Podcasts about Parallel

✅ New autonomous agents. ✅ Canva designs made for you. ✅ Codex upgrades to make your business move. If you had your head down in spreadsheets this week, you missed some MAJOR AI upgrades that are available now. We track what's hot and what's not and break it all down on Fridays with our Friday Features. Autonomous Copilot agents, new Codex tools, Github CoPilot app and 7 more AI updates you should be using — An Everyday AI Chat with Jordan WilsonNewsletter: Sign up for our free daily newsletterMore on this Episode: Episode PageToday's Episode on LinkedIn: Thoughts on this? Join the convo on LinkedIn and connect with other AI leaders.Upcoming Episodes: Check out the upcoming Everyday AI Livestream lineupWebsite: YourEverydayAI.comEmail The Show: info@youreverydayai.comConnect with Jordan on LinkedInTopics Covered in This Episode:OpenAI Codex Role-Specific Plugins LaunchMicrosoft Build Conference AI Feature ReleasesChatGPT Memory and Business Account UpgradesMicrosoft Flash Image Model for PowerPointCanva Integrated with ChatGPT and CodexGitHub Copilot Standalone Desktop App PreviewMicrosoft Autopilot Always-On Work AgentsOpenAI Models Now Available on AWS BedrockCodex Sites: AI-Built Internal Web AppsTimestamps:00:00 OpenAI's big money moves03:47 Explaining role-specific plugins09:02 Microsoft's new image model release11:09 Microsoft's AI strategy and Canva update14:23 Canva integration with ChatGPT16:56 GitHub Copilot's new canvas feature20:46 AI token subscription changes24:42 AWS adds OpenAI models to Bedrock28:25 Introducing OpenAI's CodeX Sites Feature32:07 Launch of OpenAI's New Plug-in34:16 Overview of podcast structureKeywords: Autonomous copilot agents, Codex tools, GitHub Copilot app, OpenAI Codex, ChatGPT business accounts, OpenAI enterprise, Microsoft Build conference, Microsoft always-on agents, AWS AI updates, Canva plugin, ChatGPT memory upgrade, Windows Codex integration, Microsoft Flash model, Enterprise apps integration, Role-specific plugins, Sales data analytics, Product design AI, Creative production AI, Investment banking plugin, Public equity investing, Data analytics plugin, Workspace admins, App permissions, Role-aware work agent, Financial research automation, Microsoft image generation model, PowerPoint AI integration, OneDrive AI features, Visual design creation, Canva app for ChatGPT, Canva MCP server, Agentic context carry, Full screen design preview, GitHub Copilot desktop app, GitHub Copilot Canvas, Agent-native command center, Parallel agent work tree, Code app interface, Model options in GitHub, Token usage limits, Subscription token subsidizing, Anthropic token efficiency, Amazon Bedrock, GPT-4, GPT-4.5, Small language models, Token reckoning, Security governance, Inference engine, Code app sidebar, Codex Sites, Internal dashboards, Project trackers, Interactive web apps, Shareable AI apps, Enterprise data connectors, ChatGPT Canvas, Automated workflow, Workplace authentication, Creative briefs repository.Send Everyday AI and Jordan a text message. (We can't reply back unless you leave contact info) Start Here ▶️Not sure where to start when it comes to AI? Start with our Start Here Series. You can listen to the first drop -- Episode 691 -- or get free access to our Inner Cricle community and all episodes: StartHereSeries.com Also, here's a link to the entire series on a Spotify playlist. 

A VISION of Noah was inserted into the Book of 1 Enoch, with interesting references to Leviathan and Behemoth. These are chaos monsters. Leviathan, described as female and from the sea, and Behemoth, male and occupying the wilderness—possibly the same one into which the Watcher Azazel was thrown as punishment for his role in corrupting humanity. We discussed the “already but not yet” prophecies of 1 Enoch 57–59 and the end times fulfillment of the vision ascribed to Noah in chapter 60. As a reminder, this month's study comes from the Book of Parables, the prophetic section of 1 Enoch written just before the birth of Jesus. The importance of this section of the book is in its prophecies of a coming messianic figure called the Chosen One, the Anointed One, and, most frequently, the Son of Man, a title not found in any prior Jewish writing. Jesus referred to himself as the Son of Man 78 times in the New Testament. The high regard for 1 Enoch held by Jesus, the apostles, and the early church suggests that it's worth our while to study this book for ourselves. It's not in the Bible, nor should it be, but there are teachings in the New Testament that come straight from the book of 1 Enoch. Sharon's niece, Sarah Sachleben, has been diagnosed with stage 4 bowel cancer, and the medical bills are piling up. If you are led to help, please go to GilbertHouse.org/hopeforsarah. Our latest book The Gates of Hell is available in paperback, Kindle, and as an audiobook at Audible! Derek's book Destination: Earth, co-authored with Donna Howell and Allie Anderson, is available in paperback, Kindle, and as an audiobook at Audible! If you are looking for a text of the Book of 1 Enoch to follow our monthly study, you can try these sources: Parallel translations by R. H. Charles (1917) and Richard Laurence (1821)Modern English translation by George W. E. Nickelsburg and James VanderKam (link to book at Amazon)Book of 1 Enoch - Standard English Version by Dr. Jay Winter (link opens free PDF)Book of 1 Enoch - R. H. Charles translation (link opens free PDF) The SkyWatchTV store has a special offer on Dr. Michael Heiser's two-volume set A Companion to the Book of Enoch. Get both books, the R. H. Charles translation of 1 Enoch, and a DVD interview with Mike and Steven Bancarz for a donation of $35 plus shipping and handling. Link: https://bit.ly/heiser-enoch Follow us! • X: @gilberthouse_tv | @sharonkgilbert | @derekgilbert• Substack: GilbertHouse.substacdk.com | SharonKGilbert.substack.com• Telegram: t.me/gilberthouse | t.me/sharonsroom | t.me/viewfromthebunker• YouTube: @GilbertHouse | @UnravelingRevelation | @thebiblesgreatestmysteries• Facebook.com/GilbertHouseFellowship Thank you for making our Build Barn Better project a reality! We truly appreciate your support. If you are so led, you can help out at GilbertHouse.org/donate. Get our free app! It connects you to these studies plus our weekly video programs Unraveling Revelation and A View from the Bunker, and the podcast that started this journey in 2005, P.I.D. Radio. Best of all, it bypasses the gatekeepers of Big Tech! The app is available for iOS, Android, Roku, and Apple TV. Links to the app stores are at www.gilberthouse.org/app/. Video on demand of our best teachings! Stream presentations and teachings based on our research at our new video on demand site! Gilbert House T-shirts and mugs! New to our store is a line of GHTV and Redwing Saga merch! Check it out at GilbertHouse.org/store! Think better, feel better! Our partners at Simply Clean Foods offer freeze-dried, 100% GMO-free food and delicious, vacuum-packed fair trade coffee from Honduras. Find out more at GilbertHouse.org/store. Our favorite Bible study tools! Check the links in the left-hand column at www.GilbertHouse.org.

