order Sundays for Dogs: https://www.sundaysfordogs.com/BID Learn more about your ad choices. Visit megaphone.fm/adchoices
Le média d'investigation Mediapart affirme que Jordan Bardella, actuel président du RN, a tenu des propos antisémites, de façon répétée, en 2013, quand il avait 17 ans. Il aurait tenu ces propos dans des conversations sur la messagerie de Facebook. Jordan Bardella nie avoir écrit ces messages et parle de montages grossiers.Quelques jours après la publication de ces messages, Marine Le Pen continue de défendre Jordan Bardella. Pour le ministre de la Justice Gérald Darmanin, il “ment éhontément”, et ne peut plus prétendre devenir Premier ministre, en cas d'élection de Marine Le Pen en 2027.Dans Code source aujourd'hui on fait le point sur cette affaire avec Alexandre Sulzer, journaliste au service politique du Parisien, en charge de l'actualité du Rassemblement national.Écoutez Code source sur toutes les plates-formes audio : Apple Podcast (iPhone, iPad), Amazon Music, Podcast Addict ou Castbox, Deezer, Spotify.Crédits. Direction de la rédaction : Pierre Chausse - Rédacteur en chef : Jules Lavie - Reporter : Judith Perret - Production : Thibault Lambert et Barbara Gouy - Réalisation et mixage : Julien Montcouquiol - Photo : LP / Fred Dugit - Musiques : François Clos, Audio Network - Archives : TF1, France 24, Euronews, BFMTV, RTL, CNews. Hébergé par Acast. Visitez acast.com/privacy pour plus d'informations.
Adeline Atlas 11 X Published AUTHOR Digital Twin: Create Your AI Clone: https://www.soulreno.com/digital-twinSOS: School of Soul Vault: Full Access ALL SERIEShttps://www.soulreno.com/joinus-202f0461-ba1e-4ff8-8111-9dee8c726340Instagram: https://www.instagram.com/soulrenovation/Soul Renovation - BooksSoul Game - https://tinyurl.com/vay2xdcpWhy Play: https://tinyurl.com/2eh584jfHow To Play: https://tinyurl.com/2ad4msf3Digital Soul: https://tinyurl.com/3hk29s9xEvery Word: http://tiny.cc/ihrs001Drain Me: https://tinyurl.com/bde5fnf4The Rabbit Hole: https://tinyurl.com/3swnmxfjDestiny Swapping: https://tinyurl.com/35dzpvssSpanish Editions: Every Word: https://tinyurl.com/ytec7cvcDrain Me: https://tinyurl.com/3jv4fc5n
Victor Davis Hanson is an American historian, classicist, and political commentator known for his work on ancient Greek and Roman warfare, military history, and contemporary American politics. He is a longtime professor at Stanford University's Hoover Institution and has authored numerous books, while also becoming a prominent conservative commentator through essays, podcasts, and media appearances. Check out his new book ‘The Counter Revolution: The Fall and Rise Of Donald Trump And The MAGA Movement,' out now. IN THE NEWS: David Ellison is reportedly eyeing Elon Musk for an equity investment in Paramount, sparking concern at CNN. Gavin Newsom's childhood home in San Francisco hits the market for $4.5 million, while the first-ever Hanukkah Barbie draws both praise and backlash over its design. Adam also reacts to Newsom's speech at the United Nations and weighs in on the controversy surrounding a recent Converse advertisement.Get It On!FOR MORE WITH VICTOR DAVIS HANSON:BOOK: The Counter Revolution: The Fall and Rise Of Donald Trump And The MAGA MovementOut Now FOR MORE WITH ANDREW HOBSON:INSTAGRAM & YOUTUBE: @andrewfhobsonLIVE SHOWS: October 2 - Casper, WY (2 Shows)October 3 - Estes Park, CO (2 Shows)October 8 - Point Pleasant Beach, NJOctober 9 - Pottstown, PA (2 Shows)October 10 - Pottstown, PA (2 Shows)Thank you for supporting our sponsors:bollandbranch.com/acs Code: acsoreillyauto.com/ADAMPluto.tvSimpliSafe.com/ADAMHistory's Greatest MysteriesSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
The Geeks return with a brand-new Grumpy Old Geeks Wiki containing 21,577 static HTML pages, because apparently the appropriate response to having a massive podcast archive is to build an even more massive searchable monument to it. From there, things get considerably less wholesome as they dig into TikTok's settlement with Alabama, AI companies promising safeguards while simultaneously unleashing increasingly autonomous agents, and an OpenAI agent that apparently decided that “I can't access this” meant “perhaps I should hack it.” Government websites, a university digital library, and other targets apparently became irresistible once the normal route to the information stopped working. The Geeks contemplate the exciting future of digital interns who don't understand that the Computer Fraud and Abuse Act is, in fact, not a suggestion.The AI-agent discussion rolls into Meta's Muse, OpenAI's new agent tools, security boundaries, and the increasingly familiar problem of giving software enough permissions to accomplish a task and then discovering it has developed its own interpretation of “accomplish.” The episode also tackles Utah's attempt to apply age verification requirements to VPN users, New York's legal fight with prediction markets, Meta expanding Instagram into schools, and the continuing saga of AI-generated music and copyright. Then there's Automatic's corporate drama involving Matt Mullenweg, vibe coding, and the increasingly compelling argument that if you can build a website in a few hours, maybe spending years arguing about WordPress is no longer the best use of anyone's time.Finally, the Geeks move on to the technological disasters that really matter: Plex changing the Apple TV skip controls unless you pay for premium, a Samsung software update that managed to turn some AI refrigerators into very expensive food-warming cabinets, and Toy Story 5 proving once again that Hollywood has never met a perfectly good ending it couldn't monetize. There's also a trio of soccer documentaries, including Italia 90, Angel City, and Game and Glory; a discussion of the Strange New Worlds finale “Tomorrow's Enterprise”; and Meta's new lightweight VR glasses. Because nothing says “we have learned absolutely nothing” quite like putting more software between you and your refrigerator.Sponsors:DeleteMe - Get 20% off your DeleteMe plan when you go to JoinDeleteMe.com/GOG and use promo code GOG at checkout.Private Internet Access - Go to GOG.Show/vpn and sign up today. For a limited time only, you can get OUR favorite VPN for as little as $2.03 a month.SetApp - With a single monthly subscription you get 240+ apps for your Mac. Go to SetApp and get started today!!!1Password - Get a great deal on the only password manager recommended by Grumpy Old Geeks! gog.show/1passwordShow notes at https://gog.show/765Watch on YouTube at https://youtu.be/meLT-1PRbpASHOW NOTESThe Grumpy Old Geeks WikiTikTok reaches first state settlement over teen safety claims, agrees to user limitsLawyers in Alabama's TikTok settlement set to earn $14 millionBill Gates says it's 'completely irresponsible' for AI to not have safeguardsOpenAI's agent hacked into an Australian government websiteOpenAI's agents targeted and infiltrated US government websitesOpenAI Gets Sued Over the Hugging Face HackWith Dots, OpenAI Wants You to Stop Being Afraid of Its AI AgentsTrump's New America.gov Chatbot Seems to Drop Acid When You Tell It to Play MinecraftNVIDIA Launches Open Agent Safety Platform to Secure Agents From Testing to DeploymentHere's why OpenAI is absent from Nvidia's industry-wide effort to end rogue AI agentsFederal Judge Blocks Utah's VPN CrackdownNew York continues to fight prediction markets with a lawsuit against PolymarketExpanding Instagram's School Partnership Program to Help Teens Stay InformedAutomattic has a new board after failed attempt to put CEO on leaveThe problem with smart appliances: some of Samsung's AI fridges have shut down and lost their cool after a bad update was accidentally pushed to themToy Story 5Italia 90Angel CityGame and GloryStar Trek Strange New Worlds S04E10 Tomorrows EnterpriseThe DiplomatCan Imax, Dolby and New VR Glasses Help Meta Reboot Its Immersive Entertainment Ambitions?Peter Byrne, Singer From '80s Synth-Pop Duo Naked Eyes, Dies at 74See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Countdowns, Cruise News, and more. Listen. Leave a Review. Get Patreon. Enjoy!! Check out The Cover to Cover Patreon! https://www.patreon.com/franjola ------------------------------ COVER TO COVER MERCH!!! CLICK HERE!! ----------------------------------- VISIT OUR SPONSORS!! ----------------------------------- Eat Healthy AND Convenient with FACTOR! Get 50% Off with Code: covertocover50off Visit factormeals.com/covertocover50off —-------------------------------------------------------- CASH-MERE Outside, How Bout Dat? With QUINCE! Get Free Shipping + 365 Days Return Visit www.quince.com/cover ------------------------------ Shop Healthy, Eat Healthy with HUNGRYROOT! Get 40% off and A Free Gift FOR LIFE Visit hungryroot.com/cover Code: COVER ------------------------------ Better Mobile at a Better Price with MINT MOBILE! Get 3 Months for $15/Month + Free Shipping Visit MintMobile.com/cover ------------------------------ Every Style. Every Home. Visit Wayfair.com ------------------------------ Go make something Za-mazing Visit Zazzle.com Follow Chris: http://www.franjola.fun/ https://www.instagram.com/chrisfranjola/ Learn more about your ad choices. Visit megaphone.fm/adchoices
Headlines: – Welcome to Mo News (02:00) – Terror In The Sky: Israeli Passengers Subdue FlyDubai Pilot Attempting To Crash Jet (05:00) – Jane Doe in Cornell University Case Told Campus Police: "I Was Raped.” (16:00) – 35% Of Cornell Undergraduate Women Report Having Been Sexually Assaulted (20:20) – Mideast Oil Exports Rebound (23:30) – Iran Says It Has Received U.S. Counterproposal To 7-Day Ceasefire Plan Rejected By Trump (27:00) – U.K. PM: "Strong Indications" Iran Had Role In Bomb Plot (28:15) – Hedge Fund Executive Gives $3 Billion to Carnegie Mellon in Largest-Ever Gift To Any College Ever (30:15) – You Are No Longer Invited to Dinner: Fewer People Are Hosting Others At Their House (33:15) – On This Day In History (38:00) Thanks To Our Sponsors: – Monarch - 50% off your first year | Code: MONEWS – Factor - 50% off your first box | Code: monews50off – Industrious - Coworking office. 50% off day pass | Code: MONEWS50 – LMNT | Free Sample Pack with any LMNT drink mix or 12oz cans purchase – Boll & Branch – 20% off first order, plus free shipping | Code: MONEWS
Episode 657: The Red Sox have been eliminated, once again, by the Yankees. The bats were silenced, and it makes us wonder if the 2026 Summer Sox were really a fluke after all. The fellas take a look back at the roller-coaster ride of a season and realize there's a sense of relief that it's over. Sonny Gray and Willson Contreras both speak out against management in the aftermath of the series loss. We wrap up the show with a surprise final thought from everyone's favorite Klark's Ketchup Series MVP voter, Will Flemming. Thank you all for making the 10th season of Section 10 possible. In our first year of independence, you guys showed out for us, and we greatly appreciate all the live-show attendees, Patreon subscribers, and podcast listeners. Trade $25 get $55: - https://app.kalshi.com/1r91/Section10 00:00:00 - Thank You to Those Who Came to Kowloon 00:03:40 - It's Over 00:17:51 - Injuries Haunt 2026 Red Sox 00:21:01 - Cultureless Club 00:36:40 - Home Playoff Game Drought 00:46:31 - We Have a DH Problem 00:49:17 - Quick and Painless (Okay, Maybe Some Pain) 00:52:52 - RIP the 2026 Summer Sox 01:00:13 - Make the Playoffs & Lose to Yankees? Or Miss the Playoffs? 01:03:36 - Who's Headlining the Super Bowl According To Kalshi Users 01:07:14 - RIP Soxtember 01:13:11 - Sonny Gray & WC-40's Postgame Comments 01:21:01 - Lack of Leadership 01:27:07 - This Season Wasn't Fun 01:32:19 - Final Thoughts 01:46:08 - A Special Bonus Final Thought 01:53:57 - 10 Seasons of the 10 SECTION 10 MERCH IS HERE: https://section10merch.com/ Sign Up For Our Patreon for more Section 10 Content! https://www.patreon.com/cw/section10podcast Get Blue Moon Non-Alcoholic Belgian White Belgian-Style Wheat Brew delivered by visiting http://get.bluemoonbeer.com/JARED for delivery options Find out why Nutrafol is the best-selling hair growth supplement brand. Visit Nutrafol.com and enter promo code SECTION10 for $10 off your first month's subscription and free shipping. Use code CODE for 30% off first order Sundays for Dogs: https://www.sundaysfordogs.com/SECTION10 Discover upgraded basics, fresh styles, and more at http://mackweldon.com . Plus, get 20% off your first order of $125 or more with code SECTION10. Learn more about your ad choices. Visit megaphone.fm/adchoices
October 1, 2026"Tennessee: When The Death Penalty Doesn't Work"What happens when the lethal injection doesn't kill the inmate? What happens when the electric chair doesn't electrocute? Is finding love on a dating site worth $35,000? If he disappears? How do you fall 8 stories and not die? Who's gonna be named in the lawsuit? How do you play a guitar with a spinning neck? Has AI gone too far this time? Because that looks like a weird slug-person hybrid!Phil Bell's Morning Update - Dynamic pricing Is now a political hot button! HEREBecome a supporter of this podcast: https://www.spreaker.com/podcast/the-daily-mojo-with-brad-staggs--3085897/support.WATCH: TheDailyMoJo.comRUMBLE: HEREHelp Keep The Daily MoJo Going HERESAVINGS:GetMojoCBD.comCODE: 'dailymojo' 40% OFF!MoJoLaserProsFreaking Lasers customize EVERYTHING!SmellMyMoJo.comClean up and smell your best! CODE: 'dailymojo' 15% OFFMoJoMyPillow.comMike Lindell is a patriot. If you'd like a great deal and also support him, just do it!PrepareWithMoJo50.comBe prepared for life's emergencies!