ZUM YOUTUBE VIDEO Drei Manifestorkanäle hintereinander, dazu der Kanal des Akzeptierens für insgesamt 8 Wochen, dann die Sommersonnenwende - der Juni 2026 wird sicher einer der intensivsten Monate dieses Jahres. Die Sonne durchläuft ab Anfang Juni nacheinander drei Kehltore, die zu Manifestationskraft führen: Tor 35 - Fortschritt, Tor 45 - Sammlung und Tor 12 - Vorsicht. Das macht den Juni außergewöhnlich kraftvoll. Themen die Du schon länger bewegst bekommen jetzt die volle kosmische Schubkraft - besonders wenn Du eines der gegenüberliegenden Tore: Tor 36, Tor 21 oder Tor 22 in Deinem Chart aktiviert hast. Hier gleich nachschauen: https://human-design-system.com/human-design-chart-erstellen/ Parallel halten Neptun und Jupiter, Merkur, Venus und zuletzt die Sonne den Kanal 17-62, den Kanal des Akzeptierens aufrecht, für die kommenden acht Wochen. Alle Menschen haben in dieser Zeit ein definiertes Ajna-Zentrum, verbunden zur Kehle. Was erstmal nach mentaler Sicherheit klingt fördert aber genau das Gegenteil. Neptun in Tor 17 löst genau diese vermeintlichen mentalen Sicherheiten auf und lässt die Gitterstäbe unserer Glaubenssätze und überholten Denkmuster dahinschmelzen. Zufall? Nein - stattdessen ein fein orchestriertes Programm auf dem Weg in die neue Zeit, in der wir uns öffnen dürfen für neue Wahrnehmungsfelder jenseits des Verstandes. Die Solar-Plexus Mutation naht. Was dich in dieser Folge erwartet: - Drei zentrale Themen, die den Juni prägen - Wo sich Materie und Spirit treffen (Mondknoten 55/59) - Die Sonnenbewegungen Woche für Woche durch alle Tore mit Anschlussmöglichkeiten - Saturn in Tor 21: Kontrolle zurückholen, auch vom eigenen Verstand - Sommersonnenwende am 21.06. mit Tor 15 und der Selbstliebe in Tor 10 - Acht Wochen Kanal 17-62: was Neptun mit deinen alten Gewissheiten macht Erstelle dein Human Design Chart: Wenn du beim Zuhören dein eigenes Chart neben dir liegen haben magst - hier kannst du es kostenlos erstellen: https://human-design-system.com/human-design-chart-erstellen/ Dein Einstieg ins Human Design: Living Your Design ist der natürliche Einstieg in Strategie und Autorität, in dein Spürgewahrsein und in den bewussten Umgang mit deinem Nervensystem. Nächster Kurs: 5.-7. Juni 2026 Fünf Online-Meetings, persönlich von mir geführt. Anmeldung: https://human-design-system.com/living-your-design-seminar/ Mehr von der Human Design Academy: Website: https://human-design-system.com Instagram: humandesign_academy Wenn dir die Folge gefallen hat, freue ich mich über deine Bewertung, einen Kommentar oder eine Weiterempfehlung. Deine Unterstützung ist mir sehr wertvoll. Vielen Dank!

Bob Zimmerman reports that the Webb telescope has detected weather variations, including morning clouds, on a distant exoplanet. Additionally, images from Mars show parallel ridges that suggest a history of climate cycles and the presence of significant near-surface ice. (12)JANUARY 1941

Three active criminal matters. Three distinct jurisdictions. One forensic psychotherapist identifying the systemic failures that allegedly allowed each to occur. The Nancy Guthrie disappearance remains unsolved months after the eighty-four-year-old was allegedly abducted from her Tucson home. Unknown DNA is under analysis at the FBI laboratory in Quantico, and genetic genealogy is reportedly being applied. More than fifty thousand tips have been submitted. The investigation continues without a named suspect. In the Anna Kepner case, Timothy Hudson has been charged as an adult in the Southern District of Florida with first-degree murder in connection with his stepsister's death on a Carnival cruise ship. He has pleaded not guilty. Parallel custody proceedings in Brevard County have produced a record of family collapse — parental expulsion, alleged alignment against the accused, and an emergency custody petition filed by the defendant's biological father. In the D4VD case, David Anthony Burke faces first-degree murder charges with special circumstances in Los Angeles County in the alleged killing of fourteen-year-old Celeste Rivas Hernandez. Prosecutors have alleged murder for financial gain and murder of a witness. Burke has pleaded not guilty. Psychotherapist Shavaun Scott, with more than three decades in forensic practice, joins True Crime Today to conduct a cross-case analysis examining perpetrator psychology in the Guthrie investigation, the clinical dynamics of family disintegration in the Kepner proceedings, and the developmental trajectory — from religious restriction through industry enmeshment — that allegedly preceded the D4VD charges.Footer Links:Join Our SubStack For AD-FREE ADVANCE EPISODES & EXTRAS!: https://hiddenkillers.substack.com/Want to comment and watch this podcast as a video? Check out our YouTube Channel. https://www.youtube.com/channel/UC8-vxmbhTxxG10sO1izODJg?sub_confirmation=1Instagram https://www.instagram.com/hiddenkillerspod/Facebook https://www.facebook.com/hiddenkillerspod/Tik-Tok https://www.tiktok.com/@hiddenkillerspodX Twitter https://x.com/TrueCrimePodDisclaimer:This publication contains commentary and opinion based on publicly available information. All individuals are presumed innocent until proven guilty in a court of law. Nothing published here should be taken as a statement of fact, health or legal advice.Hashtags:#NancyGuthrie #AnnaKepner #D4VD #TrueCrimeToday #CelesteRivasHernandez #TimothyHudson #ShavaunScott #ForensicPsychology #SystemicFailure #TrueCrime

America's food system is changing, and the homesteading movement is playing a bigger role than you may realize.  In this conversation, Pete of Azure Standard shares the inspiring story behind the nationwide organic food company, their mission to strengthen regenerative agriculture and local food systems, and why more families are seeking clean, trustworthy food sources.  We also discuss supply chains, small farms, community resilience, and the growing movement toward rebuilding American agriculture from the ground up.  If you care about food freedom, regenerative farming, and creating a healthier future for the next generation, don't miss this conversation!In this episode, we cover:- How a family health crisis led Azure's founding family to embrace organic farming decades before it was mainstream- The surprising story of one small Oregon farm growing into a nationwide food distribution network- A behind-the-scenes look at Azure's relationships with hundreds of small farms and family businesses- How Azure keeps food distribution more resilient through privately owned trucks, warehouses, and logistics- The challenges rising fuel costs and supply chain instability create for companies delivering food nationwide- Why Azure is expanding with a major East Coast warehouse and what that means for the future of food access- Why the homesteading movement is creating new opportunities for small farms, local food systems, and community- How Azure is working directly with conventional farmers who want healthier soil and more sustainable farming methods- Encouragement for families who want to be part of rebuilding a healthier, more trustworthy food cultureView full show notes and transcript on the blog + watch this episode on YouTube.Thank you to our sponsors!Earthley.com | Clean, natural, and affordable herbal remedies and body care that support health and wellness naturally MittySupply.com | Portable milking machines designed for small and medium-sized farms to save you time and simplify your daily routineRESOURCES MENTIONEDFind an Azure Standard drop near you!CONNECTAzure Standard | Website | Instagram | Facebook | YouTube | Pinterest | X Homesteaders of America | Website | Instagram | Facebook | YouTube | Pinterest

Last time we spoke about the first phase of the One Hundred Regiment Offensive. On 20 August 1940, forces launched the Zhengtai Campaign, part of the "Hundred Regiments Offensive," aiming to disrupt Japan's transport network and thus weaken its "cage-and-strongpoint" defense. Orders from the Eighth Route Army split tasks: the Jin-Cha-Ji Military Region attacked the eastern Zheng–Tai line, the 129th Division struck the western section , and the 120th Division hit the Tongpu Railway and the Fen–Li Highway. Success was to be judged by the damage inflicted on the Zheng–Tai line. Preparations were conducted under strict secrecy: reconnaissance teams mapped Japanese strongholds with help from villagers; communities stockpiled grain, ammunition, and tools, and trained for demolition, including heating and bending rails. At night, units infiltrated stations and villages, seized positions, and destroyed bridges, power lines, roads, and mines across multiple columns; rain slowed movement and shaped the fighting. By early September, the Zheng–Tai line and related transport routes were severed, isolating strongpoints and hindering reinforcement.    #203 The One Hundred Regiment Offensive Phase Two Welcome to the Fall and Rise of China Podcast, I am your dutiful host Craig Watson. But, before we start I want to also remind you this podcast is only made possible through the efforts of Kings and Generals over at Youtube. Perhaps you want to learn more about the history of Asia? Kings and Generals have an assortment of episodes on history of asia and much more  so go give them a look over on Youtube. So please subscribe to Kings and Generals over at Youtube and to continue helping us produce this content please check out www.patreon.com/kingsandgenerals. If you are still hungry for some more history related content, over on my channel, the Pacific War Channel where I cover the history of China and Japan from the 19th century until the end of the Pacific War. During the second phase, the Hundred Regiments Offensive stopped being a single burst of action and became a sustained attempt to keep the Japanese occupation system off-balance. More regiments entered the fighting until, by the scale of commitment on the map, 104 regiments were involved. This matters because it changes what the campaign was: not merely a set of raids, but an effort to broaden pressure so that the enemy could not concentrate everything in one place at one time. Years later, Peng Dehuai—the commander closely associated with the Hundred Regiments offensive—described how the entry of these units felt as "spontaneous." That word can sound mysterious, so it helps to interpret it in operational terms. "Spontaneous" here does not mean unplanned chaos; it means that once the offensive logic took hold—once units saw that Japanese movement and control were being disrupted—local commanders and regiments felt empowered to join the fight without always waiting for the Eighth Route Army headquarters to issue fresh, detailed instructions for each smaller step. In other words, the campaign became something like an expanding network: local success and shared strategic perception fed into more participation across regions. Strategically, the campaign was guided by political and military guidance issued on September 10, 1940 by the Central Committee of the Chinese Communist Party. That instruction tied current operations to the earlier political-military framework of the July 7 Declaration and the July 7 Decision. The instruction argued that the moment mattered: it called for focusing "main efforts" on striking the Japanese army during a period when unity was being strengthened. It specifically urged that, based on the experience of the North China Hundred Regiments Offensive, Communist forces should organize one or more planned large-scale offensive operations in Shandong and Central China. In North China, the instruction pushed for expansion into Japanese army areas that had not yet been attacked—because the battlefield effect of the campaign was not only measured in immediate battlefield outcomes, but in reducing enemy-occupied space, enlarging base areas, breaking through blockade lines, and improving combat effectiveness. That last phrase—"Striking the enemy and attacking our allies is the general policy of military operations at present"—was the harsh shorthand for the operational reality: the campaign had to prevent Japanese occupation from appearing stable and manageable. If the occupation system could treat insurgency as "localized trouble," it would recover quickly. If, instead, occupation became dangerous in multiple places at once—requiring constant defense, constant movement, constant reinforcement—then the Japanese would be forced into a defensive posture that undermined their ability to exploit control. On September 16, 1940, the headquarters issued the second phase plan with a clear aim: expand results from the first phase. The headquarters explained the second phase would continue with an emphasis on disrupting Japanese transportation and destroying some strongholds that had penetrated deep into the base areas. This reveals the campaign's real "background and stakes": the offensive wasn't built around capturing territory in the traditional sense alone. It was built around breaking the system that makes occupation work. In the enemy's logic, occupation relies on movement: soldiers need to move, supplies need to be shipped, and reinforcement must be routed quickly to where trouble appears. Transportation infrastructure—roads, railways, bridges, power lines—forms the skeleton of control. Strongholds and outposts are the organs that occupy space, but they depend on that skeleton. If transportation becomes unreliable, strongholds become isolated islands. If strongholds become isolated, the Japanese must decide between (1) defending each island and spreading themselves thin, or (2) leaving some islands to contain the rest—either way, control weakens. Strongpoints—whether forts, fortified villages, gatehouses, or road blocks—also function as a "cage-and-silkworm" system: they are placed so Japanese forces can consolidate inside them, while routes outside are controlled or denied. In that model, even a small disruption can trigger a major ripple effect. When highways or key segments of rail are repeatedly broken, Japanese units cannot move "cleanly." They must detour, slow down, repair under threat, or escort repairs with larger forces than they prefer. Every extra hour spent repairing is an hour not spent consolidating. Every detour is a chance for ambush or for further sabotage. The second phase sought to exploit that dependency deliberately. That strategic framing explains why, even as the campaign broadened, different regions emphasized different battles. The Jin-Cha-Ji Military Region mainly fought the Lai-Ling Campaign, the 129th Division mainly fought the Yu-Liao Campaign, and the 120th Division focused on attacking the Tong-Pu Railway. They were not separate stories. They were different methods of attacking the same underlying vulnerability: the occupier's ability to move, reinforce, and coordinate. In Jin-Cha-Ji's sector, the stakes were especially sharp around Laiyuan and Lingqiu. The Japanese forces stationed in Mongolia had occupied those areas and penetrated deeply into the northwestern parts of the Jin-Cha-Ji Border Region. Japanese strength around these positions included elements of the 2nd Independent Mixed Brigade and the 26th Division, totaling more than 1,500 men, plus more than 1,000 puppet troops. The presence of puppet forces mattered not only for manpower, but because puppet troops supported the occupier's local control apparatus: they served as locally sourced enforcers, scouts, guards, and "administration-adjacent" security. Removing or weakening them was part of disrupting occupation credibility and local stability. Because the Japanese had been attacked in the first phase, they did not respond by retreating into passivity. They increased troops at each stronghold. Laiyuan City alone was reinforced to around 500 men, and the Japanese strengthened fortifications and stockpiled food and ammunition. This meant the defenders were preparing for a second round: not a sudden surprise raid, but a sustained threat that would test their ability to endure isolation and keep their network intact. Under these conditions, the Jin-Cha-Ji leadership decided to mobilize forces for the Lai-Ling Campaign, beginning at 22:00 on September 22, 1940. Here the background and stakes show up in the campaign's timing and tactics. The objective was not to "beat the defenders in open battle" only; it was to attack in ways that would prevent consolidation. By pushing on county areas and surrounding strongholds immediately, the attackers aimed to force the defenders into reactive mode—closing gates, shifting forces into defensive positions, and preparing for fights that would consume time and ammunition. The right wing launched a fierce attack on Laiyuan County and surrounding strongholds. After a night of hard fighting, the east, west, and south gates were taken, and the Japanese troops retreated into the city. Taking gates matters because it compresses space. It turns a wider defensive perimeter into a narrower, more concentrated posture. It also creates a psychological and operational trap: defenders who retreat into the city may survive longer as a fortified concentration, but their ability to conduct aggressive movement outside their walls—and their ability to receive reinforcements through many approaches—becomes more limited. In the night of September 23, the 2nd Regiment, supported by a battalion of the 1st Regiment and artillery, attacked Sanjia Village, described as an important enemy stronghold on the Laiyuan–Yixian highway, roughly 10 kilometers east of Laiyuan City. Highways are not just routes; they are corridors that connect strongholds to each other and to supply lines. By capturing a stronghold on a highway, the campaign attempted to break a portion of the corridor network feeding the city. The attackers annihilated most of the enemy and captured the village. At the same time, the 3rd Regiment attacked Dongtuanbao, northeast of Laiyuan City, and by the night of September 24, they had taken surrounding fortifications and forced remaining enemies into only a few houses inside the village. Then, on September 25, the enemy burned weapons, supplies, and food stored at the stronghold, preparing for a breakout. That detail reveals a