Episode 477: Three teams got sent packing on Day 2 of the postseason, and JayHay and Dallas are here to recap all the action. The guys talk through all four games: the Phillies forcing a Game 3 in a thriller, the White Sox rolling over a helpless Astros team, the Yankees embarrassing their rival Red Sox yet again, and the Padres dispatching the Cubs in short order. Tune in to our wall-to-wall coverage of Game 3 of the Wild Card round and the four Division Series games to come. Trade $20 Get $20 - https://app.kalshi.com/1r91/BID 00:00:00 – The Season Ends for 3 Teams 00:00:50 – Phillies vs. Braves | Game 3 on Thursday 00:10:30 – Astros vs. White Sox | Who's to Blame? Space City? The Players? 00:19:25 – Yankees vs. Red Sox | Listen to Section 10 for More 00:24:00 – Padres vs. Cubs | Fathers Advance for a Date vs. the Brewers 00:32:01 – Final Thoughts & Nugs NEW BID MERCH IS HERE: https://www.baseballisdead.com Sign Up For Our Patreon for more Baseball Is Dead Content! https://www.patreon.com/cw/BaseballisDead This episode of Baseball is Dead is sponsored by BetterHelp. Sign up and get 10% off at https://BetterHelp.com/BASEBALL #ad Use code CODE for 30% off first order Sundays for Dogs: https://www.sundaysfordogs.com/BID Sign up for your one-dollar-per-month trial today at shopify.com/DEAD Learn more about your ad choices. Visit megaphone.fm/adchoices
NOTES This episode of BSDNow is brought to you by Tarsnap and the BSDNow Patreon Headlines GeFS GEFS on OpenBSD: A very early preview Ori Bernstein - GEFS: The File Shredder of the Future NetBSD 9.5 has been released ekkoBSD 2.1 released News Roundup Think about your goals and threat models for MFA authentication OpenSMTPD 7.9.0p0 released Replacing security/pam-ssh-agent-auth with security/pam_ssh_agent Tarsnap This weeks episode of BSDNow was sponsored by our friends at Tarsnap, the only secure online backup you can trust your data to. Even paranoids need backups. Feedback/Questions Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv Join us and other BSD Fans in our BSD Now Telegram channel
Support & Resources→ Support the show on Patreon→ Bayesian Modeling Course (first 2 lessons free)Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work!Takeaways:Q: What is PTGP and why did Bill and Jesse build it?A: PTGP is a new Gaussian process library built on PyTensor and PyMC, aimed squarely at practitioners rather than researchers assembling their own GP methods from papers. Bill Engels, who wrote PyMC's original GP submodule during a Google Summer of Code, built it because most GP libraries implement one method well but give little guidance on when to use it or how to fix it when it breaks. PTGP is opinionated by design: it picks battle-tested algorithms, tells you which one fits your data size, and ships the debugging knowledge alongside the code.Q: Why are Gaussian processes described as sitting at the intersection of statistics and machine learning?A: A Gaussian process starts from a simple idea: things that are close in the input space should be close in the output space, and the kernel function defines exactly what "close" means for your problem. That makes GPs look like machine learning (let the data speak through a flexible function) while staying fully interpretable once you've chosen a kernel, since observing data collapses the process into an ordinary multivariate normal.Full takeaways here!Chapters:05:51 Where do Gaussian processes actually get used in practice?09:07 What do a kernel's length scale and amplitude actually control?11:58 What is HSGP and how does it combine with hierarchical models?14:51 Where does PTGP fit in a modern data science workflow?21:01 Are Gaussian processes interpretable, or are they a black box?27:49 Why aren't Gaussian processes used everywhere already?32:44 What does a kernel function actually tell you about your data?46:33 What is PyTensor and what does it give you over other backends?50:54 How do you build a Gaussian process model in PyTensor?52:09 Why is fitting a Gaussian process so computationally expensive?56:00 How does PyTensor's rewrite system speed up GP math for you?59:54 How did an eight-line rewrite replace a matrix inverse in PTGP?01:01:10 Which backends can PyTensor compile your Gaussian process to?01:11:27 What are inducing points and when should you use them?01:22:09 What goes wrong when you fit a VFE approximation, and how do you fix it?01:23:18 How do you use an AI agent inside a Jupyter notebook?01:36:06 What are PTGP's skill files and which failures do they catch?01:42:20 How do you balance learning something against shipping it with an LLM?01:44:28 How do you tell a useful LLM answer from a convincing wrong one?01:48:37 Why does a good-looking AI output create an illusion of learning?Thank you to my Patrons for making this episode possible!Full links from the show here!
Le procès de l'ancienne ministre de la Justice, Rachida Dati, s'est tenu du 16 au 28 septembre devant le tribunal judiciaire de Paris. Elle est jugée pour « corruption » et « trafic d'influence ». En cause : un contrat passé en tant qu'avocate avec le patron de Renault-Nissan, Carlos Ghosn, alors qu'elle était également députée au Parlement européen. Ce contrat lui aurait rapporté 900 000 euros en trois ans, entre 2010 et 2013. Pour le parquet national financier, Rachida Dati a fait, illégalement, un travail de lobbyiste pour Renault. De son côté, elle clame son innocence et dénonce un dossier vide. Les procureurs ont requis à son encontre quatre ans de détention, dont deux ans ferme sous bracelet électronique, 450 000 euros d'amende et cinq ans d'inéligibilité. Le jugement sera rendu le 21 janvier. Cet épisode de Code source est raconté par Timothée Boutry, journaliste au service police justice du Parisien. Écoutez Code source sur toutes les plates-formes audio : Apple Podcast (iPhone, iPad), Amazon Music, Podcast Addict ou Castbox, Deezer, Spotify.Crédits. Direction de la rédaction : Pierre Chausse - Rédacteur en chef : Jules Lavie - Reporter : Judith Perret - Production : Clara Garnier-Amouroux Thibault et Lambert - Réalisation et mixage : Pierre Chaffanjon - Photo : REUTERS/Sarah Meyssonnier Archives : Franceinfo - Musiques : François Clos, Audio Network. Hébergé par Acast. Visitez acast.com/privacy pour plus d'informations.
Zac is no stranger to the podcast and holding big racks so don't shocked! However a DIY public land elk is worth talking about! Go check his socials for his highlightsThanks for listening!John 3.3WiseEye Tech Trail Camerashttps://wiseeyetech.com/Code: bornagain for 10% off! Premier Outdoorshttps://premieroutdoors.us/Code at the register: Podcast 2025 for 10% off! (exclusions apply)Rogue Bowstringshttps://www.roguebowstrings.comCode: BornAgain20 for 20% off!Latitude Outdoorshttps://www.latitudeoutdoors.comCode: BORNAGAIN for 15% off!
The internet will tell you how to “win” a VA claim. Almost none of it is how the exam is actually written.Will spent 11 years Navy EOD, 9 as a SOF medic, and now sits as a National Guard battalion PA. In the middle he worked the other side of the table: third-party C&P exams. Meet the veteran. Fill the cookie-cutter form. Ship it to the VA actuaries. He never got Genesis. He got whatever dump the system decided was fit to send — problem lists, notes, radiology reports, and every PHA where you checked “no” to stay deployable.What the examiner is hunting: a diagnosis, a nexus event, and a physical that matches the story. Range of motion. Special tests. Flare-ups. Work. ADLs. If they only asked questions and never touched you, that exam is incomplete. Say so.SOF and aviation make this worse on purpose. Pipelines punish honesty. Team medics hand out diclofenac and toradol and skip the note so the guy keeps special duty pay. That is loyalty on Friday and a missing nexus on the way out.Will's practical kit: be honest on the late-career PHA. Print the DD-214s, V-device awards, schools, and the pages that prove exposure — because the current MOS on the screen may say PA while the tinnitus came from being an 18D. You have 10–15 minutes per condition. Do not make them scroll 2,000 pages.Read 38 U.S.C. § 1155. Use VA.gov. Ask the teammates who already finished the process.prolongedfieldcare.org | @prolonged_field_care | PFC PodcastTop 5 takeawaysThe examiner is not in your EHR. They get a curated PDF. If the note, x-ray report, or PHA is not in that dump, it does not exist that day unless you hand it to them.Late-career PHAs are evidence. Battalion medicine may ignore them. The VA file does not. Stop auto-checking “no.”Nexus plus diagnosis plus a matching physical. No in-service diagnosis makes the hill steeper. “Audio has to match the video” — a perfect straight-leg raise after a “debilitating” claim is a problem.SOF culture writes the denial years early. Off-book gel and ketorolac keep people on the team and delete the paper trail. The C&P form cannot rate what was never documented.Run the exam like a 15-minute hit. Tab DD-214s, awards, schools, and the pages for this appointment. Current MOS can hide prior blast and gunship time. C&P staff are QTC/Leidos contractors, not VA raters.Chapters00:21 Will: EOD, SOF medic, Guard battalion PA01:03 Third-party VA examiner — what the job actually was02:05 38 U.S.C. § 1155, Reddit, do the homework03:03 Active duty TAP vs Guard/Reserve fog03:33 Guard can file after first enlistment — and drill at 100% with offset04:13 What the evaluator actually reads04:40 No Genesis. You get the dump they send.05:17 Those “no” PHAs are in the file05:52 Cookie-cutter exams, history, nexus, physical06:45 If they never laid hands on you, the exam is incomplete07:30 Be your own advocate — diagnosis first08:18 SOF and pilots under-report to stay in the pipeline09:11 Off-book team medicine: gel, toradol, no note10:00 Confirm the injury, grade the injury10:34 Audio has to match the video31:07 “I'm fine” is not the same as pre-service baseline31:51 Examiner is not your enemy and not your lawyer32:17 10–15 minutes per condition — they will leave value on the table33:06 1,500–3,000 page PDF. Awards and 214s get buried.33:44 Build the packet: 214s, V-device awards, schools, EIB34:54 Print the pages for this exam so they stop scrolling35:56 Current MOS can hide prior SOF noise and blast37:27 Where to go: the Code, VA.gov — who to skip: paid mills39:16 C&P is QTC / Leidos. They cannot reach into a record you do not bring.40:45 Close: it matters for the familyListen before you walk into the C&P This is education from one former examiner, not legal advice and not a how-to for inflating a claim. Use VA.gov and a VSO for the filing itself.
Adeline Atlas 11 X Published AUTHOR Digital Twin: Create Your AI Clone: https://www.soulreno.com/digital-twinSOS: School of Soul Vault: Full Access ALL SERIEShttps://www.soulreno.com/joinus-202f0461-ba1e-4ff8-8111-9dee8c726340Instagram: https://www.instagram.com/soulrenovation/Soul Renovation - BooksSoul Game - https://tinyurl.com/vay2xdcpWhy Play: https://tinyurl.com/2eh584jfHow To Play: https://tinyurl.com/2ad4msf3Digital Soul: https://tinyurl.com/3hk29s9xEvery Word: http://tiny.cc/ihrs001Drain Me: https://tinyurl.com/bde5fnf4The Rabbit Hole: https://tinyurl.com/3swnmxfjDestiny Swapping: https://tinyurl.com/35dzpvssSpanish Editions: Every Word: https://tinyurl.com/ytec7cvcDrain Me: https://tinyurl.com/3jv4fc5n
Maximizing Fitness, Fat Loss & Running Through Perimenopause
Generic protein advice can sound simple, but for ambitious active women and runners in perimenopause, it misses what our female body actually needs.In this episode, Louise Valentine, a leading expert for perimenopausal active women and runners, challenges the recommendation of eating 100 grams of protein per day and explains why protein needs should reflect our unique body weight, training volume, recovery demands, hormonal shifts, and body composition goals. She discusses how active women, especially runners and endurance athletes, often require more protein to support muscle, hormones, stress resilience, injury prevention, and recovery.Louise also breaks down the importance of protein timing, post-workout fueling, pairing protein with carbohydrates, and spreading protein intake throughout the day rather than relying on large servings. She shares practical examples for breakfast, snacks, and meals while emphasizing that nutrition should adjust as training and goals change.The bigger takeaway: It's time to ditch one-size-fits-all nutrition rules. Your fueling strategy should support your activity level, recovery, hormones, and long-term health, not just hit a generic number. When we want optimal results to thrive and not just survive as active women, it takes a much more specific, female-specific science-backed, and logic-driven approach.RESOURCES + LINKSLearn & level up with my free nutrition guide & award-winning 1:1 Academy to thrive through perimenopause with less stress: https://www.breakingthroughwellness.comCheck out my FullScript here where you can see curated supplement picks under “Collection” to address specific concerns & save 25%! A small portion of EACH sale goes back to support BTW. Thank you!Take advantage of our podcast listener discount & save 20% off Kion's science-backed clean products here. Code "LOUISE" saves on all future orders.Learn, laugh & level up with a Breaking Through Wellness masterclass here.Track your biomarkers with Function Health & save $25 using code “LVALENTINE11” here. $25 goes back to support BTW with each new sign up! Thank you!Episode Highlights:(0:00) Intro(3:01) Why 100 grams of protein may fall short(5:36) Problems with generalized nutrition advice(8:20) Choosing better sources of fiber(13:52) Protein needs based on body weight(15:31) Protein for fat loss and body recomposition(16:17) Post-workout protein and nutrient timing(19:40) Building a higher-protein breakfast(21:28) Pairing protein and carbohydrates(25:42) Why protein pacing matters(29:10) Spreading protein throughout the day(36:33) Active women have different fueling needs(39:22) A starting point for daily protein intake(39:41) Using BUN as one piece of context(42:39) OutroTune in weekly to "Maximizing Hormones, Physique, and Running Through Perimenopause" for our simple female-specific science-based revolution. Let's unlock our best with less stress!I'd love to connect!Email
By Jove! John and Jay are traveling through the wardrobe to begin a new series on the Narnia movies, beginning with an overview and discussion of the documentary The Narnia Code!
An Omani co-pilot tries to fly a plane filled with Israelis into the ground, but his terrorist attack is stopped by the brave passengers and pilot; Zohran Mamdani, anti-Semite extraordinaire, announces his plan to combat anti-Semitism; and rumors abound about Candace Owens' sexuality, and we explore what we know, and also what we know know. Ep. 2516 - - - Today's Sponsors: PureTalk - More than 120,000 wireless customers agree that PureTalk delivers. Switch today and get unlimited high-speed data for just $34.99 per month. Visit http://PureTalk.com/SHAPIRO to receive 50% off your first month. Golden Crest Metals - Right now GoldenCrest metals will send you a free investor kit, a free portfolio review, and up to $25,000 in free silver on qualifying purchases. Text BEN to METALS—that's 638257—go to https://GoldenCrestMetals.com/Ben, or call (888) 429-3999. Helix Sleep - Go to https://helixsleep.com/ben for 27% off sitewide during Helix's Labor Day: Best of Web sale. Policygenius - Head to https://policygenius.com/SHAPIRO to compare life insurance quotes from top companies and see how much you could save. Kalshi - Visit https://kalshi.com/shapiro to see live prediction markets and sign up today to trade on the outcomes that matter most to you. Trade 25 win up to 500. Code is SHAPIRO - - - DailyWire: Become a Daily Wire Member and watch all of our content ad-free: https://get.dailywire.com/infidels 40% off annual plans with code FIGHT
"Was Mary a virgin?" Dan Miller unpacks the question in layers. First, the textual evidence: the Greek word parthenos and its relationship to the Hebrew alma; plus Mary's line in Luke 1:34, which together explain why the tradition reads her as a virgin. For Dan, the bigger question is why the claim matters theologically. He traces how it underscores the miraculous nature of Jesus' birth, how it ties female virginity to purity, and how the doctrine expanded into the perpetual virginity of Mary (before, during, and after the birth). That expansion goes back to at least the second century, was affirmed at the Second Council of Constantinople, and was held by reformers like Luther, Calvin, Zwingli, and Wesley, despite New Testament references to Jesus' siblings. The episode argues that the doctrine's staying power, even against that counter-evidence, shows how much is riding on it. It becomes a flashpoint for critics because it encapsulates the tradition's ties to purity culture, patriarchal assumptions, and the devaluation of embodiment and sexuality. Listeners are invited to send more questions and topic ideas for the series. If you enjoy our work, please subscribe. Paid subscribers get bonus content, ad-free listening, access to the entire 1k episode archive, an invite to our Discord community.