key stake of stronghold warfare: if defenders believe they cannot hold and cannot escape, they may destroy supplies rather than let attackers seize them intact. It's a grim tactical psychology—destroying stores can deny the enemy immediate benefit, even if it reduces defenders' chances of future endurance. When the attackers launched another fierce assault and the remaining defenders, with no hope of escape, threw themselves into the flames and perished, the event underscored the "closed-options" nature of the battle: the stronghold system was being compressed until breakout became impossible. On September 26, other right-wing units, together with the 9th Regiment of the Pingxi Military Sub-district, captured 13 strongholds including Taohuabao, Bailebao, Jijiazhuang, Xinzhuang, Beikou, Xiabeitou, Baishikou, Zhongzhuang, Wangxidong, Liujiazui, Zhangjiayu, Beishifo, and Jinjiajing. Capturing strongholds in clusters has a strategic function. It doesn't just remove personnel; it interrupts local control geography. It makes it harder for defenders inside the city to extend influence outward and harder for them to create new safe points for movement. But the Japanese did what well-prepared occupiers can do: reinforce at the most important time and the most important place. On the second day after the start, Japanese reinforcement began from Zhangjiakou and other locations. Roads had not been completely destroyed, so the Japanese could advance rapidly. This becomes a major background lesson of the second phase. The first phase had demonstrated the power of sabotage to disrupt Japanese movement. But by the time second-phase campaigns began, the Japanese were not ignorant—they were learning. Where sabotage had fully severed roads, reinforcement could be delayed or routed into danger. Where sabotage remained incomplete, reinforcement could arrive quickly, changing the battle's character from attack-dominant to defense-dominant. By noon on September 28, over 3,000 Japanese and puppet troops arrived in Laiyuan City by car, supported by 20 tanks and 4 aircraft. This mechanized support was not just "extra firepower." It was a statement about how the Japanese aimed to retain control: tanks and aircraft increase defenders' ability to resist assault and keep morale from collapsing. Under these conditions, the right wing found it difficult to launch a favorable offensive. So the Jin-Cha-Ji leadership shifted offensive focus to the Lingqiu area, rather than forcing the original plan to continue against reinforced mechanized defense. The first step was to eliminate enemy strongholds between Lingqiu and Hunyuan. The second step was to seize enemy strongholds along a line from southeast of Daying to Shentangbao, and in mountainous areas north of Daying and Shahe. This shift highlights a core strategic principle: when a target becomes too fortified, the offensive can still succeed by moving the pressure elsewhere—aiming to break the enemy's network of strongpoints and keep forcing them to respond across space. On October 2, the headquarters ordered the main force of the right wing to concentrate in the area east and southeast of Laiyuan. Part of the force was assigned to monitor and contain the enemy in Laiyuan, while the 1st and 2nd Regiments were placed under the left wing's command and joined the left wing in combat. This reallocation reflects operational adaptability. If a city becomes a fortress, smaller units may be better employed as containment—tying down defenders—while the main effort moves to seize other stronghold lines where the Japanese might still be vulnerable. The fighting continued with tactical attacks that show how strongpoint warfare unfolded in the field. On the night of October 8, the 1st Battalion of the 1st Regiment launched an attack on the 2nd Regiment while a portion of the Japanese army in Nanpotou was attacking it. The attackers broke into enemy lines, annihilated most of the enemy, and drove the rest off. At the same time, the 1st Battalion of the 6th Regiment captured Qiangfengling, and the Japanese forces in Qingciyao fled in panic. The campaign also included actions such as attacks on Jinfengdian by the 3rd Battalion of the 6th Regiment on the night of September 9, and mention that the 26th Regiment entered Huangtai Temple on the night of October 8 while attacking between Lingqiu and Guangling. By understanding the background and stakes, you can see what these actions were really doing. They weren't random. They were repeated attempts to keep dismantling the enemy's ability to maintain a functioning strongpoint chain. Each captured stronghold reduces the enemy's ability to create secure corridors. Each panic-driven retreat increases their time burden and may cause breakdown in communication between local nodes. Even when the battle remains fierce and deadly, these changes in tempo can accumulate into operational outcomes. The Lai-Ling Campaign lasted 18 days, producing concrete results: killing and wounding over 1,000 Japanese and puppet troops, capturing 49 Japanese and 237 puppet troops, and leaving 1,419 casualties for the Eighth Route Army. The losses show the campaign was not a "clean victory." It was expensive. But the operational logic—disrupting a strengthened occupation zone, capturing strongholds, and forcing enemy reinforcements to concentrate—was consistent with the second phase's broader mission. Support for Lai-Ling came from the Jizhong Military Region through the Renqiu–Hejian–Dacheng–Suning Campaign from October 1 to October 20, simultaneously sabotaging the Cangshi, Deshi, Beining, and Jinpu railways. This is where "background and stakes" become especially clear. The Japanese, even when they defend in one area, have to move elsewhere to respond. When you attack multiple transportation lines and strongpoint zones at once, you prevent the enemy from solving one problem cleanly before moving to the next. You make the enemy chase multiple fires. After the Hundred Regiments Offensive began, Japanese forces in Jizhong moved west to reinforce in some cases, but most were tied down on important transportation lines. That relative weakening meant defenses in Jizhong's interior became weaker—creating space where a larger contest could occur. Jizhong decided to deploy 10 battalions totaling more than 8,500 men from the 18th, 23rd, and 30th Regiments across left wing, center, and right wing roles, fighting in the area. The plan was not only to attack; it was to manipulate where the Japanese had to respond. The two wing units would contain and draw Japanese forces away from the central Renhe Dasu zone, and then the central unit would break into that central area to open the situation. In other words: wings would pull; center would punch. The Renhe Dasu battle began on October 1, 1940. On the left wing, the 18th Regiment entered an area east of the Zhulong River and west of Hejian and Renqiu, capturing Lianjiazhuang, Dongguxian, and Liangcun between October 2 and October 6. By the night of October 7, Japanese troops at strongholds including Yuhuangmiao, Fenglebao, and Liushansi fled in panic—another reminder that once stronghold cohesion fractures, the enemy's ability to endure a second phase of pressure drops. On the right wing, the 30th Regiment operated with four battalions east of Dacheng and east of the Ziya River, capturing a series of strongholds including Liminju, Dengzhuangzi, Shigeju, Xiliuzhuang, Zangzhuangzi, and Chencun, while engaging in road-breaking and ditch digging. These actions show the campaign's "method," not just its target. Even when the opponent could be fought directly, sabotage and engineering measures could amplify the damage by reducing mobility and forcing time-consuming repairs. The central unit, the 23rd Regiment, had two battalions crossing the Hutuo River northward. On October 1, it ambushed more than 100 Japanese troops coming from Shangjialin to seize grain, killing more than 90 and capturing all their weapons. On October 9, it ambushed the enemy from Liugezhuang to Litan at Baimatang, annihilating 20 Japanese and puppet troops. These ambushes illustrate a second background principle: occupiers need sustenance and extraction operations, and those operations follow routes and patterns. By striking troops during foraging or supply-related movement, the offensive attacks not only the army but also the logic that keeps occupation armies fed and maintained. From October 15 to October 20, the second stage of those operations targeted the east and west banks of the Ziya River, leaving only a small force in the central Renhe River Great Suppression area. On the night of October 19, the central force captured Banjiehe and destroyed a bridge over the nearby Guyang River. On the night of October 16, the left wing captured Daqudi and the Renqiu Shimen Bridge, and on October 18 it captured the stronghold at Wangpan. A note in the operational description also indicates that the right wing faced a serious enemy situation and could not take major action during one segment—another reminder that even a planned operation cannot control all battlefield variables. What matters is whether the operation still meets its strategic purpose, not whether every segment goes perfectly. In the Battle of Renhe Dasu, Japanese and puppet losses were heavy: 805 killed or wounded, and 3 Japanese and 326 puppet troops captured. The campaign took 29 strongholds. The Jizhong Military Region suffered 573 casualties. Strategically, this battle contained enemy forces and effectively supported the Battle of Lai-Ling. Again, support here is not just "help in the same region," but redistribution of pressure: by forcing the enemy to allocate troops to Jizhong, Japanese defenders around Lai-Ling face more difficulty maintaining overall operational coherence. While Jin-Cha-Ji and Jizhong fought around Laiyuan and Lingqiu, a deeper pressure developed in the Taihang base region—through the Yuliao (Yu-Liao) Campaign, fought mainly by the 129th Division. The background stakes in the Yu-Liao theater were the highway route from Yangquan through Pingding, Heshun, Liaoxian to Yushe, described as the deepest penetration route through which the Japanese penetrated the Taihang base area. The Japanese tried to extend this road southwestward and connect it with the Baijin Railway through Wuxiang, aiming to split the Dahang area and deploy forces flexibly along the Zhengtai and Baijin lines. This was about strategic mobility and operational geometry. A road connection isn't only "transport"; it reshapes where the enemy can exert pressure and how quickly they can shift forces from one axis to another. The Yuliao section measured 45 kilometers and included eight strongholds: Yushe, Yanbi, Wangjing, Guantou, Pushang, Xiaolingdi, Shixia, and Liaoxian. These were guarded by the 13th Battalion of the Japanese 4th Independent Mixed Brigade. A line of strongholds along a highway is the occupier's version of a corridor defense: it enables them to keep movement inside a protected chain. If that chain is cut, movement becomes vulnerable and the "deep penetration route" turns into a dangerous liability. On September 22, 1940, the 129th Division issued basic orders: launch a surprise attack to eliminate the enemy from Yushe to Xiaolingdi, recapture strongholds, destroy the highway, and then press forward toward Liaoxian to recapture it when the opportunity arose. This is a textbook example of how the offensive combined surprise, seizure, and destruction. Surprise prevents the defenders from organizing a coordinated response. Seizure eliminates their nodes. Highway destruction prevents them from restoring their corridor quickly, forcing time and labor—exactly what the second phase wanted. The assault began on the night of September 23. On September 24, the left wing captured Yanbi and Wangjing, while the right wing captured Pushang and Xiaolingdi. By September 25, Yushe and Jucheng had also fallen, leaving only the enemy at Guantou on the Xiaolingdi–Yushe line still resisting. Concurrently, detachments attacked on related axes: the Pingliao Detachment captured Hanwang Town north of Liaoxian; the Qinbei Detachment sabotaged roads and attacked frequently, pinning Japanese forces on the Wuxiang and Baijin routes. On September 26, the 129th Division ordered part of the right wing to continue besieging the enemy at Guantou, while the main force and the left wing moved east to recapture Liaoxian and eliminate reinforcements. At dawn on September 27, the right wing attacked Shixia west of Liaoxian and captured it that night. On September 28, the left wing reached near Majiu in preparation for an attack on Liaoxian that night. Then battlefield logic reasserted itself: the Japanese did not sit idle once their corridor was threatened. Troops from Heshun and Wuxiang reinforced Liaoxian and Guantou respectively. The Eighth Route Army headquarters ordered the Liaoxian attack halted. Some forces were to contain the enemy advancing south from Heshun, while the main force moved to the Hongyatou and Guandinao areas to prepare to annihilate enemy reinforcements arriving from Wuxiang. This decision reveals a deeper stake: even if an army can seize targets, it must avoid exhaustion and must avoid allowing the enemy to convert a partial tactical loss into a larger opportunity. Headquarters essentially chose the operation's "survival path": shift from capturing more nodes to annihilating the reinforcements that would otherwise restore the corridor. Following these orders, the 129th Division attacked Guantou and took it at 24:00 on September 29. In the narrative description that follows, the enemy reinforcements moving through ambush terrain clashed with Communist formations in an engagement where aircraft coverage and terrain allowed the enemy to seize high ground and resist stubbornly. The battle lasted two days and one night, with heavy casualties on both sides. That is an important background lesson: the offensive could still destroy corridor nodes, but the enemy's ability to bring aircraft support and seize terrain meant that the "destroy and move on" approach wasn't always enough. Sometimes, momentum had to be re-channeled into another kind of contest—one closer to a blocking ambush and a battle of endurance. By the evening of October 1, more than 500 Japanese troops from Liaoxian broke through the right wing's blockade and approached near the left wing's command post. The left wing was ordered to withdraw from the battle. Headquarters then assessed that Japanese troops from Liaoxian and Wuxiang had joined and that more than 1,000 Japanese troops from Yangquan had reached Hanwang Town north of Liaoxian. Combined with the 129th Division's exhaustion and heavy casualties, headquarters decided to end the Yulin–Liaoxian Campaign—not because the offensive had no value, but because the risk of allowing the enemy to "sweep" the Taibei area could outweigh further gains. This termination decision illustrates a stake that is often overlooked: in insurgency-style campaigns, operational survival is part of success. The second phase did not merely chase targets; it sought to transform conditions so that the enemy would have to spend strength defending a failing network. If continuing a battle risks letting the enemy regroup into a larger counter-offensive that clears base zones, then ending becomes strategic. While the 129th Division wrestled with corridor defense around Liaoxian and Guantou, the 120th Division pursued a transport-centered strategy against the Tong-Pu Railway—because rail disruption was not a supporting detail; it was a main axis of pressure. On September 12, 1940, the 120th Division issued an action plan for the northern section of the Tongpu Railway, deciding to attack the Ningwu and Xinxian sections (with emphasis on the section between Ningwu and Daniudian) starting September 20. This timing shows planning designed to synchronize with broader operational pressure. Rail sabotage required engineering preparation and coordination across units, and the campaign sought to create disruption when the enemy would be most vulnerable to delayed reinforcement. On September 14, the 358th Brigade left its base west of Loufan and crossed the Jingle–Lanxian Highway to the north. It assembled at Majiagou on the 16th, then launched an attack on Toumaying using its 3rd Detachment (comprising the 7th and 8th Regiments and the special service battalion). At 24:00 on September 18, that detachment attacked Touma Camp, while the 7th and 8th Regiments attacked reinforcements. Fighting continued until the following morning when more than 40 Japanese soldiers from Ninghuabao reinforced Touma Camp. Once reinforcements reached Shanzhai Village, they were surrounded and annihilated. On September 20, around 200 Japanese soldiers from Yangquanling went to Liyan Village to counterattack. The 716th Regiment attacked at 14:00, and by dawn the next day, the enemy fled back to Yangquanling. These battles are more than local clashes. They serve the background logic of sabotage campaigns: before destroying rail infrastructure, you need to reduce the enemy's ability to respond instantly. Fighting reinforcements and counterattacks clears windows of time. Those windows can then be used to sabotage tracks, bridges, and related installations. If sabotage occurs under active reinforcement pressure, the enemy can repair quickly or trap the sabotage teams. If sabotage occurs after the enemy's response capacity is disrupted, repair becomes slower and the operational effects last longer. Parallel operations reinforced this logic. On the night of September 16, the Independent 1st Brigade crossed the Fen River east. On September 18, it was learned that more than 400 Japanese troops had attacked the Yanbei Detachment at Yangquanling but returned to Shangzhuang after failing to find them. The brigade then chose to encircle and annihilate the enemy rather than chase endlessly. The attack began at 13:00 on September 18 and lasted until early morning on September 19. The main force withdrew to sabotage the railway, while the remaining enemy retreated to Yangquanling. The engagement inflicted 105 casualties on the Independent 1st Brigade, while