Headlines: – Welcome to Mo News (02:00) – Trump Says AI Leaders Agree To Self-Police; Renames AI To SI (05:45) – Report: OpenAI Ignored Employees Who Warned It Wasn't Doing Enough About Security (16:10) – US Forces Exiting Iraq After 2 Decades, Leaving Opening For Iran (20:00) – In Return To Court, Lindsay Clancy's Lawyer Now Questions Whether She Killed Her Children (33:00) – Cornell Rape Investigation: Text Messages Reveal New Details (36:45) – Radio Waves Coming From An Alien Planet May Be A Cosmic First (41:10) – New Study Suggests The Aging Brain Is Adapting, Not Declining (43:00) – On This Day In History (48:00) Thanks To Our Sponsors: – Monarch - 50% off your first year | Code: MONEWS – Factor - 50% off your first box | Code: monews50off – Industrious - Coworking office. 50% off day pass | Code: MONEWS50 – LMNT | Free Sample Pack with any LMNT drink mix or 12oz cans purchase – Boll & Branch – 20% off first order, plus free shipping | Code: MONEWS
Episode 476: Wall-to-wall baseball for Game 1 of the Wild Card Round, and BID has you covered. Jared, Dallas, and JayHay recap all four Wild Card Game 1s, including the massive blowout in Red Sox–Yankees Game 1, Austin Riley's late-game heroics, and the young White Sox potentially landing an early knockout blow against the veteran Astros. We'll be live all day Wednesday for every Wild Card Game 2 on the slate. Jared will be in the chair live as the Red Sox try to hang on to their postseason lives. You never know who might drop in as a guest, so tune in and watch the games with the Baseball Is Dead crew. Trade $20 Get $20 - https://app.kalshi.com/1r91/BID 00:00:00 – Pitching Dominates the Day 00:02:40 – Do You Miss the Winner-Take-All Wild Card Game? 00:03:55 – Are Any Teams Already Done After Game 1? 00:08:02 – Austin Riley Lifts Braves Over Phillies in Game 1 00:14:09 – White Sox Take Over in Houston 00:26:40 – Yankees Pummel Red Sox in Game 1 Blowout 00:41:56 – Tatis and King Suffocate the Cubs 00:53:00 – Game 2 Live Stream Happening All Day 00:55:50 – Award-Winning Nugs 01:00:22 – Final Thoughts NEW BID MERCH IS HERE: https://www.baseballisdead.com Sign Up For Our Patreon for more Baseball Is Dead Content! https://www.patreon.com/cw/BaseballisDead This episode of Baseball is Dead is sponsored by BetterHelp. Sign up and get 10% off at https://BetterHelp.com/BASEBALL #ad Use code CODE for 30% off first order Sundays for Dogs: https://www.sundaysfordogs.com/BID Learn more about your ad choices. Visit megaphone.fm/adchoices
Pick up my book The American Nightmare! => Click Here! In Today's Episode All week long, we have been confronting the cost of the waiting man and why sitting around waiting to be told what to do is surrender in slow motion. On Monday, we broke down why excuses dressed up as "later" destroy your potential, and on Tuesday, we put waiting versus acting side-by-side. Today, on this Wednesday show, we are laying down the tactical blueprint: the Initiative Code. Most men sit around waiting for motivation to strike before they take action, but that is a trap that keeps you lazy. Motivation doesn't create action—action creates motivation. The moment you move, you kill the resistance. Here are the four non-negotiable rules of the Initiative Code you need to execute today: See it, own it: If you spot something that needs doing, it is your job now. Nobody is coming to save or fix it for you. When you handle business when nobody is watching—even if it's just taking out the trash or washing the dishes—your brain claps for you. Start before you're ready: Motivation follows action, not the reverse. Stop waiting to feel ready or inspired; take the first move and watch the motivation show up after you move. Act without being told: Waiting for orders is waiting to lose. True leaders see the gap, move before they are asked, and take absolute ownership of their ecosystem. Finish what you start: A half-done job is an undone job. Stop leaving unfinished tasks hanging over your head and close the loop before you rest. Tomorrow, we are putting boots on the ground with daily execution so you can bring this code directly into your home, your work, and your health. Stop waiting, kill the resistance, and let's win today. Warriors, let's get your s* Warriors Rise! Other Resources! > Set Up Your Consultation with our Indexed Universal Life Insurance Team = > https://freedominsurancellc.com/consultation > Track your entire crypto portfolio, build exit strategies and receive real-time sell alerts, all in one simple dashboard. Do all of this with our Crypto Tracking App Merlin! Get 30 Days of Merlin Free => https://www.merlincrypto.com/ > Learn about how to join our 3T Warrior Academy https://sale.3twarrioracademy.com/home?utm_source=linktree&utm_medium=social&utm_campaign=CJV Learn more about your ad choices. Visit megaphone.fm/adchoices
What does it take to confidently care for dogs that other pet professionals may be hesitant to handle? Collin talks with Maddie Krzonowski, owner of Maddie's Dog Walking, about building trust with reactive dogs, recognizing behavioral warning signs, and knowing when a case is beyond your skill set. Maddie shares how honest client communication and thorough meet-and-greets help her determine whether a dog is a safe and appropriate fit. They also discuss growing a pet care business while attending college, hiring help, and becoming known for solving difficult client problems. Finally, Maddie opens up about burnout, physical limitations, grief, and why sustainable self-care matters when you build close relationships with pets and their families. Main topics: Evaluating Reactive Dog Clients Reading Canine Warning Signals Building Trust Through Boundaries Protecting Staff From Risk Preventing Pet Care Burnout Main takeaway: "Come to me with how your dog is, not how you want them to be." That may be one of the most important things a pet care professional can ask of a client. Honest information about reactivity, bite history, triggers, equipment, and behavior allows us to make better decisions for everyone involved. We cannot build an effective care plan around the dog someone hopes to have six months from now—we have to care for the dog standing in front of us today. In this episode, Maddie Krzonowski shares how that honesty helps her work with reactive and behaviorally challenging dogs while maintaining clear safety boundaries. Sometimes great pet care means helping a dog make progress. Other times, it simply means respecting that dog's limits, creating predictability, and giving the client a trustworthy person who understands their situation. About our guest: Maddie Krzonowski is the owner of Maddie's Dog Walking, a New Jersey pet care business she first began as an entrepreneurial 11-year-old walking neighborhood dogs. Over the past decade, she has grown the business into a multi-area operation with additional team members while simultaneously completing her undergraduate education. Maddie is also a dog trainer with a particular interest in reactive dogs and helping owners navigate challenging behaviors. Her background also includes several years working as a veterinary technician, giving her a broad perspective on animal care, client relationships, and the emotional demands of the pet care industry. Links: Instagram — https://www.instagram.com/maddies.dog.walking/ Facebook — https://www.facebook.com/profile.php?id=61583299275196 Her new book: https://amzn.to/4AEYR6x Check out our Starter Packs See all of our discounts!
Taylor shares channeled messages about the energy and astrology of October. She and Claire discuss how we are entering our masterclass era, accessing our inner-witch, Libra Season gifts, Venus + Mercury Retrograde in Scorpio, the Aries full moon and SO much more on this week's episode of Magic Hour! CHAPTERS (00:42) Welcome To Magic Hour (54:07) Week 1: September 28 -October 4 (01:20:19) Week 2: Oct 5- 11 (01:31:40) Week 3: October 12-18 (01:33:06) Week 4: October 19-25 (01:46:02) Week 5: October 25- November 1 Connect with Taylor Paige Instagram @angels_and_amethyst Website https://www.angelsandamethyst.com Follow @MagicHourPod on instagram and YouTube for more Magic Hour content. *************************** Find out more about Taylor's signature program Becoming The Oracle! In this 8 week mentorship container Taylor shares her signature method and professional expertise after almost a decade as an Angelic Intuitive, Astrologer, and Evidential Medium. Learn her tricks of the trade, gain confidence in your intuitive abilities, and learn to reliably connect with Spirit, Angels, and Guides. Find more info and apply at https://angelsandamethyst.com/becoming-the-oracle-mentorship/ ************************** If you have any questions about, intuition, spirituality, angels, or anything and everything magical, please email contact@magichourpod.com. We will answer listener questions once a month in our solo episodes Don't forget to leave us a 5 sparkling star review, they help more people find the pod and remember their magic. Please screenshot and email your 5 star reviews to contact@magichourpod.com and we will send you a free downloadable angelic meditation, and enter you to win an angel reading with Taylor Paige! The next Angel Reading giveaway will happen when we hit 333 5 star reviews on both Spotify and Apple Podcasts. Join the waitlist for a reading with Taylor here: https://angelsandamethyst.com/offerings/ Find Taylor's 3 part workshop series on Angelic Connection, Attracting a Soulmate Connection, and Healing the Witch wound here: https://angelsandamethyst.com/workshops/ Code 333 gives $33 off, plus, each student can email Taylor one question on the subject material per lesson. Join Taylor's email list at https://www.angelsandamethyst.com to know when her monthly gatherings of Earth Angel Club are open for registration. Earth angel club is a monthly meeting of like-minded and magical people across the world. EAC includes an astrological and energetic overview, a guided meditation attuned to the current zodiac season, and for the highest ticket tier, a mini email angel reading. Each EAC member also has the option to skip the waitlist and sit with Taylor sooner for a reading. Are you an aligned business owner that would like to advertise to our beautiful community of magical people? Please email contact@magichourpod.com ****** Editing by Ashley Riley Music by Justin Fleuriel and Mandie Cheung. For more of their music check out @goodnightsband on instagram. #magichour #witchypodcast #intuition #spirituality #angelicmessages #higherself #intuitiveguidance #spiritguides #astrologer #astrologytips #birthchart #zodiac #monthlyenergyreport #horoscope #collectiveenergy #monthlyhoroscope #energyreading #astrologyreport #astrologyreading #collectiveguidance
Le vendredi 25 septembre, le pape Léon XIV atterrit à Paris pour une visite de quatre jours en France. Au programme : une messe sur les Champs-Élysées, une veillée au Stade de France devant les jeunes catholiques français, puis deux étapes, à Lourdes (Hautes-Pyrénées) et à Metz (Moselle).À chaque étape de cette visite, Léon XIV a suscité l'enthousiasme de milliers de fidèles ou de curieux venus le voir. La messe des Champs-Élysées a rassemblé près de 800 000 fidèles, et plus d'un million de personnes se sont déplacées pour le voir à Paris, Lourdes et Metz. Au gré de ses prises de parole, le pape s'est exprimé sur différents sujets : la fin de vie, la paix, l'Europe, l'intelligence artificielle, mais aussi les violences sexuelles dans l'Église. Cet épisode de Code source est raconté par Thomas Poupeau, journaliste du Parisien spécialiste des questions de religion. Il a couvert cette visite historique du pape en France. Écoutez Code source sur toutes les plates-formes audio : Apple Podcast (iPhone, iPad), Amazon Music, Podcast Addict ou Castbox, Deezer, Spotify.Crédits. Direction de la rédaction : Pierre Chausse - Rédacteur en chef : Jules Lavie - Reporter : Judith Perret - Production : Clara Garnier-Amouroux et Thibault Lambert - Réalisation et mixage : Julien Montcouquiol - Photo : Simone Risoluti/Vatican Media/AFP - Musiques : François Clos, Audio Network - Archives : BFM TV, France Info. Hébergé par Acast. Visitez acast.com/privacy pour plus d'informations.
Three months ago Dwarkesh, who has been posting incredible blogs and episodes about RL, posted a framing question for his video essay on RLVR which upset a lot of Computer Use folks:We are no strangers to learning in public and are no strangers to the stress of getting things wrong when you have a big platform. However, we were at Anthropic for the Computer Use launch, there for Claude Cowork with the first big podcast on it, organized the first Computer Use track at AIE presenting the state of the art, and were close to the OpenAI-Sky Software acquisition that now powers the complete domination of computer use that Codex enjoys today. This is why we're excited to bring you today's first guest, Ari Weinstein, cofounder of Sky and now leading all the amazing CUA progress that casuals might miss:Ari explains why Computer Use is now “180 degrees different” from where it was months ago, how agents are learning to debug and recover from failures, why combining screenshots with accessibility data, the DOM, Playwright, and generated code changes the speed equation, and why the next frontier is making agents literally superhuman at using software.OpenAI clones JevIn the second half, Nikunj Handa from OpenAI's API team breaks down the new developer stack: async tool calling, mid-turn steering, WebSockets, UltraFast inference, the Decisions API, prompt caching, pre-warming, compaction, and the Agents API. Given that we were the first Jev podcast, we particularly focus on the unusually fast sprint on the Decisions API:And why it is just a Luna wrapper for now but the team is motivated and egoless enough to clone what they consider to be good patterns.We discuss:* Why OpenAI thinks Computer Use has changed dramatically in just the last few months* Dots and what changes when every agent gets its own Linux computer* Why Computer Use can now complete some tasks faster than the average human* The path from human-level to “literally superhuman” computer use* Why modern agents are much better at debugging and recovering from failure* How screenshots, accessibility trees, the DOM, Playwright, and generated JavaScript work together* App Shots and why they give models much richer context than ordinary screenshots* Why Computer Use can close the loop between writing software and testing it* Trust, permissions, and safety when agents can make payments and operate websites* Async function calling and why models no longer need to stop reasoning while tools run* Mid-turn steering, WebSockets, and the architecture behind more responsive agents* UltraFast inference and how OpenAI is pushing frontier models toward much lower latency* The rapid internal story behind the Decisions API* Why Decisions API is more than structured outputs at low latency* GPT Live, fast tool calling, and real-time computer control* How OpenAI is already using Decisions API for support classification and internal workflows* Longer prompt caching, cache pre-warming, and cache-aware applications* Server-side compaction vs manual compaction for long-running agent threads* What should live inside an Agents API versus a developer's own harness* OpenAI as an “AI cloud” and the search for higher-level primitives beyond raw model APIsAri Weinstein* Product & Engineering, Computer Use at OpenAI* X: https://x.com/AriX* LinkedIn: https://www.linkedin.com/in/weinsteinari/Nikunj Handa* Product, API at OpenAI* X: https://x.com/nikunjhanda* LinkedIn: https://www.linkedin.com/in/nikunjhanda/Timestamps00:00:00 OpenAI DevDay: Dots, GPT-6.1, Agents API, and Decisions API00:02:52 Dots and Personal Cloud Computers00:04:59 Why Computer Use Is “180 Degrees Different”00:06:04 From Sky to Self-Debugging Computer Use Agents00:09:24 How Computer Use Sees and Operates Software00:12:09 From Faster Than Humans to Superhuman Computer Use00:16:03 Agents API: Trust, Permissions, and Safety00:17:31 Computer Use for Coding, Testing, and QA00:19:14 GPT-6 APIs, Async Tool Calling, and UltraFast Inference00:23:21 The Rapid Story Behind Decisions API00:25:32 What Decisions API Is and How It Works00:30:24 What OpenAI Is Building With the New APIs00:32:23 Prompt Caching, Pre-Warming, and API Performance00:35:20 Context Compaction for Long-Running Agents00:37:13 Memory, Higher-Level APIs, and the AI CloudTranscriptIntroduction: OpenAI DevDay and the New Agent StackVibhu [00:00:00]: Okay. We're very excited to be here. Today is OpenAI DevDay. Special podcastSwyx [00:00:08]: We're the first podcast after your livestream.Vibhu [00:00:10]: First podcast. We have Ari here, who leads the product and engineering team for Computer Use agents. Before we kick in and dive deep on Computer Use, you wanna give a quick recap? What was announced? What's the quick slew of announcements you guys had today?Ari Weinstein [00:00:24]: Yeah. yeah, it was a super exciting day. we just got out of the keynote. It was really sick. there were a bunch of Computer Use announcements that I think are worth thinking about. We have, Dots, which is the new, sort of personal assistant product, and, that has some really exciting Computer Use features. There's GPT-6.1 Sol, which is this amazing new model, that I think is particularly great for Computer Use ‘cause of, sort of the cost and speed, advantages. I think, I think we shared that it's, a fifth of the cost of Astra and a seventh of the cost if you're looking at Computer Use specifically, which is really amazing. sorry, there were so many things. I'm trying to sort through it.Swyx [00:01:02]: And the API.Ari Weinstein [00:01:03]: Agents API, which now has Computer Use in it, which is really cool, ‘cause now developers can build on the same Computer Use, that is part of Codex, and ChatGPT. and then there were some demos of our existing Computer Use features, like app shots, where you can take the context of something you're doing on your computer and bring it into Codex and ChatGPT really fast. And then, like, native Computer Use on