killing or wounding about 200 Japanese. Once the blocking threat was removed, units quickly moved into sabotage actions on the Tongpu Railway. Then sabotage itself proceeded systematically. On the night of September 22, the 4th Regiment of the 358th Brigade—attached to the division's engineering company—and the division's special service regiment advanced to the area between Duanjialing and Xuangang to sabotage several sections of the Tongpu Railway. At the same time, the 2nd Regiment attacked Qicun, and the 715th Regiment attacked Xinkou and Loubanzhai. On the night of September 23, the 2nd Regiment sabotaged the railway south of Xinkou while the 715th Regiment sabotaged it north of Xinkou. On the night of September 25, the 715th Regiment sabotaged between Daniudian and Xuangang. The Independent 2nd Brigade also sabotaged several railway sections between Shuoxian and Ningwu. After six days of sabotage operations, the 120th Division again caused the Tongpu Railway to be interrupted. The background stakes here are straightforward but huge: a rail interruption forces the occupier into repair work, escorts, and re-routing. During the second phase—when the Japanese were already under pressure across multiple theaters—the need to continuously handle repair reduces the capacity for offensive operations and for rapid reinforcement to any single contested point. It also slows their ability to respond to new threats as quickly as they would like. By connecting all these threads—Laiyuan and Lingqiu strongholds, Renhe Dasu containment and roadbreaking, the Yuliao highway corridor fight, and repeated Tongpu railway sabotage—you can see the deeper logic of the second phase. The campaign aimed to create a battlefield environment where Japanese forces could not enjoy stable mobility and where strongpoints could not function as a reliable cage. Transportation disruption isolated strongholds. Stronghold destruction and capture shrank the enemy's local control points. Highway and rail sabotage forced the Japanese to defend not only troops and walls, but also the infrastructure that enabled their coordination. That's why the second phase emphasizes disrupting transportation and destroying some strongholds penetrated deep into base areas. It wasn't simply "hit more places." It was a deliberate attempt to force the Japanese to abandon their preferred operational pattern: a networked system of strongpoints supported by transportation reliability. If that reliability breaks down, the occupier's "cage" becomes porous and unstable, and Communist base areas gain room to expand and persist. By early October, the second phase was winding down, while a third phase was developing: reinforced Japanese columns sought to engage and destroy 8RA units. Over the next two months, several fierce counterattacks occurred, and after that the Hundred Regiments campaign was considered to be finished. I would like to take this time to remind you all that this podcast is only made possible through the efforts of Kings and Generals over at Youtube. Please go subscribe to Kings and Generals over at Youtube and to continue helping us produce this content please check out www.patreon.com/kingsandgenerals. If you are still hungry after that, give my personal channel a look over at The Pacific War Channel at Youtube, it would mean a lot to me. After earlier setbacks in the 1930s, the CCP sought national leadership in resistance while maintaining political room to maneuver within an uneasy arrangement with the KMT. By early 1940–1941, the strategy shifted toward "strongpoint" and transportation warfare: guerrilla actions were used to fracture Japanese defensive networks and sabotage logistics. Japanese attempts to consolidate territory, through local administration and security practices—often provoked the CCP's dual struggle, militarily and politically. As Japanese sweeps temporarily gave the CCP advantages, the situation forced rapid adaptation.

What if every thought you've ever had, every life you've ever lived, is permanently encoded in the fabric of space-time — accessible right now?Quantum consciousness pioneer Caroline Cory joins Debbi Dachinger to reveal the mechanics behind the planetary grid, parallel incarnations, and why your original source self already knows everything about your mission here. From why karma isn't punishment to how blind people were made to see in her upcoming Superhuman 2 film, this conversation dismantles everything you thought you knew about memory, identity, and the infinite nature of who you truly are. Your past lives aren't behind you. They're happening right now.⏱ TIMESTAMPS0:00 – Memory isn't in the brain: the space-time library explained5:20 – The planetary grid: Earth's quantum memory network11:00 – Why parallel lives are more accurate than past lives17:30 – Projecting your consciousness across 10 lifetimes at once23:00 – How Caroline uses this science to access her source self28:45 – Karma redefined: unfinished soul contracts, not punishment34:10 – Pulling the best from every concurrent lifetime into now39:30 – Channeling yourself: when your higher self is the ET you're receiving44:00 – Truth coming out: UFOs, disclosure & the end of conspiracies49:20 – Superhumans & where we're headed: telepathy, gifts & the new human54:00 – Superhuman 2: making blind people see & new science of the body58:30 – How to find Caroline & what's coming next

Today Is Pentecost, fifty days after Passover. It's the day the Holy Spirit descended on the followers of Jesus and the day Moses descended Mount Sinai with the Law. We discussed the similarities and differences between those two events. For example, the fire on Mount Sinai and the tongues of fire over the heads of the followers of Jesus; and the 3,000 saved on Pentecost in Acts chapter 2 contrasted with the 3000 who were put to death when Moses returned from Sinai to find the Israelites engaged in debauchery around the golden calf. We also discuss the change between the law on tablets of stone and the law written on our hearts. We bring in passages from Ezekiel 36 in which God promised to restore Israel to the land—not because the Israelites earned it, but for the sake of His Holy Name so that the world would know He is Yahweh. This was fulfilled in 1948. Here's the link to “The Comforter Has Come,” featuring Sharon with Sandi Patty, Steve Green, and Warren Hoffman: https://www.youtube.com/watch?v=BgOrW8DAFJ0 And here's the video “Mount Hermon's Upsettingly Dark Occult Connections”: https://www.youtube.com/watch?v=rQvfrTtE9XM Sharon's niece, Sarah Sachleben, has been diagnosed with stage 4 bowel cancer, and the medical bills are piling up. If you are led to help, please go to GilbertHouse.org/hopeforsarah. Our latest book The Gates of Hell is available in paperback, Kindle, and as an audiobook at Audible! Derek's book Destination: Earth, co-authored with Donna Howell and Allie Anderson, is available in paperback, Kindle, and as an audiobook at Audible! If you are looking for a text of the Book of 1 Enoch to follow our monthly study, you can try these sources: Parallel translations by R. H. Charles (1917) and Richard Laurence (1821)Modern English translation by George W. E. Nickelsburg and James VanderKam (link to book at Amazon)Book of 1 Enoch - Standard English Version by Dr. Jay Winter (link opens free PDF)Book of 1 Enoch - R. H. Charles translation (link opens free PDF) The SkyWatchTV store has a special offer on Dr. Michael Heiser's two-volume set A Companion to the Book of Enoch. Get both books, the R. H. Charles translation of 1 Enoch, and a DVD interview with Mike and Steven Bancarz for a donation of $35 plus shipping and handling. Link: https://bit.ly/heiser-enoch Follow us! • X: @gilberthouse_tv | @sharonkgilbert | @derekgilbert• Substack: GilbertHouse.substacdk.com | SharonKGilbert.substack.com• Telegram: t.me/gilberthouse | t.me/sharonsroom | t.me/viewfromthebunker• YouTube: @GilbertHouse | @UnravelingRevelation | @thebiblesgreatestmysteries• Facebook.com/GilbertHouseFellowship Thank you for making our Build Barn Better project a reality! We truly appreciate your support. If you are so led, you can help out at GilbertHouse.org/donate. Get our free app! It connects you to these studies plus our weekly video programs Unraveling Revelation and A View from the Bunker, and the podcast that started this journey in 2005, P.I.D. Radio. Best of all, it bypasses the gatekeepers of Big Tech! The app is available for iOS, Android, Roku, and Apple TV. Links to the app stores are at www.gilberthouse.org/app/. Video on demand of our best teachings! Stream presentations and teachings based on our research at our new video on demand site! Gilbert House T-shirts and mugs! New to our store is a line of GHTV and Redwing Saga merch! Check it out at GilbertHouse.org/store! Think better, feel better! Our partners at Simply Clean Foods offer freeze-dried, 100% GMO-free food and delicious, vacuum-packed fair trade coffee from Honduras. Find out more at GilbertHouse.org/store. Our favorite Bible study tools! Check the links in the left-hand column at www.GilbertHouse.org.