your Mac, where Roman had it taking screenshots of his app, automatically, and he could do other things on his computer while Computer Use was using his applications. so yeah, really exciting keynote.Swyx [00:01:35]: And not to mention the Decisions API.Ari Weinstein [00:01:37]: Decisions API.Swyx [00:01:38]: Off the bat, are they all the same model? Like, this is. Or the same dataset distilled to different models?Swyx [00:01:44]: Like, basically, like, is Computer Use using Decisions API, or are they, like, kinda separate?Ari Weinstein [00:01:49]: So what's really cool about the Decisions API is it, you know, it has all these new capabilities. It does inference in parallel. it doesn't have reasoning. It's a smaller model, than the ones we use for Computer Use. and so those capabilities make it really fast.Dots and Delegating Work to a Cloud ComputerSwyx [00:02:07]: Yeah.Ari Weinstein [00:02:07]: They also make it a little bit less good at doing, like, long horizon, sort of sophisticated tasks. And so I think I would say it's still an open area of research for how we, like, bring those approaches together. But, yeah, I'm really excited to see what people build with the Decisions API.Vibhu [00:02:24]: One of the interesting things is Dots now have attached personal computers.Ari Weinstein [00:02:28]: Yeah.Vibhu [00:02:28]: So it seems like they're very much more persistent. You've been using them for a while. How should people push the bounds? Like, what should people aim for? What should they try? Personally, right now I use it for a lot of customer service. LikeAri Weinstein [00:02:41]: CoolVibhu [00:02:41]: “Oh, this was wrong. I don't wanna sign in. I don't wanna authenticate.” Find whatever and just get it fixed.Ari Weinstein [00:02:45]: Yeah.Vibhu [00:02:46]: How should we push further? What should people try?Ari Weinstein [00:02:50]: Dots Are a really cool product because each Dot has access to its own Linux virtual computer in the cloud, which is different from our other products. you know, traditionally, we've have access to a browser in the cloud, or it has access to your own computer, but now you get your own entire Linux computer in the cloud. And so it can run full desktop applications, and it can also use a web browser. And so, yeah, you know, I think the powerful thing about Computer Use and the reason why I think it's so, exciting is because it makes it so that the agent can do anything you as a, as a person can do, because all the software in the world was designed for humans, and now agents can use that same software, and you can delegate to the agent. So, yeah, like, anything that you would do on a computer, you can ask a Dot to do. Yeah, I think what particularly is useful is gonna really depend on who the end user is and what- what's valuable in their life. but yeah, I would just start by thinking about, like, one of the things that you spend time on and how could you delegate those to an agent.Swyx [00:03:47]: Yeah, a lot of flight booking and shopping and honestly even, like, playing a game or whatever, right?Ari Weinstein [00:03:52]: Totally.Swyx [00:03:52]: Yeah.Ari Weinstein [00:03:53]: Yeah, I don't know. For me, something I did recently, I've been working on. I've, subscribed to a meal prep service ‘cause I was trying to, like, eat healthy, you know? And I really like this meal prep service I found because it lets me customize the meals I order to, like, a high degree of granularity. So I can say, like, “I want this many grams of chicken and this many grams of rice.” but it was so complicated. It took me two hours to do an order, and I found that I could ask Computer Use to do it for me, and it did it in 15 minutes. so I actually saved two hours. it both did it eight times faster than I could, and it saved me two hours on GPT-6.1 Sol.Swyx [00:04:32]: Yeah.Ari Weinstein [00:04:32]: So those are the kinds of tasks that I feel like, are really powerful.Swyx [00:04:36]: As a creator, I can tell you automatically, immediately, my number one use case is automating YouTube.Ari Weinstein [00:04:40]: Nice.Swyx [00:04:40]: Because, YouTube doesn't expose a lot of things via API.Ari Weinstein [00:04:43]: Yeah.Swyx [00:04:43]: And you have to just put it in a VM and just, like, run it, for, like, let's say, let's say their AB testing feature or making community posts. None of this is available by API ‘cause they hate developers.Swyx [00:04:53]: Anyway, so,Ari Weinstein [00:04:55]: I've heard that from our developer experience team too. They use it with YouTube a lot. Yeah. It's really awesome.Swyx [00:04:59]: So I wanna draw for, you know. let's say, I wanna get a little bit spicy. One of our, the leading AI podcasts, our friends, is famous for saying that Computer Use hasn't advanced in the last two years.How Computer Use Has Changed in the Last YearAri Weinstein [00:05:12]: Yeah.Swyx [00:05:13]: Which is a very interesting statement, and I think you're one of the best people in the world to talk about this, like, how have things have progressed, right?Ari Weinstein [00:05:20]: Yeah. You know, they said that a few months ago, I think, and I hope they have a different perspective now because Computer Use is, like, 180 degrees different than it was.Swyx [00:05:26]: He's a, he's a tough guy to impress.Ari Weinstein [00:05:27]: Yeah, okay. well, we're working on it.Swyx [00:05:30]: But, you know, you worked on. You've, like, basically spent your whole career working on, like, some kind of computer automation, right?Ari Weinstein [00:05:34]: Yeah.Swyx [00:05:34]: Like shortcutsAri Weinstein [00:05:35]: YeahSwyx [00:05:35]: At Apple, and then Sky, and then, and then joining OpenAI. Can you draw, like, what your through line is for, like, what is driving you and what- you, what wasn't possible back then maybeAri Weinstein [00:05:47]: Yeah.Swyx [00:05:48]: And, like, what your sort of milestones were.Vibhu [00:05:49]: I guess to add on to that as a follow-up question, what's the major change from using Codex Computer Use from, like, last weekAri Weinstein [00:05:57]: YeahVibhu [00:05:57]: Through to today? Is it model? Is it dots? Is it harness? So all the history plus what really just changed in today's announcements?Ari Weinstein [00:06:04]: Yeah. On the through line, I guess I've always been excited about automation and helping people automate tasks because then you can, like, save time in your life and focus on things that are more important to you than, like, operating a computer very intricately. And so, yeah, that was why we worked on some of those products. I was at Apple before. we made a company called Sky. we ended up joining OpenAI, which is really exciting. and I think something that wasSwyx [00:06:27]: And almost like you have to hack around Apple until Apple was like, “Fine, like, we'll just hire you and you can just work on the inside,” right? Like.Ari Weinstein [00:06:35]: It was, it was a cool place to get to work. what was really interesting looking back at Sky is we were, we were working on Computer Use there as well, and the models were so much less capable. And now the models, just in the last one year, have become extraordinarily capable at Computer Use. I think the biggest delta that I see is before they could, like, reliably start tasks, but then they would run into problems, and now they're really good at debugging. They're really good at trying again, introspecting what is and isn't working. and I think we've also brought the Computer Use the Computer Use field itself has moved forward. I think we're using more techniques. now Computer Use, often writes code. So if you actually look at it in Codex and you expand the tool calls manually, you can see that it's not just doing one action at a time. It's actually writing JavaScript code that it executes, that the computer executes to perform sometimes many actions at once, which is a great, you know, speed up and great capability. We use more accessibility, sort of multimodal interfaces. So, the model may use screenshots, it may use accessibility, it may use Playwright. it can use a lot of different mechanisms, based on the task at hand. and then, yeah, the model acceleration has been, has been just amazing. So, yeah, what's different today? I think we're making computers better all the time, so I think just, like, one day's difference, is probably a little bit less consequential than, like, even the past month or the past two months. but, yeah, I think the Computer Use in Dot is really exciting as well as, the new model that we came out with.Measuring Computer Use and Improving the HarnessVibhu [00:08:03]: On the keynote, Tejal was mentioning 7x improvements in Computer Use speed, a lot better on a few benchmarks. How do you guys think about measuring it? Computer Use is one of those things where, as you say, you know, it's improvements over time.Ari Weinstein [00:08:20]: Yeah.Vibhu [00:08:20]: Is it harness? Is it model? Is it post-training?Ari Weinstein [00:08:22]: Right.Vibhu [00:08:22]: How do you guys look at it internally about measuring how good it is, and what were the changes with the new model?Ari Weinstein [00:08:29]: We actually have a bunch of different ways of measuring it, some of which are on different permutations and configurations of the harness. It's a bit of a complicated story because, you know, our production products have, you know, some more safety checks, and, you know, those are configured differently based on the needs of the, of the task at hand. So there's a lot of ways to measure it, but I think regardless of how we measure it, we find pretty consistent gains. and those gains are, sometimes in the harness and sometimes in the model. and yeah, I was really excited by this result that GPT-6.1 is even more cost-effective for Computer Use than its baseline cost improvement as compared to Astra. It's, like, really cool to see.Swyx [00:09:10]: Yeah. I mean, one of the visuals I really liked from the livestream was that, you're sort of improving the Pareto frontier of, your, curve, and there was a lot of talking about how you're improving it together with the harness.Ari Weinstein [00:09:24]: Yeah.Swyx [00:09:24]: Can you give some examples of aha moments that you had, whether it's on, like, model driving the harness driving the model, whatever?Ari Weinstein [00:09:32]: I don't mean to repeat myself, but I think, like, introducing more modalities has been really powerful.Swyx [00:09:36]: Okay.Ari Weinstein [00:09:36]: One more specific example of that is, in the past, I think we saw a lot of Computer Use, products had to spend a lot of time, like, scrolling, you know? So it would, like, take a screenshot. It would try to do something. It would be like, “Oh, I gotta, like, scroll down to the next page of results,” and then it would take a screenshot, and then it would try to do something. It would scroll down again. And so I think, with accessibility and other. and, direct access to the DOM and other things like that, now the language model can actually see, like, an entire page or an entire application. It can write code that can do multiple steps at once. And so I think those have been probably the biggest single aha moments. There's, like, a lot of tiny ones that are less exciting in comparison, but actually we do find also that a lot of speed improvements are driven by, like, a lot of little paper cuts that we gotta go in and introspect.App Shots, Accessibility, and Better Computer ContextSwyx [00:10:21]: Yeah. A lot of really hard engineering.Ari Weinstein [00:10:23]: Yeah.Swyx [00:10:23]: I mean, app shots in general, right? Like, I think people don't quite get the difference if. because there's, like, a nice visual in Codex when itAri Weinstein [00:10:30]: YeahSwyx [00:10:30]: When you take an app shot, but they don't maybe they get the difference that, you are able to actually drive each button and you have the, you have each text, in a very optimal representation.Ari Weinstein [00:10:40]: Yeah. Exactly. Yeah. It's kind of fun actually. If you wanna be, like, really nerdy about it, you can go into Codex, take an app shot by hitting the two command keys. So you grab the content from whatever app you're working with, bring it into the, Codex or ChatGPT chat. And then the. if you click on the attachment and you click on this, like, little tiny button in the top right, you can see the raw text and you see the raw accessibility representation. And yeah, we've put a lot of work into, puttingSwyx [00:11:04]: Just dumping everything out. Yeah.Ari Weinstein [00:11:05]: Dumping it out, but also making it token-efficient, doing it efficiently. There's, like, a bit of an art to it. And, you know, it turns out that the same technology that was invented for humans, you know, who maybe have accessibility needs, who wanna use a screen reader technology, that technology is really helpful for them to be able to use computers. It's also really helpful for LLMs to be able to use computers. So that's been, like, really fun to get to work on.Vibhu [00:11:27]: For context, I feel like a lot of people don't understand app shots. They don't even know it's a feature.Ari Weinstein [00:11:30]: Yeah.Vibhu [00:11:31]: It's when you double hit command, it pulls in what looks like a screenshotAri Weinstein [00:11:34]: RightVibhu [00:11:34]: And you're like, “Oh, why have I opened up just a screenshot and thrown it in?” No, it's actually pulling all the metadata, all the code, everything.Ari Weinstein [00:11:40]: Yeah, exactly. Yeah. So it's like, you know, if you take a screenshot of a webpage that has a link- The screenshot doesn't include where the link goes. It doesn't include, you know, maybe you take a screenshot of your calendar, the ca- event ti- titles are truncated, you know? But when you take an app shot, it gives, like, the language model, like, full context about everything and, that lets it, just sort of, like, do much more.Swyx [00:12:02]: Yeah. For those who wanna see more, Jason Liu, I invited him to do a full workshop on this, at AI Engineer.Ari Weinstein [00:12:07]: Amazing.Swyx [00:12:08]: Did a great job.Vibhu [00:12:09]: I have a broader vision questionToward Superhuman Computer UseAri Weinstein [00:12:11]: YeahVibhu [00:12:11]: On Computer Use agents. So your example of take a screenshot, scroll page, take a screenshot is where we were.Ari Weinstein [00:12:17]: Right.Vibhu [00:12:17]: Today, they can automate a lot. what are the bottlenecks? Is it models? Is it harnesses? What. Where do you see it going in, like, two years? Do you see it just running for hours? How do we get there? Any predictions on where Computer Use goes?Ari Weinstein [00:12:32]: Yeah. I mean, I think what's really crazy that I think, You know, the team's accomplished over the past couple of months is that now Computer Use is, like, faster at accomplishing tasks than, like, the average human probably in most cases. and I think that the next frontier is to have Computer Use be, like, literally superhuman in its performance where it actually is as fast or faster at using software than, like, expert Computer Users like us. and I think that'll be really consequential and exciting when that happens because I think we'll be able to all of a sudden build products, that, provide just much more real-time experiences. And I think it'll also. lowering the barrier to entry of, or the activation energy, I suppose, of using Computer Use I think will make us start to default to doing certain things in agents that we've become accustomed to doing manually. And I think that's exciting also ‘cause it'll save us a ton of time. and I think there's a, you know, there are a lot of different little paper cuts and bottlenecks that are sort of standing in the way of that. I think that there's, yeah, there's things on the model side, there's things on the inference side, there's things on the harness side, there's things in the, in the representation. You know, we find that as Computer Use gets faster, we're increasingly bottlenecked by just, like, the speed of doing an operation. Like, for example, you know, a non-trivial amount of time in our benchmarks of Computer Use tasks is actually, like, let's say you're automating a task on doordash.com. Like, a lot of the time is actually waiting for doordash.com itself to load, you know?Swyx [00:14:04]: Yeah, then you just write a wait and then you execute the wait.Ari Weinstein [00:14:07]: Yeah, totally. And you wanna get. Yeah, actually, it's actually really important that you get that de- like, you want as little delay as possible between when it finally finishes loading and when you go andSwyx [00:14:16]: YeahAri Weinstein [00:14:16]: Trigger the LLM to do the next action, which is actually- itself a statistical science.Swyx [00:14:20]: Like an event-driven way maybe to do that.Ari Weinstein [00:14:22]: When possible, you want it to be event-driven.Swyx [00:14:24]: JavaScript has some load events.Ari Weinstein [00:14:25]: And JavaScript has load events for. or the web browser has load events for web navigation, but there's other types of events that actually really can't be event-driven. So there's a lot of complexityVibhu [00:14:34]: The one that comes to mind is, like, chatting with customer service.Ari Weinstein [00:14:37]: Yeah.Vibhu [00:14:37]: Replies could take 30 seconds, could take three minutes.Ari Weinstein [00:14:39]: Oh, right.Swyx [00:14:41]: I have dealt with so many bots with Codex. it's great, but I also wonder if the other side knows that they're talking to a bot ‘cause I'm, like, answering in complete sentences. Like, I'm capitalized correctly.Ari Weinstein [00:14:50]: That's hilarious.Swyx [00:14:51]: Like, I'm giving full num- full reference numbers and everything. Like, it's too. it's clearly too good. I don't care. Like Like, I'm just, like, trying to get my support case.Vibhu [00:14:58]: I've prompted it to, like, you know, “Don't pretend you're a bot. Be very annoyed human.”Vibhu [00:15:02]: Short one-liners, likeSwyx [00:15:04]: YeahVibhu [00:15:04]: Push it, do all this. I also tell it, “While you're waiting for responses, like, use subagents to research better ways to figure out what we need.”Ari Weinstein [00:15:12]: Nice.Vibhu [00:15:12]: It's just, like, human little intervention.Ari Weinstein [00:15:14]: That's awesome. I also feel like half the time it's a bot on the other end, so now youVibhu [00:15:17]: YeahAri Weinstein [00:15:17]: Got the bots talking to each other.Swyx [00:15:18]: Yeah. I will also say, you know, like, you know, one milestone of Computer Use that we are, we're at now is, you know, three, four years ago, we were scared of hooking up LLMs to the, to the web and toAri Weinstein [00:15:31]: YeahSwyx [00:15:31]: To our, to our devices. And now I'm having it configure DNS for me.Ari Weinstein [00:15:35]: Wow.Swyx [00:15:36]: I'm having it pay my bills, and, like, really, like, tens of thousands of dollars of, like, stuff I'm just sending it over and yoloing with Computer Use and, like, you know, what's the, what's the worst thing that can happen?Swyx [00:15:48]: So that- that's all, that's all really good.Building Safely With Computer Use in the Agents APIAri Weinstein [00:15:50]: Yeah.Swyx [00:15:50]: I think now that you've. you know, obviously, you also have to dogfood your own products and all these things. Now that you've sort of released this in API, what are some pitfalls or tips that you wanna tell developers, because they're about to, I guess, encounter all this, firsthand?Ari Weinstein [00:16:03]: First of all, I'm just really excited that we brought Computer Use into the Agents API. I think this is, really great because obviously a lot of developers are building applications that wanna be able to work with third-party websites and services. And so Computer Use has this universality to it. It can work with anything. So now all of a sudden, developers can build using the same Computer Use implementation that we're building on. I think there's great work to be done if you wanna build your own Computer Use harness, but it's hard. And also, we train our models on our Computer Use harness, so there is, an advantage to using the one that's in distribution for the model. There actually might be a speed and cost and accuracy advantage. So I think it's really great for people to get to build on top of that. And, yeah, you know, I think kind of to the point that you were making, like, I think we're all sort of still in the process and maybe, like, some of us are ahead of many people in the world of, like, getting comfortable with this technology and trusting it. And so I think it's incumbent on us to, sort of build that trust over time by making sure we're building things that are reliable, by building, the right kinds of safety checks, by asking for the user's consent before doing something consequential like making a payment, by, asking, you know, maybe depending on the application, making sure you're only letting it access the websites or applications that it actually needs for the task. So that's, I think, something important to think about. but yeah, I'd really encourage people to try the new Agents API, build all kinds of cool stuff on it. We'd love to hear your feed- feedback if, you know, depending on how it goes.Vibhu [00:17:31]: Have you seen any changes in the way it affects dev workflows? So one of the things with dots is, you know, you're seeing it in Slack.Ari Weinstein [00:17:38]: Yeah.Vibhu [00:17:38]: You're seeing people use voice and build. the example Roman showed of change this app and send me screenshots along the way and all this.Computer Use for Testing and Closing the Software LoopAri Weinstein [00:17:46]: Yeah.Vibhu [00:17:46]: Is anything that you're seeing there in adoption about how people are using Computer Use for coding workflows? Any tips people should take from that?Ari Weinstein [00:17:55]: One of my favorite use cases for Computer Use actually, and one that we see a lot in the wild, is Computer Use letting the agent- actually test the software that the agent has built, which is far more consequential than it sounds. Because traditionally, you know, you'd build something in Codex and then the-- and the Codex builds it for you, and then you have to test it, and you are now like QA for the agent, right? So with Computer Use, you can complete the develop-- the software development life cycle, where, the agent can build software, it can test it. So I have a lot of fun, you know, building stuff, having the agent test it. By the time it comes to me, it's already working. I have, extra fun because sometimes I'm, like, developing Computer Use itself, and so now I have a Computer Use agent that's using my Computer Use agent that's using something else. so yeah, I really, I really think this is a super powerful class of use case.Swyx [00:18:44]: I have a visual play test skill that I've developed that, really catches a lot of design issues,Ari Weinstein [00:18:49]: NiceSwyx [00:18:50]: That, you know, normally when you just look at code, you wouldn't really pick it up. it's also really good for cloning apps, though. If you're using a shitty SaaS and you wanna kill the SaaS You just clone it screen by screen by screen. and Obviously, Computer Use can completely drive everything, take screenshots, note it down, and then clone everything with Codex.Ari Weinstein [00:19:06]: That's really cool.Swyx [00:19:06]: But yeah, thanks for all your progress. I think, that isAri Weinstein [00:19:08]: AbsolutelySwyx [00:19:09]: Our time.Nikunj Handa: What's New in the OpenAI APIAri Weinstein [00:19:10]: Yeah.Swyx [00:19:10]: This is not the last that we're gonna talk.Ari Weinstein [00:19:12]: Yeah, cool. This has been really fun. Thank you guys for having me.Swyx [00:19:14]: All right.Vibhu [00:19:14]: All right. Okay, we're a strict cutoff. We're just gonna dive right in.Nikunj Handa [00:19:17]: Let's do it, yeah.Vibhu [00:19:19]: Okay, so, Nikunj, we're very excited to have you. You shipped a lot on the API side, like we justNikunj Handa [00:19:25]: YeahVibhu [00:19:25]: Talked about with Ari. You can now build with Computer Use agents. Anything you wanna highlight, the API side of changes, and introduce yourself a little and what you do?Nikunj Handa [00:19:34]: Yeah, for sure. My name is Nikunj. I lead product for the API team. Been here for roughly three years. been working on launching models. I feel like that's just been, like, a thing, constant thing throughout my time, here at OpenAI. And, with every new model, we try to, like, basically work super closely with the post-training team, the research team, to figure out what's new in it. and then we, like, expose those capabilities in the API. so that's, like, the basic way of putting it. and if you just look at, everything that's new with GPT-6, the cool new capabilities that we launched were, firstly, async function calling. so what you see with, like a lot of the things that you're seeing in, like, Codex and Dots and everything is that tool calls take so long that you don't have to, like, pause the model's execution while, the tool is running. So you could just, like, kick off a tool call, keep running, keep reasoning, and then check back in. so we launched async tool calling. We launched, like, mid-turn steering, so now you can, like, inject messages while the model is reasoning, in the middle. so as your tool call finishes, you can put in that instructions.Async Tool Calls, Mid-Turn Steering, and WebSocketsSwyx [00:20:43]: And that's also partially a model alignment capability, right?Nikunj Handa [00:20:46]: Yeah.Swyx [00:20:46]: Like, they have to train in the ability to train.Nikunj Handa [00:20:48]: Exactly, yeah. AndVibhu [00:20:49]: I feel like we've had it in the app. You could always, as it's reasoning, you could steer.Nikunj Handa [00:20:54]: Yes.Vibhu [00:20:54]: It wasn't the best. It's gotten much better.Nikunj Handa [00:20:57]: Yeah.Vibhu [00:20:57]: Excited to see how it does this in versionNikunj Handa [00:20:58]: Yeah, and I like our mainVibhu [00:20:59]: And nowNikunj Handa [00:21:00]: Goal in, our main goal in the API is to, like, put things in the API once it's trained into the harness. And so we kinda wait for that moment until it's good enough. And a lot of that is, like, actually being powered by WebSockets, which we launched, a few, I wanna say months ago. And so WebSockets just opens this, like, whole bidirectional, like, communication thing with the model. This is not, the GPT Life thing. I'm just talking about GPT-6. and you can do all these, like, async tool calling, async reasoning, injecting messages. It's a really fun API to work on. I think, like, really enjoying.Swyx [00:21:33]: Yeah. This is why we are the engineering podcast, because we get to talk about WebSockets.UltraFast and the Inference StackNikunj Handa [00:21:36]: Yeah.Swyx [00:21:37]: This also pairs very well with UltraFast, right?Nikunj Handa [00:21:39]: Oh, yeah.Swyx [00:21:39]: Like, that is now, like, I think for the first time ever available in the API.Nikunj Handa [00:21:43]: Yes.Swyx [00:21:43]: Which is, which is basically the theoretical fastest speed you can ever get, Frontier of Intelligence.Nikunj Handa [00:21:49]: Yeah. It's been so exciting to work on that project. I think, before I go into the API, the most fun part of, UltraFast has been just watching the inference team cook with Astra. Like, they're just, like, constantly having these, like, Codex agents running, trying to, like, squeeze out more performance. And, I would say, like, at least for a couple of months, a lot of it was focused on efficiency and driving the cost down, which is how we, like, were able to cut the Luna price by, like, 80%. It was, like, a lot of that was driven by, like, all the inference improvements they landed. And then now they've, like, shifted gears towards, like, how can we make this run as fast as possible? And so UltraFast has just been, like, amazing to see on a mo- on a model like Astra. Like, to go that fast has been really cool. And yeah, WebSockets is like. actually it was like the first time we launched WebSockets, it was for GPT, 5.3 Codex Spark, which was. Can't believe we named a model that, but, you know, that's what we launched it for. And obviously, it helps so much because, like, you gotta have the tool calls. you had, like, really reduced the overhead, of going back and forth with tools. And so, WebSockets is awesome for that.Swyx [00:22:57]: Yeah. it's always cute to see, like, I have my reset usage limit, and then I have my Spark usage limit that I never use.Nikunj Handa [00:23:03]: Yeah.Swyx [00:23:04]: Like, it's there if I want it.Nikunj Handa [00:23:05]: I think it's gone finally.Swyx [00:23:06]: It's gone. It's gone, yeah.Nikunj Handa [00:23:07]: I know it's gone, so.Swyx [00:23:08]: Yeah. you're slowly killing off all the, you know, theNikunj Handa [00:23:11]: The old ones, yeah.Swyx [00:23:11]: Oldies.Vibhu [00:23:11]: This is a great week. I mean, it was the first time we had Frontier Intelligence at extreme speeds.Nikunj Handa [00:23:17]: Yeah.Vibhu [00:23:18]: People really liked it.Nikunj Handa [00:23:19]: Yeah.Vibhu [00:23:19]: SoSwyx [00:23:20]: YeahVibhu [00:23:20]: First time it comes back.Swyx [00:23:21]: Yeah. for, 5.3 Spark is explicitly attributed to Cerebras. You guys are not confirming or denying that, UltraFast is related to Ce- Cerebras, but people are. I'll just say that people do care and, are wondering about it. And you have your own silicon as well. elephant in the room, decision models.Decisions API: OpenAI's Fast Decision ModelNikunj Handa [00:23:38]: Oh, yeah.Swyx [00:23:38]: Decisions API. We were the first podcast to do a big Jev, deep dive with, Diogo, and I also, you know, featured him at AI Engineer. How quickly did you see Jev and go likeNikunj Handa [00:23:49]: Oh my gosh. Yeah.Nikunj Handa [00:23:50]: Yeah. Firstly, like, huge props to Diogo and, like, the Jev team for, like, really inspiring theSwyx [00:23:55]: YesNikunj Handa [00:23:55]: Like, whole segment in the market. Like, obviously Jev comes out, everyone's, like, losing their minds over it. Our users are, like, hitting us up. But also, like, our internal teams are like, “We need, like, a much faster classification system.” We can. I don't wanna, like, get ahead of some of the dots features that are gonna comeSwyx [00:24:16]: WhooNikunj Handa [00:24:16]: But you're gonna see, like, some cool, like, really snappy, fast things built on top of the decisions API. but, you know, like, yeah. Props to Jev for, like, inspiring this whole thing. obviously a bunch of people at OpenAI get nerd sniped by that, and they're like, “How can we, like, make this work? We're not gonna, like-”Swyx [00:24:33]: Okay.Nikunj Handa [00:24:33]: “. train a new model.” ButSwyx [00:24:34]: Like, four weeks ago, this was not on the dev radar, right?Nikunj Handa [00:24:37]: No, not at all. No.Swyx [00:24:37]: Okay.Nikunj Handa [00:24:37]: This is likeSwyx [00:24:38]: WowNikunj Handa [00:24:38]: Jev-inspired and, likeSwyx [00:24:40]: I think you are officially the first one to your lab to, like, clone and, adopt this.Nikunj Handa [00:24:44]: Yeah. Yeah. I feel like, OpenAI has such a strong, like, hacker culture and, like, people are just, like, they get excited about things. And so, guy from inference, this one awesome guy from, the infra team are like, “ this is amazing. We're gonna, like, hack on it.” They build a prototype, it, like, works, and now we- we are just, like, hill climbing on latency and trying to make this as fast as possible, and we wanna, like, launch it in the coming days. so as soon as we hit our, like, latency target, we'll try to get this out.Vibhu [00:25:13]: It's interesting. At the same time of hacker culture, you also, as Sam said, like 99%, one of the most reliable APIs withNikunj Handa [00:25:20]: Mm-hmmVibhu [00:25:20]: I think probably the most usage, which is your team directly. how should people see decisions API? I feel like a lot of people saw Jev, heard the buzz, haven't built with it. You're making it very mainstream.What Decision Models Are Good ForNikunj Handa [00:25:32]: Mm-hmm.Vibhu [00:25:33]: What should people see it as? How should they use it?Nikunj Handa [00:25:36]: Yeah. I think the main use cases we've seen is, like, really fast classification. all the Computer Use demos have been amazing and really cool. I think there will be limitations, of course, in terms of, you know, having Astra, like, write, like, a JavaScript-like script to control your computer, versus having Luna pick, like, one action at a time. I think, it's not gonna be at the same intelligence level, but, like, maybe there's some Computer Use tasks that this is good enough for. So excited to see that come through. the other cool prototype I've seen internally is people hooking it up with GPT Live. So GPT Live is like, you know, our bidirectional, like, real-time,Swyx [00:26:14]: VoicingNikunj Handa [00:26:14]: A- API. And, it's built on this, like, model of front-end models and back-end models. So GPT Live is this, likeSwyx [00:26:20]: Think or talkerNikunj Handa [00:26:21]: Super fast. Yeah, think or, talker thing. So GPT Live is the talker, super fast, really good at delegation, and you have something like Astra sitting at the ba- at the back. But tool calling has always felt, like, really slow in GPT Live. and so people have been, like, putting together these, like, tool calling demos of GPT Live controlling a computer, and it just feels like so much more snappy and natural. So I'm, like, kinda excited to see, like, what people do with Live and with Luna on decisions API. so that'll be pretty exciting. Yeah.Swyx [00:26:55]: So I wanna iron this out for people, especially from the product side, because a lot of people have been putting out Jev clones. There's been about 100 in the last two weeks.What Makes a Decision Model DifferentNikunj Handa [00:27:01]: Oh, really? That's amazing.Vibhu [00:27:03]: The first couple days.Swyx [00:27:04]: But like, it. Like, they can clone a Jev API, which is honestly structured outputsNikunj Handa [00:27:09]: YeahSwyx [00:27:09]: Which OpenAI was first to.Nikunj Handa [00:27:10]: Yeah.Swyx [00:27:11]: Right? So, like, I think let's iron out for people what is a decision model, as far asNikunj Handa [00:27:16]: YeahSwyx [00:27:17]: As far as, like, what is important? It is not just latency. It's not just structured output, right? Because I could just have Luna as it'- The decision model is priced the same as Luna, right?Nikunj Handa [00:27:26]: Mm-hmm.Swyx [00:27:27]: Have turned off reasoning and then have structured output. Do I have a Jev? you know, no, right? And that's theNikunj Handa [00:27:33]: YeahSwyx [00:27:33]: That's the realVibhu [00:27:34]: There's a confidence there.Swyx [00:27:35]: Yeah.Nikunj Handa [00:27:36]: Yeah, totally. I think, the way that. So we haven't trained, like, a new model for this.Swyx [00:27:40]: Yeah.Nikunj Handa [00:27:40]: We're, like, building this purely on top of the same Luna weights that we have.Swyx [00:27:44]: Oh.Nikunj Handa [00:27:44]: So yeah. This is, like, really just Luna. And, on top of that, what you're doing is you're constraining. So, like, structured output's a big part of it. you're really optimizing the inference stack to, like, get very fast on TTFD. And because you can have multiple questions, what you do is, like, you basically run those in parallel,Swyx [00:28:05]: As a batch.Nikunj Handa [00:28:06]: Yeah. You run those in the-- as a batch. you-- All sorts of, like, inference techniques people are working on to try to make it as fast as possible. But I'd say, like, at least our implementation of it at the start and this first version is, like, zero-shotting this on top of Luna, to see how it goes. And obviously, you wanna, like, put it out there. Like, this is OpenAI's, like, classic iterative deployment thing. Put it out there, see what people think, and then, like, we'll make more model improvements, as needed. so yeah. That's, the decisions API.Swyx [00:28:38]: Yeah. And, obviously as a benefit, you have vision. They don't have vision, right?Nikunj Handa [00:28:42]: That's true.Swyx [00:28:42]: Obviously, Jev's comes withNikunj Handa [00:28:43]: Yeah. Like, we get it for free with Luna. Yeah.Swyx [00:28:45]: Yeah. I do think that, like, you know, some of the innovations, it sounds like, it's still to come if it's still the same Luna weights, which is, like, the confidence stuff, like, the in calibration is something that we've talked about on the podcast with, benchmarking calibration. ‘Cause basically, the whole point is that RLHF kind of collapses you towards what you want to hear.Calibration, Architecture, and the Open Research QuestionsNikunj Handa [00:29:03]: Yeah.Swyx [00:29:03]: But, like, not actually, like, what the amount of confidence is.Nikunj Handa [00:29:06]: Yeah. Yeah, totally. I'm eager to see how it pans out. Maybe there's, like, gonna be. These are gonna be, like, the key areas where we may have to, like, hill climbSwyx [00:29:15]: YeahNikunj Handa [00:29:15]: With the, with the future model release. But, yeah.Swyx [00:29:18]: And then architecture-wise, the other thing that's in the debate, obviously, you-- Nobody knows because Jev doesn't talk about it, but the two speculations are, one, maybe diffusion model instead of autoregressive.Nikunj Handa [00:29:28]: Mm-hmm.Swyx [00:29:29]: But you are able to achieve the parallel, generation in your way. And then the other one is some mech interp type thingNikunj Handa [00:29:37]: Mm-hmmSwyx [00:29:37]: That you're, like, analyzing the activations and then just outputtingNikunj Handa [00:29:40]: That would be coolSwyx [00:29:41]: The weights.Nikunj Handa [00:29:42]: Yeah.Swyx [00:29:42]: Which, like, you guys have all done the research on this. People have speculated.Vibhu [00:29:45]: There have been demos onSwyx [00:29:46]: YeahVibhu [00:29:46]: Both of these as well. I think Gemini shared a Gemini diffusion, Gemma diffusion on a Jev-style output.Nikunj Handa [00:29:53]: Oh, sick.Vibhu [00:29:53]: And, interp people have also, you know, pulled out interp from a middle layer, but this is all speculation.Swyx [00:29:59]: It's just like, what are you trying to aim for, right? Because you can achieve the API. Everyone can achieve the API. It's actually pretty trivial. But, like, then there's the speed, then there's the accuracy, then there's the other calibration features.Nikunj Handa [00:30:11]: Mm-hmm.Swyx [00:30:11]: I don't know what else.Nikunj Handa [00:30:13]: Yeah. Yeah. No, totally. It's so cool that this, like, whole space has been kicked off now and people are gonna do so much cool stuff and everyone's gonna learn from each other. And, yeah, I'm excited about it.What Developers Should Build NextVibhu [00:30:24]: I feel like being on the platform team, a lot of your job is to empower builders.Nikunj Handa [00:30:27]: Mm-hmm.Vibhu [00:30:28]: What do you think people should build with decisions API and also Computer Use agents? Any stuff that you've- been building with internally that you think really opens up after the new change?Nikunj Handa [00:30:39]: Yeah. okay, let's think. decisions API, use cases internally have been pretty obvious. Like, the user ops team was, like, jumping on it. We were like, “We gotta classify all of our support tickets.” what else came up? obviously, there were, like, the really cool GPT Live demos. I'm sure, like, the Codex app team might, like, pick this up and try to do something cool with it. So, you know, like, this whole thing started, like, a week ago, so it's, like, very early andSwyx [00:31:06]: Oh, one week.Nikunj Handa [00:31:07]: We're excited. Yeah. Yeah, pretty much.Vibhu [00:31:08]: There was a big push in, evals, LLM as a judge having really low latency there.Nikunj Handa [00:31:13]: Right. Yeah. That'll be interesting to see. and then, with the Agents API, we have-- we're basically, like, having a bunch of first-party products, like, at OpenAI built fully on top of it. we've had the Codex security stuff that just went out that's fully built on top of, the Agents API. We have, sort of the-- we- we are having, like, a meetings type of thing launching today.Agents API and OpenAI's First-Party ProductsSwyx [00:31:40]: Mm-hmm.Nikunj Handa [00:31:40]: I think there was, like, a demo. do you remember, like, the plugin extensions when Sam was showing it? There was, like, a demo for, like, you're in a calendar, you can sort of, like, have your meeting notesSwyx [00:31:51]: Like, drop into a singleNikunj Handa [00:31:52]: Flow into like your spaceSwyx [00:31:52]: Like, Google Docs type thing.Nikunj Handa [00:31:53]: Yeah.Swyx [00:31:54]: Right?Nikunj Handa [00:31:54]: And so the-- all of that stuff is, like, fully built on top of, the Agents API. and yeah, I'm, like, just excited to see. Like, we're just getting this out, and let's see what people build on top of it.Vibhu [00:32:04]: I think you showed it off very well. The whole edit spaces, pages, collaborate, add in your dot. Like, that's a lot, soNikunj Handa [00:32:12]: YeahVibhu [00:32:12]: There's a lot of inspiration people can go to.Nikunj Handa [00:32:14]: Yeah. All possible with Astra, you know. Like, thing- things just move so fast now. LikeSwyx [00:32:19]: YeahNikunj Handa [00:32:19]: People go from idea to execution so quickly, it's amazing.Swyx [00:32:23]: Is there something that you want, people to focus on to give you feedback? Like, what-- like, you know, maybe you're just putting this out there and you want-- and there's, like, a fork in the road and you want developers to help you decide.Responses API Performance and Long-Lived CachingNikunj Handa [00:32:35]: So I think Agents API and decisions API, they are like, these are our newest products. Would love, like, any and all feedback on that to figure out where to take them. I think, over here, we're, like, very open on Responses API, which is sort of like our workhorse over here. like, really focused on performance right now, and the performance comes in, like, two main ways. first is just, like, latency. We've been, like, rewriting the whole Responses API stack to, like, make it as fast as possible from a TTFT perspective, DVD perspective. So there's like-- that, like, continues to be, like, a main area of focus for us. The second thing we've been trying to do is, like, really go deep on caching, particularly with these, like, personal agents that are, you know, like, basically, like, a single thread that just goes on and on forever. We've been, trying to, like, really up our game on caching. We provide now guarantees of, like, cache hits within, like, 30 minutes. We're actually, like, we-- for one of our users, we just launched, like, a much longer cache window. So we have, like, a 12-hour caching guarantee, that we offer so that you have, like, guaranteed cache hits forSwyx [00:33:40]: Is that a public API?Nikunj Handa [00:33:42]: Not yet. That's in preview.Nikunj Handa [00:33:43]: We're gonna, like, try to get that out to everyone as soon as possible. But, like, just pay a little bit more for the cache write, and we, like, guarantee, like, cache reads for, like, a much longer period. So even if, like, your instinct thread, for example, like, you just, like, do something on it and then come back to it, like, three to four hours later, you- you're still getting the caching performance out of it. And launchedVibhu [00:34:04]: And you cut the cost there quite a bit too, right, with the new model?Nikunj Handa [00:34:07]: Oh, yeah. That's right.Vibhu [00:34:08]: Like, 25% cheaper, soNikunj Handa [00:34:08]: Yeah, with, like, driving down cache reads, yeah.Cache Pre-Warming and Cost-Efficient Agent ThreadsVibhu [00:34:10]: For builders, they should implementNikunj Handa [00:34:13]: YeahVibhu [00:34:13]: Because it's significantly cheaper.Nikunj Handa [00:34:14]: Yeah. Yeah. Just, like, building your apps with, like, to be very cache aware and sort of, like, use our prompt diagnostics or cache diagnostics tool to figure out, like, where things are dropping off. And, so the caching part is, like, really important. yeah, I also wanted to talk about pre-warming. We have that in the API now. So, like, if you know that, “Hey, I'm gonna get a cache,” like-- sorry, “I'm gonna get this prompt. I just wanna, like, pre-warm the cache, pay, like, the cache write fee right now, and then, like, have it sort of ready to go for the next 30 minutes for whenever.”Swyx [00:34:49]: And it can spawn many instances of that thread.Nikunj Handa [00:34:51]: Exactly, yeah.Swyx [00:34:52]: Yeah.Nikunj Handa [00:34:52]: You can just keep going and haveSwyx [00:34:54]: Yeah, just keep messing with the prompt thereNikunj Handa [00:34:55]: Tons and tons of that. and so, yeah, like, I'm very excited about getting feedback on, like, the low-level performance things that we can keep making Responses API the most performant and reliable way to, like, build on top of an LLM. And then you basically have our, like, new products where I'm just looking for, like, any and all feedback.Swyx [00:35:15]: Yeah, just use it, right?Nikunj Handa [00:35:16]: So yeah, just useSwyx [00:35:16]: Tell us what toNikunj Handa [00:35:17]: Yeah. Define our roadmap for us, please. So yeah.Swyx [00:35:20]: I think for me, the caching thing, great, right? Like, obviously very needed. But at the end of the day, you're still bumping up against a million-token contextCompaction and Managing Million-Token ContextsNikunj Handa [00:35:28]: Mm-hmmSwyx [00:35:28]: And that's probably not gonna change for the foreseeable future.Nikunj Handa [00:35:31]: Mm-hmm.Swyx [00:35:31]: Like, you still need good compression.Nikunj Handa [00:35:33]: Yeah.Swyx [00:35:33]: What is the best practice there?Nikunj Handa [00:35:34]: Yeah. Yeah, totally. so firstly, OpenAI has its own, like, proprietary compression, compSwyx [00:35:40]: Which is inNikunj Handa [00:35:41]: Compaction.Vibhu [00:35:42]: Compaction.Swyx [00:35:42]: It's in the agents.Vibhu [00:35:43]: It's in the API.Nikunj Handa [00:35:43]: Yes.Vibhu [00:35:43]: Agents API.Nikunj Handa [00:35:44]: Yeah.Swyx [00:35:44]: You decide for us, right?Nikunj Handa [00:35:45]: Yeah, exactly. So in the Agents API, it comes built into the harness. and if you're in Responses API, there's, like, two ways of doing it. One is what we call server-side compaction, which is you basically tell Responses API that if you ever hit this threshold of tokens, just auto-compact it and, like, go back, or sorry, like, reduce the context, being used. And the second way is, like, /compact, which is, like, if you want full control. So you can, like, /compact at any timeSwyx [00:36:15]: I hear youNikunj Handa [00:36:15]: Have your own logic on when to, likeSwyx [00:36:17]: It's not AGI.Nikunj Handa [00:36:18]: It.Swyx [00:36:18]: It's not AGI.Nikunj Handa [00:36:19]: Yeah. Yeah.Swyx [00:36:20]: Yeah. But it, I meanNikunj Handa [00:36:20]: YeahSwyx [00:36:20]: It is the manual override.Nikunj Handa [00:36:21]: Yeah, it is the manual way. And like, I don't know, but a lot of the big coding agents like to do it manually. I mean, like, if you look at the Codex implementation of it in the Code- open source Codex harness, you can see that they use /compact and do it. and, there's also, like, new, by the way, new compaction techniques that we are working on. Some of them you will be able to see in the Codex harness. Like, it's already implemented in the Codex harness. And so, they're like some file-based, systems that we are, like, experimenting with. So yeah, lots of cool stuff going on around in compaction as well.Swyx [00:36:57]: Cool. we are running out of time.Nikunj Handa [00:36:59]: Okay.Swyx [00:36:59]: I think you've talked about, a lot about performance and talked a lot about, the new APIs that you're launching. Can you give us any other hints as to things that you're interested in as far as the future of the platform is concerned?Higher-Level Platform Primitives and the AI CloudNikunj Handa [00:37:13]: We're obviously like very low level. Like, I used to work at Stripe before this, and, at Stripe a lot of the game was like building these higher level primitives and products on top of like the core payments primitives. and, I'm always like curious about what the best way of doing that is in AI. And I think we've had a couple of attempts at that. We like had launched assistance API like way back in the day, and like wasn't really the right fit. We were sort of like going off with this like Agents API, and, it gives you the codex harness, but like where's like the, what's the right amount of flexibility to give in that? That's like an open question. Like how should we like have memory walls and like all of these like higher level like API objects to take away, also like to abstract away more, like storage concepts. Like this is like a whole, like, there's a whole space that I'm like very curious about figuring out how we design. I think a lot of things in AI are just have a low-level API primitive and see an example harness and go and have your coding agent implement that. But how much of that do we build into the API is like a constant question that I'm thinking about.Swyx [00:38:24]: Yeah.Nikunj Handa [00:38:24]: So I don't know if folks have thoughts on that. If anyone has ideas, it would be super interesting to hear.Swyx [00:38:30]: Yeah. The analogy I always bring back to, and we'll end there, is, you're building an AI cloud, right?Nikunj Handa [00:38:35]: Mm-hmm.Swyx [00:38:35]: Like, which is, something that, Sam said a year agoNikunj Handa [00:38:38]: Mm-hmmSwyx [00:38:38]: Where, and you're, it's almost like you're kind of doing the AWS invention and you have to do, okay, this is EC2Nikunj Handa [00:38:45]: YeahSwyx [00:38:45]: And this is S3, and this is like. But you're doing the AI-native versions of each of these.Vibhu [00:38:48]: There are a lot of analogies, so you're pre-warming caches for stuff that you know will beNikunj Handa [00:38:53]: Yeah.Vibhu [00:38:53]: And it's nice that it's all exposed to buildersClosingNikunj Handa [00:38:56]: Mm-hmmVibhu [00:38:56]: ‘cause it just opens up ways that you can build new things.Nikunj Handa [00:38:59]: Yeah, absolutely.Swyx [00:39:00]: Okay.Vibhu [00:39:00]: Awesome. WellSwyx [00:39:01]: That's everything.Nikunj Handa [00:39:01]: Thank you, guys.Vibhu [00:39:02]: Thank you.Nikunj Handa [00:39:02]: Yeah. This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit www.latent.space/subscribe
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Cry'ami is sent home riding the wave of tears. Tri-Pod goes over Pink Phony Club, Jazz Tubs, Mort's gambling, Ben's dead, and less!Get stuck in!Check links below: Disrespected: www.thedisrespected.comPursuit: @pursuityourselfHanif Abdurraqib: @NifMuhammadBird: @cgmaciel.bsky.socialCapyBrava: @capybrava.bsky.socialhttps://ahernandezart.comBecome part of the Discord family: discordecke.soccerSupporter Supply: https://www.supportersupply.co/ Code for free delivery: upper90boyz (that's boys with a Z)Minnows: https://linktr.ee/minnowshttps://sirkbook.com/https://nordecke.com/Podcasts are available on Spotify, Apple Podcast, and all podcast apps. Now on YouTube, with video, and the faces! Not seeing us somewhere? Email us Check us out on our Social Media Platforms and feel free to email us! We're totally literate and will 100% read anything you send, promise.Songs by Nick Tolford and Company https://ntac.bandcamp.com/track/boys-night-outSIGN UP TO BE PART OF THE NORDECKE! Here - https://nordecke.com/Subscribe to our channel for more soccer content:-Email us: podcast@upper90club.com-Follow us on Twitter: https://twitter.com/Upper90ClubPod-Like us on Facebook: https://www.facebook.com/groups/upper90clubpod-Follow us on Instagram: https://www.instagram.com/upper90clubpod/-Apple Music: https://podcasts.apple.com/us/podcast/upper-90-club/id1647214221-Spotify: https://open.spotify.com/show/1xnYAtnQ8tThdn5JWX6c24-Linktree: https://linktr.ee/upper90clubpod#VamosColumbus | #Crew96 | #Upper90Club | #R96TS#SoccerPodcast #Podcast #ColumbusCrewPodcast
The US Physician Payments Sunshine Act requires life sciences companies to publicly report payments, transfers of value, and ownership interests. In the first episode of our Shining a Light on the Sunshine Act and Transparency Requirements series, Washington, D.C. counsel Nicole Liffrig Molife and associate Megan Lich walk listeners through the fundamentals of Sunshine Act compliance, including who is required to report, what types of payments and ownership interests must be reported, and key deadlines and compliance strategies. This podcast is provided as a service of Latham & Watkins LLP. Listening to this podcast does not create an attorney client relationship between you and Latham & Watkins LLP, and you should not send confidential information to Latham & Watkins LLP. While we make every effort to assure that the content of this podcast is accurate, comprehensive, and current, we do not warrant or guarantee any of those things and you may not rely on this podcast as a substitute for legal research and/or consulting a qualified attorney. Listening to this podcast is not a substitute for engaging a lawyer to advise on your individual needs. Should you require legal advice on the issues covered in this podcast, please consult a qualified attorney. Under New York's Code of Professional Responsibility, portions of this communication contain attorney advertising. Prior results do not guarantee a similar outcome. Results depend upon a variety of factors unique to each representation. Please direct all inquiries regarding the conduct of Latham and Watkins attorneys under New York's Disciplinary Rules to Latham & Watkins LLP, 1271 Avenue of the Americas, New York, NY 10020, Phone: 1.212.906.1200
This time on CodeWACK! We're revisiting part 2 of a powerful series from 2024 in honor of Childhood Cancer Awareness Month this September. What happens when an insurer repeatedly denies treatment for a baby's brain tumor, then the family discovers the denial is relying on adult rather than pediatric treatment guidelines? We spoke with Eunice Stallman, MD, a psychiatrist in Idaho and mother of Zoey, about her family's fight to get coverage, the extraordinary cost of the medication if they had been forced to pay out of pocket, and what she believes needs to change about prior authorization, medical review, and rare-disease coverage. Check out the Transcript and Show Notes for more! And please keep CodeWACK! on the air with a tax-deductible donation.