Stop burning your territory by blindly calling massive lists of leads. In this episode, Suji breaks down their exact playbook, including:

In the latest episode of Executive Function, Brett sits down with Graham Moreno, Head of GTM at Parallel Web Systems. Before Parallel, Graham scaled Windsurf's GTM organization from three sellers to seventy-five in under a year, served as President through the Cognition acquisition, and earlier built and led enterprise sales teams at Grafana Labs and MongoDB. In this conversation, he unpacks why the AI-era backlash against structured enterprise sales misreads the data, how to design a process that raises the floor for ordinary reps without capping the ceiling for stars, and why selling to AI-native customers compresses an eight-week cycle into five business days. In today's episode, we discuss: Why in-person enterprise rollouts still beat product-led motions Building a robust sales process that still leaves room for unscripted moments Why the three highest-leverage early sales hires aren't sellers at all The case for outsized commission accelerators for star sellers — and the kind of person they attract Why most AI companies are skipping the in-person sales work that enterprise customers actually want References: Ahead: https://www.ahead.com Amazon: https://www.amazon.com Anthropic: https://www.anthropic.com Attio: https://www.attio.com Augment Code: https://www.augmentcode.com/ Cognition: https://cognition.ai Cursor: https://cursor.com Dani McCabe: https://www.linkedin.com/in/danielle-mccabe/ Datadog: https://www.datadoghq.com GitHub Copilot: https://github.com/features/copilot HubSpot: https://www.hubspot.com Jeremy Powers: https://www.linkedin.com/in/jeremypowers/ JPMorgan: https://www.jpmorgan.com Matt McClernan: https://www.linkedin.com/in/mattmcclernan/ MongoDB: https://www.mongodb.com Nicole Rettinger: https://www.linkedin.com/in/nicole-rettinger-23b20465/ Notion: https://www.notion.com OpenAI: https://openai.com Parag Agrawal: https://www.linkedin.com/in/paragagr/ Parallel: https://parallel.ai Snowflake: https://www.snowflake.com University of Chicago: https://www.uchicago.edu Windsurf: https://windsurf.com Where to find Graham: LinkedIn: https://www.linkedin.com/in/grahammoreno/ Where to find Brett: LinkedIn: https://www.linkedin.com/in/brett-berson-9986094/ Twitter/X: https://twitter.com/brettberson Where to find First Round Capital: Website: https://firstround.com/ First Round Review: https://review.firstround.com/ Twitter/X: https://twitter.com/firstround YouTube: https://www.youtube.com/@FirstRoundCapital This podcast on all platforms: https://review.firstround.com/podcast Timestamps: 00:00 Introduction 00:32 Has the sales playbook changed in the AI era? 02:13 Why "showing up" beats letting the marketplace decide 06:50 Why great salespeople sell to engineers and executives in one motion 11:37 Selling to AI-native buyers who grew up on ChatGPT 13:49 Same seller, different tempo: 8 weeks vs. 8 business days 15:57 How AI-native buyers handle build vs. buy decisions 17:48 The rep who taught a champion's son guitar over Zoom 19:03 Raising the floor without capping the ceiling 22:09 Why too much process narrows the kind of seller you attract 25:46 The three pillars of GTM excellence 31:00 Building peers who are 80% aligned, not 100% 38:03 Whether AI is changing what good enablement looks like 41:35 Selling against direct and implied competitors at once 42:45 Instrumenting the funnel from stage zero to close 45:57 Why post-sales should always roll up to the revenue leader 48:19 The case for outsized commissions 52:02 The 96 hours of panic before Cognition acquired Windsurf 53:04 How far out should a GTM leader be planning? 57:53 What a normal week looks like in hypergrowth

Take the 2026 AI Engineering Survey and get >$2k in credits and AIE WF tickets!On the product side, everyone is getting Computer - Perplexity, Manus, Cursor, and so on. Meanwhile on the research side, agentic evals like TerminalBench and GDPVal are also assuming computer (Harbor). On both ends, the consolidating LLM OS stack has become a standard toolkit, and Daytona is one of a small set of AI Infra companies that are booming because of it.“The end of localhost” has been Ivan Burazin's obsession for more than a decade.Something that is all too familiar…Long before agents became the default way people talked about software development, Ivan was already chasing the idea that development should not depend on a fragile local machine. CodeAnywhere, one of the first browser-based IDEs, was an early attempt at that future: move the development environment into the cloud, make setup reproducible, and free developers from the endless “works on my machine” tax.The thesis was directionally right, but the market wasn't ready yet.However, agents changed that. They do not care about a laptop, desk setup, or favorite editor. They need a computer they can access through an API: something stateful enough to keep working, fast enough to spin up instantly, flexible enough to resize, isolated enough to be safe, and composable enough to run the messy real-world workflows that real software engineering actually requires.Daytona isn't just selling “sandboxes” in the narrow code-execution sense. It is the latest version of Ivan's original localhost thesis.In this episode, Daytona's CEO joins swyx to explain why AI agents need more than code execution boxes: they need composable computers, stateful sandboxes, instant startup, dynamic resources, and infrastructure that can survive workloads going from zero to 100,000 CPUs.We go deep on the new agent compute market: Daytona's hard pivot from human dev environments to AI sandboxes, the New Year's Eve MVP that customers begged for, why Daytona runs on bare metal with its own scheduler, how one customer runs almost 850,000 sandboxes a day, and why RL/eval workloads went from 0% to roughly 50% of usage in just months. Ivan also explains why agents need Windows and macOS machines, why CLI may matter more than MCP, why Kubernetes is painful for this workload, and why the future AI cloud may look more like Stripe than AWS.We discuss:* How Daytona grew out of CodeAnywhere, Shift, and the “end of localhost” thesis* Why Daytona pivoted from human dev environments to AI sandboxes* Why agents need composable computers instead of disposable code execution boxes* The New Year's Eve MVP that customers chased API keys for* Why Daytona chose bare metal, stateful snapshots, and its own scheduler* How Daytona spins up one sandbox in ~60ms and 50,000 sandboxes in ~75 seconds* Why Daytona's biggest customer runs ~850,000 sandboxes a day* How RL/eval workloads create zero-to-100,000 CPU spikes* Why RL workloads went from 0% to roughly 50% of Daytona usage* Why customers compare Daytona against EKS/GKS and say they're “never going back”* Why every AI agent may need a computer, including Windows and macOS environments* The Apple licensing constraints that make macOS sandboxes hard* Why CLI gives agents more power than MCP* How open source helps agents integrate Daytona* Why agent-generated PRs may break today's CI/CD assumptions* Why AI SaaS companies reselling tokens may face a cold shower* Why the AI cloud may look more like Stripe than AWSIvan Burazin* LinkedIn: https://www.linkedin.com/in/ivanburazin* X: https://x.com/ivanburazinDaytona* Website: https://www.daytona.io* X: https://x.com/daytonaioTimestamps* 00:00:00 Hook* 00:01:12 Introduction* 00:03:15 CodeAnywhere, Shift, and the end of localhost* 00:05:58 What Daytona is: composable computers for AI agents* 00:08:07 The pivot from dev environments to AI sandboxes* 00:10:17 The New Year's Eve MVP and customers begging for API keys* 00:12:56 Bare metal, stateful sandboxes, and Daytona's scheduler* 00:17:28 60ms startup, 50,000 sandboxes, and 850K daily runs* 00:21:53 Spiky RL/eval workloads and the new agent infra problem* 00:28:12 RL workloads, Kubernetes pain, and dynamic resizing* 00:33:31 Why every AI agent needs a computer* 00:38:48 macOS sandboxes and Apple's licensing problem* 00:44:28 Why CLI may matter more than MCP* 00:48:11 Open source, GitHub stars, and agent integration* 00:53:11 Git, CI/CD, and agent collaboration bottlenecks* 00:58:15 Founder life and building a 25-person infra company* 01:02:44 AI SaaS, token resale, and API-first business models* 01:06:10 GPU sandboxes, data centers, and compute growth* 01:09:48 Why the AI cloud may look more like Stripe than AWS* 01:11:26 Closing thoughtsTranscriptIntroduction: Daytona, CodeAnywhere, and the End of LocalhostSwyx [00:00:02]: Okay, we're in the studio with Ivan Burazin, CEO of Daytona. Welcome.Ivan [00:00:07]: Thanks for having me, man.Swyx [00:00:08]: Ivan, you and I go back.Ivan [00:00:10]: Way back.Swyx [00:00:11]: How I don't even know how, you