Doté d'une grande curiosité, Alain Turing naît le 23 juin 1912. Il va révéler dans sa jeunesse un don pour les mathématiques. Il est élevé à Londres, loin de ses parents qui vivent en Inde. Et il est placé avec son frère dans la famille d'un colonel. Mais que sait-on réellement de son enfance dans cette Angleterre du début du XXe siècle. On va le voir avec Jean-Marc Panis, qui a rencontré le journaliste Maxence Collin et l'écrivain François Rivière. Ils sont les auteurs du roman graphique sobrement intitulé Alan Turing, qui est publié chez Casterman avec au dessin Alexis Cavaillé. Merci pour votre écoute Un Jour dans l'Histoire, c'est également en direct tous les jours de la semaine de 13h15 à 14h30 sur www.rtbf.be/lapremiere Retrouvez tous les épisodes d'Un Jour dans l'Histoire sur notre plateforme Auvio.be :https://auvio.rtbf.be/emission/5936 Intéressés par l'histoire ? Vous pourriez également aimer nos autres podcasts : L'Histoire Continue: https://audmns.com/kSbpELwL'heure H : https://audmns.com/YagLLiKEt sa version à écouter en famille : La Mini Heure H https://audmns.com/YagLLiKAinsi que nos séries historiques :Chili, le Pays de mes Histoires : https://audmns.com/XHbnevhD-Day : https://audmns.com/JWRdPYIJoséphine Baker : https://audmns.com/wCfhoEwLa folle histoire de l'aviation : https://audmns.com/xAWjyWCLes Jeux Olympiques, l'étonnant miroir de notre Histoire : https://audmns.com/ZEIihzZMarguerite, la Voix d'une Résistante : https://audmns.com/zFDehnENapoléon, le crépuscule de l'Aigle : https://audmns.com/DcdnIUnUn Jour dans le Sport : https://audmns.com/xXlkHMHSous le sable des Pyramides : https://audmns.com/rXfVppvN'oubliez pas de vous y abonner pour ne rien manquer.Et si vous avez apprécié ce podcast, n'hésitez pas à nous donner des étoiles ou des commentaires, cela nous aide à le faire connaître plus largement. Hébergé par Audiomeans. Visitez audiomeans.fr/politique-de-confidentialite pour plus d'informations.
What does it mean to perform "the person you are" as well as "the person you are not"?...Today, Abbie, Cathy, and Sarah discuss the difference between play, improvisation, and performance and the role that each can have in our personal and collective growth....Cathy Rose Salit is an executive coach, improviser, jazz vocalist, and play activist. She founded The Global Play Brigade, an online community across 100 countries providing free workshops, technical and network support to grassroots activists utilizing play and performance. As founder/CEO Emerita of the leadership consultancy Performance of a Lifetime, she led the growth of the company for over 23 years, working with thousands of leaders and teams in top brand companies. Cathy is the author of Performance Breakthrough: A Radical Approach to Success at Work, and her work has been featured in the Harvard Business Review, Forbes, and the Wall Street Journal. She's been active as a grassroots organizer since she was a teenager; building alternative schools, social therapy centers, independent political campaigns, the East Side Institute and Performing the World and the Applied Improv Network. Cathy lives in St. James, NY and performs at venues including The Jazz Loft and Science Plays Festivals and Madiran The Wine Bar.Sarah Filman (she/they) is a leadership coach, facilitator, and improviser who uses play as a catalyst for human development. As founder of Playful Perspectives and volunteer with Global Play Brigade, Sarah designs experiences where leaders reconnect with possibility, teams navigate conflict with curiosity, and strangers across continents discover what emerges when they yes-and each other. Drawing on nearly two decades of leadership experience in tech and education (Code.org, Microsoft), Sarah brings strategic thinking and a playful spirit to supporting growth at individual, team, and community levels. Their "Soft Skills for Hard Conversations" workshop series was funded by Boston's Office of Arts and Culture. ...Take the SLST Survey and give feedback on the Podcast here....Learn about the CMM Conference here....Stories Lived. Stories Told. is created, produced & hosted by Abbie VanMeter.Stories Lived. Stories Told. is an initiative of the CMM Institute for Personal and Social Evolution....Music for Stories Lived. Stories Told. is created by Rik Spann....Explore all things Stories Lived. Stories Told. here.Explore all things CMM Institute here.
This episode is produced in partnership with Microsoft.Deirdre Quarnstrom leads Microsoft's AI-enhanced learning product portfolio and strategy. She started her work in education bringing Minecraft Education to students and educators around the world. Deirdre also serves as a Director on the board of the Block by Block Foundation and is a founding partner and advisor at Reaction, a social impact VC fund.
St Paul I [brother: Stephen II] 757-767 Paul II [Pietro Barbo] 1464-1471 Paul III [Alessandro Farnese] 1534-1549 Paul IV [Giovanni Caraffa] 1555-1559 Paul V [Camillo Borghese] 1605-1621 St Paul VI [Giovanni Montini] 1963-1978 St. Paul I: brother to Pope Stephen II and succeeded him--the sort of thing that could happen in the premodern era. This was the era of Pepin the Frank, where the Frankish kingdom had just become the papacy's welcome bulwark against the conquests of the Lombards and the intrigues of the Byzantines, who also wished to take back control of as much of Italy as possible; at the end of the century this would lead to the crowning of Constantine as Western Emperor and the final decline of Byzantine influence, although the Lombard dukes would take longer to diminish in importance. Pope Paul I had a reputation for honor and personal sanctity which were still common in that era. Paul II: elected in the fifteenth century recovery and Roman Renaissance period following the Avignon period and the schism and wild experimental councils that ended it. His uncle was Pope Eugene II and apparently he became a priest after his uncle's election. Paul II was a big spender on building projects (probably still needed at the time), carnivals and festivals, and was a supporter of the arts. However, he also found it necessary to reign in some of the more ardent Renaissance figures of his day and closed something called the Roman Academy for its excesses toward paganism and moral turpitude. He made efforts, building on the conciliar period at the beginning of the century, to bring Russia into communion with Rome and to combat the Turks who had just conquered Constantinople; these big ideas and initiatives were, sadly, not successful. The Ottomans continued expanding for centuries to come and Russia is still very much in schism with Rome. Paul III: An aristocrat of the Farnese family, educated at Rome and Florence; knew Leo X from their youth in Florence. He was a cardinal from age 25 until his election as Pope at age 66, a period embracing the excesses of Popes Alexander and Julius/Julian and the beginning of Luther's disturbances. He was enormously influential between his intellect, education, wealth, time in the Sacred College, and diplomatic skill. Finally he was elected Pope in a time of turmoil, less than 20 years after Luther's 95 theses. By that point he was old and respected and past some questionable periods in his youth. Apparently Paul saw immediately that a new general council was needed to address the outbreak of Protestantism, but his efforts to get one started were thwarted by Holy Roman Emperor Charles V's attempts to hammer out vague agreements that everyone could accept, and even more so by the power politics of the French under Francois I. He wanted the Holy Roman Empire divided and weakened, and did not care if heresy was the means to that end. In that light it is not surprising that he persecuted Protestants harshly within France itself. This became a recurring French policy and would culminate in the Thirty Years' War that devastated and practically ended the Holy Roman Empire as a united country. Pope Paul was not immune to concerns about the excessive power of the Holy Roman Emperors who had mistreated so many of his predecessors, Gregory VII in particular, but in this he may have been short-sighted; his family were traditional Guelphs who supported the Popes politically against the Emperors. In any case Paul III did get the Council of Trent started and, like Pope John XXIII, did see its initial sessions. Against Charles V's desires, they immediately set to work on some of the key issues regarding original sin, justification, and the sacraments. Meanwhile Pope Paul had begun many reforms of the Curia and Church discipline on his own initiative that after his death were taken up by the Council. He supported many of the new religious orders springing up in this era. Many see Paul III as a Pope of towering importance for the history of the Church. Paul IV: Born of a Neapolitan noble family, brought into the Church by his uncle Cardinal Ottavino, but very attracted by the discipline of religious life. He, too, knew Leo X and was sent on diplomatic missions in his pontificate. Cardinal Giovanni, later Paul IV, eventually became a member of the priestly order set up by St. Cajetan. Because Giovanni was Bishop of Chieti, Theate in Latin, and because he was first general of the order, they became known as Theatines--a remarkably indirect reason. Protestant brigands sacked Rome in 1527 and the Theatines suffered greatly and went away to Venice for a few years, but Paul III believed they were needed in Rome and brought them back. Paul III made the future Paul IV a cardinal and employed him in reforming the Curia and in the Inquisition in Italy, where he was very strict if not harsh. Paul IV was very old at his election as pope and quite surprised by it. Legend has it that he might have refused the election if another cardinal had not announced that Charles V would veto Cardinal Caraffa if elected; in outrage at this attempt at meddling, Caraffa accepted. The Habsburgs shut the pope out of the serious issues of the era, especially the attempts at a political settlement with Protestants and issues around the succession to the Empire and forced the pope to ally with France. Unlike Paul III, Paul IV is not considered a successful pope. He promoted a very unworthy "cardinal-nephew" despite his own personal rigor; he was petty in awarding other family members with land taken from Spaniards due to his quarrels with the Habsburgs; he took probably very problematic measures encouraging harshness by Queen Mary in England and thwarting Cardinal Pole. He did take some actions toward re-establishing a Catholic hierarchy in the Netherlands and starting one in the Orient. He continued to encourage the Inquisition but at least had a reputation for being no respecter of persons in that regard, and he did disavow his problematic nephews after various failures. Paul V: A relative of St. Catherine, his family was from Siena and had moved to Rome. In many ways he was a stiff canon lawyer and a bad negotiator. He got into a tremendously bitter dispute with Venice on grounds that to modern ears sound pretty bad: Venice refused to exempt clergy from civil courts. They did also forbid transfer of real property to clergy and required civil approval of new churches. Paul V put them under interdict, which they flagrantly ignored. The Jesuits, Theatines, and Capuchins left the city, and the other clergy apparently sided with the government. Much was written by learned men on either side, such as Baronius, Bellarmine, and the Venetian Paolo Sarpi--something of a quasi-Protestant and despiser of the politics of the Papal Curia. The French and Spanish governments helped broker a somewhat distasteful compromise--certainly distasteful to Paul V. Yet Paul V was not always so intransigent. He tried to reach a rapprochement with James I in England, asking that Catholics in general not be persecuted after the Gunpowder Plot but commiserating with the monarch over the attempted assassination, but the pope was rebuffed. An interesting note: According to J. Jungmanns, The Mass of the Roman Rite, Paul V signed a decree in 1615 allowing the Mass to be celebrated in Chinese, out of respect for the antiquity and learning of ancient Chinese philosophy, recognizing it as a peer to Latin or Greek. This decree was never transmitted and acted upon, and Benedict XIV a few years later decided differently. In administering Rome Paul V was more successful. Even though he promoted many members of his family, they in general served the administration well. He also got to celebrate many of the achievements of the sixteenth century: the new St. Peter's was finished, and he canonized or beatified saints like Charles Borromeo, Frances of Rome, Ignatius of Loyola, Francis Xavier, and Philip Neri. Sadly, his reign also saw the actual start of the Thirty Years' War. Paul VI: Our first pope in living memory if we discount the preliminary discussion of the Piuses. Paul VI was a career Church diplomat, much like John XXIII and Pius XII. When John XXIII called the Second Vatican Council and then passed away a short time into its proceedings, Cardinal Montini was elected and took the long-disused name of Paul. He never publicly explained his choice in detail. It is widely believed that it was to hark back to the Apostle, far more than any kind of biretta-tip to a previous pope, although the legacy of Paul III and his reforms leading to the Council of Trent might be a distant secondary consideration. John XXIII had taken an even more disused name, the name of an Apostle, and Paul's legacy and its connection to Rome if anything makes it surprising that more Popes have not taken the name. In any case, Paul's pontificate was inevitably linked to the Council. His tasks were to celebrate and spread its messages, begin the authoritative interpretation of its statements, and carry out its intentions. In the event Paul was pope long enough to complete most of the latter: the enormous revisions to the Mass and to the Breviary or Liturgy of the Hours. He also implemented changes to the structure of the Curia in Regimini ecclesiae universae, a stream of influence on the later 1983 revision of the Code of Canon Law under John Paul II. Perhaps the final major document of the postconciliar period, the new Catechism of the Catholic Church, was not completed until 1994 and bears more of the mark of John Paul. Paul VI did not use the term "new evangelization" but made statements leading in that direction--for example, in the document Ecclesiam Suam on the Church's posture toward the modern world and in Evangelii Nuntiandi. He contributed to Catholic social teaching on the morality of economic development, especially in Populorum Progressio. In these ways he emphasized the positive developments begun during the Council. In other ways he took stands against the so-called "spirit of Vatican II" by emphasizing traditional doctrines. In Mysterium fidei he emphasized the continuing central role of the Blessed Sacrament in Catholic spirituality, and in Humanae Vitae he reiterated and put on a new, bolder, more consistently argued footing the traditions of Christian sexual morality, combating the unprecedented assault of the "Sexual Revolution" and paving the way for John Paul II to develop these ideas more fully in his pontificate. Why Paul VII, and what would taking that name seem to imply for a 21st century pope? Using St. Paul as a reference point could never be inappropriate. In our contemporary situation the primary inference, an emphasis on the missionary calling of the Church, would again be foremost. Paul could also be used as a symbol of Romanness, but the political situation for that is hard to see reasserting itself any time soon. Obviously folk would assume a reference is being made back to Paul VI and to the Second Vatican Council. This, as even this short summary shows, would be an ambiguous reference. Is Paul VI the "liberal" Pope who fulfilled the Council's promise to rescue us from the Latin mumble Mass? Or is he the "conservative" Pope who was so out of touch as to condemn contraception? Paul III is a prominent enough figure that he, too, could serve as a reference point. In that case look out for a Third Vatican Council or (if Providence is truly gracious) a Fourth Council of Constantinople. The assessment of such a cardinal choosing to call out Paul III specifically (in addition to Paul the Apostle, Paul VI, and perhaps other great Pauls from Christian history) might be that the situation is parallel to the situation Paul III inherited in this way: The conciliar movement at the end of the Western Schism did not reach a stable resolution at Constance, Pisa, or Basle, but left smoldering embers that roared up as Protestantism and required the Council of Trent to address (unfortunately after enormous lasting damage was done). Similarly, the legacy of the Second Vatican Council is clearly unresolved. That is to say nothing of the millennium-old schism with the East, although this hypothetical Paul VII might or might not choose to embrace the goal of complete reunification of apostolic, sacramental Christianity--he might well decide that the Roman communion needs to heal its own wounds before launching itself more vigorously into that quest. In any case, a reference to Paul III might imply a belief in the need for another Council to settle the liturgical, administrative, and other problems still facing the Church.
The first day of every CFI Bootcamp Initial CFI class is now a full day on using AI as a learner and teacher. In this episode, Mike covers the five vetted AI tools, recording lessons in flight and on the ground, turning summaries into podcasts, generating quizzes on the fly, building 5-minute preflight briefings, and the Code of Ethics that defines when and how AI should be used in flight training. Attend the AI day alone or add other themed days. Details: https://www.cfibootcamp.com/simpl-e-schedule
The political Left accuses Cornell University of being anti-woman after a Jane Doe emerges with an ugly gang rape allegation... two years after she told a totally different story; the UK releases alleged terror suspects on bail; and 68-year-old Madonna is prancing around awkwardly at the VMAs, even though she's older than Estelle Getty was in Golden Girls. Ep. 2515 - - - Today's Sponsors: PureTalk - More than 120,000 wireless customers agree that PureTalk delivers. Switch today and get unlimited high-speed data for just $34.99 per month. Visit http://PureTalk.com/SHAPIRO to receive 50% off your first month. Policygenius - Head to https://policygenius.com/SHAPIRO to compare life insurance quotes from top companies and see how much you could save. ZipRecruiter - 4 out of 5 employers who post on ZipRecruiter get a quality candidate within the first day. Try it for FREE today at https://ZipRecruiter.com/DAILYWIRE Balance of Nature - Go to https://BalanceofNature.com and use promo code SHAPIRO for 35% off your first subscription order. Kalshi - Visit https://kalshi.com/shapiro to see live prediction markets and sign up today to trade on the outcomes that matter most to you. Trade 25 win up to 500. Code is SHAPIRO - - - DailyWire: Become a Daily Wire Member and watch all of our content ad-free: https://get.dailywire.com/infidels 40% off annual plans with code FIGHT
Marmalstein, Pub Crawls, & Chelsea Lately talk...again. Listen. Leave a Review. Get Patreon. Enjoy!! Check out The Cover to Cover Patreon! https://www.patreon.com/franjola ------------------------------ COVER TO COVER MERCH!!! CLICK HERE!! ----------------------------------- VISIT OUR SPONSORS!! ----------------------------------- Eat Healthy AND Convenient with FACTOR! Get 50% Off with Code: covertocover50off Visit factormeals.com/covertocover50off —-------------------------------------------------------- CASH-MERE Outside, How Bout Dat? With QUINCE! Get Free Shipping + 365 Days Return Visit www.quince.com/cover ------------------------------ Shop Healthy, Eat Healthy with HUNGRYROOT! Get 40% off and A Free Gift FOR LIFE Visit hungryroot.com/cover Code: COVER ------------------------------ Better Mobile at a Better Price with MINT MOBILE! Get 3 Months for $15/Month + Free Shipping Visit MintMobile.com/cover ------------------------------ Every Style. Every Home. Visit Wayfair.com ------------------------------ Go make something Za-mazing Visit Zazzle.com Follow Chris: http://www.franjola.fun/ https://www.instagram.com/chrisfranjola/ Learn more about your ad choices. Visit megaphone.fm/adchoices
https://youtu.be/irtGSdIc94w (*Watch the interview on my YouTube Tuesday evening!)On today's episode of the Occult Symbolism and Pop Culture with Isaac Weishaupt podcast we are joined by one of the best researchers in the game: Justin "Doc" Brown! He's going to share with us his journey into this realm of research before getting into the deepest secrets of the occult and Biblical interpretations of sex magick! We'll talk about his book on the "Epic of Esau" and how it connects into the serpent in the Garden of Eden and how it's a coded tale of sexual relations, as well as his next book project on the Dragon Court bloodline that explains the symbolism of the Whore of Babylon and the real meaning of drinking menstration and the occult kalas! It's a wild journey so be sure to follow Justin on Prometheus Lens podcast and pick up his book "Epic of Esau!"Links:Prometheus Lens podcast: https://www.prometheuslenspodcast.com/Pickup his book, Epic of Esau at Amazon or contact him for signed copies: https://a.co/d/0aTVXeypGet my Twin Peaks book "She's Filled with Secrets" right now on Amazon or pre-order signed copy (ships late Oct): https://occultsymbolism.com/collections/allSUPPORTER FEEDS get bonus content AND go commercial free + other perks:*PATREON.com/IlluminatiWatcher : ad free, HUNDREDS of bonus shows, early access AND TWO OF MY BOOKS! (The Dark Path and Kubrick's Code); you can join the conversations with hundreds of other show supporters here: Patreon.com/IlluminatiWatcher (*Patreon is also NOW enabled to connect with Spotify! https://rb.gy/hcq13)*VIP SECTION: Due to the threat of censorship, I set up a Patreon-type system through MY OWN website! IIt's even setup the same: FREE ebooks, Kubrick's Code video! Sign up at: https://illuminatiwatcher.com/members-section/*APPLE PREMIUM: If you're on the Apple Podcasts app- just click the Premium button and you're in! NO more ads, Early Access, EVERY BONUS EPISODE WANT MORE PODCASTS?... Check out my UNCENSORED show with my wife, Breaking Social Norms where we discuss conspiracies, politics, relationships and more!: https://breakingsocialnorms.com/Merch, MushroominatiWatcher Coffee, shirts, signed books: https://occultsymbolism.com/Isaac's Link Tree with links to EVERYTHING: https://allmylinks.com/isaacw *STATEMENT: This show is full of Isaac's useless opinions and presented for entertainment purposes. Audio clips used in Fair Use and taken from YouTube videos.
Headlines: – Welcome to Mo News + National Coffee Day (02:00) – District Attorney Reopens Case Of Alleged Cornell University 'Gang Rape' (06:00) – Senate Republicans Make Final Legislative Push Ahead Of The Midterms (21:30) – White House To Convene Trump, Johnson And AI Leaders Tuesday (32:00) – SpaceX's Supersized Starship Launches Into Orbit For The First Time But Flight Ends Early (34:50) – AI Is Eliminating Busy Work. Now That It's Disappearing, Some Companies Are Simulating It (37:15) – America's Allies Are Taking Their Vacations Elsewhere (41:15) – On This Day In History (45:45) Thanks To Our Sponsors: – Monarch - 50% off your first year | Code: MONEWS – Factor - 50% off your first box | Code: monews50off – Industrious - Coworking office. 50% off day pass | Code: MONEWS50 – LMNT | Free Sample Pack with any LMNT drink mix or 12oz cans purchase – Boll & Branch – 20% off first order, plus free shipping | Code: MONEWS
September 29, 2026"The Real Truth Behind COVID Lies"We all knew what was happening during Covid, at least a lot of us did. Now, with a former trauma surgeon's testimony, we know how bad the lies really were. Who steals a kid's lemonade stand money? Eliot Page is not happy with their new career path, and it's fairly obvious why. The terrorist story out of London does NOT smell right. Horse farts are funny, I don't care who you are. Guess who's trying to make pellet guns a part of the NFA?Phil Bell's Morning Update - Here's why Republicans are going to win the Midterms! HEREDan Andros - Managing Editor CBN News - He and Brad discuss the current trans trajectory, and what exactly is happening to the holdout juror in the Clancy trial.Quickstart Podcast: https://podcasts.apple.com/us/podcast/quick-start/id1566176454Become a supporter of this podcast: https://www.spreaker.com/podcast/the-daily-mojo-with-brad-staggs--3085897/support.WATCH: TheDailyMoJo.comRUMBLE: HEREHelp Keep The Daily MoJo Going HERESAVINGS:GetMojoCBD.comCODE: 'dailymojo' 40% OFF!MoJoLaserProsFreaking Lasers customize EVERYTHING!SmellMyMoJo.comClean up and smell your best! CODE: 'dailymojo' 15% OFFMoJoMyPillow.comMike Lindell is a patriot. If you'd like a great deal and also support him, just do it!PrepareWithMoJo50.comBe prepared for life's emergencies!
Toadstool mushrooms pop up in fairy tales and folklore and often come with a warning: “Don't touch!” But are toadstools poisonous? And why do they appear like magic after rain? Unravel the marvels of mushrooms and discover how they appear not by magic but by design.Here's our trail map:Why Do Mushrooms Appear After Rain?How Do Mushrooms Spread?Are Toadstool Mushrooms Poisonous?How Do Mushrooms Remind Us That God is Always Near?Download this lesson's free coloring sheet: https://thenaturaltheologyproject.com/why-do-mushrooms-appear-after-rain/Related Lessons to listen to next:What Lives In A Pile Of Leaves? https://player.captivate.fm/episode/f8e5415c-9896-4c3a-8306-b7fe74be76a6/Are Mushrooms Aliens? And Does Fungus Know How to Code?: https://player.captivate.fm/episode/b5b86cc0-358b-4136-bc79-643bd15aff9b/Eryn's Books:Where Wonder Leads: An Adventure in God's Wild and Wonderful World: https://thenaturaltheologyproject.com/wonderMade to Marvel: 52 Family Devotions Exploring the Wild Wonders of God's Creation: https://thenaturaltheologyproject.com/marvelThe Nature of Rest: What the Bible and Creation Teach Us About Sabbath Living: https://www.amazon.com/Nature-Rest-Creation-Sabbath-Living/dp/0825448891Rooted in Wonder: Nurturing Your Family's Faith Through God's Creation: https://www.amazon.com/Rooted-Wonder-Nurturing-Familys-Creation/dp/0825447615936 Pennies: Discovering the Joy of Intentional Parenting: https://www.amazon.com/936-Pennies-Discovering-Intentional-Parenting/dp/0764219782Episode Links:Books & Curriculum by Master Books: https://www.masterbooks.com/Nat Theo Club Bonus Video: https://thenaturaltheologyproject.com/memberGet full lesson guides in the Nat Theo Club: https://thenaturaltheologyproject.com/clubFree Mushroom Coloring Sheet: https://thenaturaltheologyproject.com/why-do-mushrooms-appear-after-rain/Ask your nature question: https://thenaturaltheologyproject.com/askScriptures Referenced in This Episode:“‘I am a God who is near,' says the Lord.‘I am also a God who is far away.No one can hidewhere I cannot see him,' says the Lord.“I fill all of heaven and earth,' says the Lord.” Jeremiah 23:23-24 (NCV)“Where can I go to get away from your Spirit?Where can I run from you?If I go up to the heavens, you are there.If I lie down in the grave, you are there.If I rise with the sun in the eastand settle in the west beyond the sea,even there you would guide me.With your right hand you would hold me.” Psalm 139:7-10 (NCV)“So don't worry, because I am with you.Don't be afraid, because I am your God.I will make you strong and will help you;I will support you with my right hand that saves you.” Isaiah 41:10 (NCV)Terms Learned in This Episode:Fungus: A living thing that is not a plant or an animal. Fungi include mushrooms, molds, and yeasts.Hypha: A single tiny, threadlike strand that makes up the main body of a fungus.Hyphae: Many tiny, threadlike strands that make up the main body of a fungus. They grow through soil, wood, or other material.Mycelial Network: The web of tiny fungal threads (hyphae) that grows through soil, wood, or other material and absorbs nutrients.Mushroom: The fruiting body of a fungus.Spores: Tiny reproductive cells that mushrooms release to grow new fungi.Gills: The thin, flat structures found underneath the caps of many mushrooms. They produce and release spores.Fly Agaric (Amanita Muscaria): Poisonous mushrooms that usually have bright red or orange caps dotted with raised white patches, along with white gills and a pale stem.Omnipresent: Being present everywhere at the same time.This podcast episode contains paid advertisements.Mentioned in this episode:Order where Wonder Leads & Made to Marvel and receive a free sticker pack and hand-written note from Eryn! https://thenaturaltheologyproject.com/bundle
A massive Iranian terror plot in the UK is foiled... by a partying farmer; we discuss a Western Left that wants to import Islamic terror sympathizers en masse, and demands that those who fight terror surrender; and the White House tries to find a new China strategy. Ep. 2514 - - - Today's Sponsors: Golden Crest Metals - Right now GoldenCrest metals will send you a free investor kit, a free portfolio review, and up to $25,000 in free silver on qualifying purchases. Text BEN to METALS—that's 638257—go to https://GoldenCrestMetals.com/Ben, or call (888) 429-3999. Helix Sleep - Go to https://helixsleep.com/ben for 27% off sitewide during Helix's Labor Day: Best of Web sale. LEAN (Brickhouse Nutrition) - Get 20% off when you enter code BEN at https://TakeLean.com Kalshi - Visit https://kalshi.com/shapiro to see live prediction markets and sign up today to trade on the outcomes that matter most to you. Trade 25 win up to 500. Code is SHAPIRO - - - DailyWire: Become a Daily Wire Member and watch all of our content ad-free: https://get.dailywire.com/infidels 40% off annual plans with code FIGHT
Very Important Links!Support the show at Patreon! - https://patreon.com/gogOther ways to support the show! - https://gog.show/donateJoin our Discord! - https://discord.gg/r4ZmSHBBuy some merch! - https://shop.gog.show/Recorded on Wednesday, September 23rd, 2026.Jason, Brian, and Dave head to the Dark Side for a deep dive into vibe coding—and, against all odds, Jason may finally be cracking. After Salesforce decided to sunset Quip, Jason used AI to rebuild the collaborative show-notes system the guys have relied on for a decade, adding more features while cutting the monthly cost to almost nothing. Then he took up Dave's challenge to modernize an aging open-source ham-radio application, turning it into a native-looking Mac app in a matter of hours. The catch: after decades of programming, Jason knows exactly what to ask for, what to watch for, and when the AI is confidently doing something stupid.That leads to the bigger question: what happens when software that once took months and tens of thousands of dollars can be built in an afternoon? The guys get into value-based pricing, the disappearing entry-level programming ladder, whether AI makes people lazy or gives curious people superpowers, and how custom software could start eating away at expensive SaaS subscriptions. Jason also lays out what he's learned from actually building with these tools: keep everything portable, use Git from day one, make the AI document its work, and never build something you can't eventually maintain yourself. Turns out the future may not belong to vibe coders after all—it may belong to people who already know what the hell they're doing.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
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