found, did you reach out or, for Shift.Ivan [00:00:17]: I reached out to you. The reason was you - we were just - we were thinking about I was one of the co-founders of CodeAnywhere, the first browser-based IDE, and so we were thinking a long time of, localhost should die. And you had this article.Swyx [00:00:29]: End of localhost.Ivan [00:00:30]: Then I reached out to you because of that, and then we talked, and I was actually at a different job and learning about I was the head of, developer experience, and you were quite well-versed in that, and I actually reached out to you, among other people, how do we go about that? What are the key things and whatnot at this point in time? And you were nice enough to take the call, and I remember I was late on your call with you.Swyx [00:00:51]: I don't remember.Ivan [00:00:52]: I remember because I was with my then I'm thinking of a girlfriend or wife at that point in time, I'm not sure. It's the same person, so that's great, and I was late ‘cause we were, in, Italy on, vacation, and then I was late for something. I felt so bad, and you were so nice to be, good about.Swyx [00:01:10]: The reason I'm nice is because I'm also late to other people, so it's like, who's, who's without sin here, yeah, so I have to, for those who don't know, InfoBip Shift, there's this whole thing that, you did in the past, and, and that was basically one of the inspirations for me starting AI Engineer, which is like, I have to thank you for giving me that push to be like, “Oh, you can, you can build and sell conferences?”Ivan [00:01:34]: I remember you asked you asked me at the beginning to give me advisory shares, and I was so focused on what we were doing, I said no, and I should've took the advisory shares. So I'm sorry, dude. But anyway.Swyx [00:01:43]: We're not, we're not venture backed.Ivan [00:01:44]: No, it doesn't matter.Swyx [00:01:45]: It's Yeah, anyway, so I think what's impressive about you is that CodeAnywhere is the thing that you've been trying to build, and, you kind of put it on hold and then came back after InfoBip. Just give us the story, do you - the story and the origin story, going into Daytona.From CodeAnywhere and Shift to DaytonaIvan [00:02:05]: Sure. Like, really way back, me and my co-founder have been together. I say this, I've said this multiple times, it's like we were married and divorced and married. Some people actually ask me is my co-founder my partner. they thought it literally. It's not literally, but we have done multiple companies together, and to your point, we had this shift where we went from the CodeAnywhere to the conference called Shift, and then back to, Daytona. We originally started stacking servers, doing like virtualization in the early 2000s and, routers and doing basically all these things, at a foundational level, and that was a services company which we sold to focus on what my co-founder actually invented, which was the very first browser-based IDE, right, I say the first. Before us was actually Heroku. They did it for a very short time until they became Heroku. But outside of them, we were the only one, and it was called.Swyx [00:02:55]: There was Cloud9.Ivan [00:02:57]: Cloud9 came out slightly after us. There was Replit, which came out when we stopped doing it, Replit came out, and they have been successful since then, which is great. There was Nitrous.io. There was quite a few that existed at the time, but it was like too early. But the interesting part is that we, at that point in time, because there was no VS Code, there was no Kubernetes, and Docker had just started when we Or I'm not sure if it was even public at that point in time. And so we had to build everything to the whole stack ourselves and that was the key learning that we brought into and that we've been using in Daytona today. So it was super early. There's about 3 million people used CodeAnywhere. It was slightly, it was angel-backed more than venture-backed. We ended up paying everyone back because it didn't have that sort of scale. But, three years ago, we started something similar with Daytona, which is not what we are today, but it was automating dev environments for human engineers, the basically the underlying stack of CodeAnywhere. And then we did a hard pivot last January to sandboxes. And so here we are.Swyx [00:04:01]: Historic pivot, yeah, and, it's one of those things where, I had independently invested in CodeAnywhere, but also in E2B, and then both of you pivoted into the same thing, and I'm like, “F**k.”Ivan [00:04:12]: You invested, you invested in Daytona. You invested in Daytona. But you were the first If we had not got your check, we wouldn't have done it.Swyx [00:04:18]: No way.Ivan [00:04:19]: No, it was like, “We have to get him on board first,” and you were that kicker that we, that got us off the ground.Swyx [00:04:23]: No, because you were putting me on your pitch deck, man. I was like, “Man, this is like a good trip if I don't invest.”Ivan [00:04:29]: That's because it was your quote. It's like we.Swyx [00:04:30]: Yeah. It's the end of localhost.Ivan [00:04:31]: Did a bunch of research about end of localhost and who was interested in that,.Swyx [00:04:34]: No, that's like, I put, I wrote that blog post, and every single company in that field reached out to me, and then every VC who was receiving those pitches then also had to call me and, talk it, talk through it with me.Ivan [00:04:47]: It's finally happening though.Swyx [00:04:48]: It was really super interesting.Ivan [00:04:48]: It's finally happening.Swyx [00:04:49]: It's finally happening.Ivan [00:04:49]: Yeah, it's finally.Swyx [00:04:49]: It's finally happening, with maybe sort of non-human users. Yeah, so what is Daytona today? Let's get like a quick description. I'm wearing the shirt.What Daytona Is Today: Composable Computers for AI AgentsIvan [00:04:58]: You're wearing the shirt. Yes,.Swyx [00:04:59]: It says, I think your branding is very good. Like, it's very consistent. It runs AI code. Like, it cannot be simpler.Ivan [00:05:05]: Exactly, but we're gonna probably have to change that.Swyx [00:05:07]: Oh, s**t.Ivan [00:05:07]: It's also a subset of what we do. Unfortunately, we really love this, Run AI Code is super simple. People interpret it different ways. I think we've given out 5,000, 6,000 of these shirts. People wear them with pride because it doesn't really market about us.Swyx [00:05:21]: Yeah, Daytona's on the back.Ivan [00:05:22]: It markets the back. It markets to the person itself, so I think we did a really good job on that one. But it is also a subset of what we do, because people, when they think about Run AI Code, they just think about these small, let's call it isolates, code execution boxes that, you send some code, you get an output. Whereas what Daytona is today is essentially composable computers for AI agents. It is, the market calls them sandboxes which can be misleading.Swyx [00:05:44]: All these things. All these things on.Ivan [00:05:45]: Yeah, exactly, ‘cause it can be misleading ‘cause people usually think about sandboxes as a demo or a test environment versus a production-grade environment. But what Daytona does, if you think of the laptop that you have in front of you or the computer that's over there, or, my wife is an architect, so she has like a Windows with a 3D graphics card inside to do 3D rendering. Like, as humans, we have different computers or different compositions of computers. And our belief is strongly that agents today and going forward will need all these different compositions of computers to do different types of tasks. And so we offer that basically through an API.Swyx [00:06:19]: Yeah, to give people - I'm trying to sort of front-load all the aha moments or the wow moments so that people can, stay engaged and click like and subscribe. the market is exploding, right? Like, you have been reporting 74% month-on-month growth, and it also, it's just been growing for a while. Like, it's been going like this. And every single - It's not just you guys. It's every single.Ivan [00:06:41]: Everyone, yeah.Swyx [00:06:42]: Sort of, compute provider. I don't know if you agree with me saying compute provider or not.Ivan [00:06:48]: It's fine.Swyx [00:06:48]: Yeah. So like organically PLG-driven growth, but also enterprise is doing super well, I think I wanna rewind to January of last year when you did the pivot. Like, so you obviously called this market early, and you were positioned for it, and you are now one of the market leaders. But what was the insight that made you do the pivot?The Pivot: From Human Dev Environments to Agent SandboxesIvan [00:07:06]: The insight that made us do this pivot is the quarter before that, so end of 2024, when we had - Basically, we did a demo with - I don't I think we discussed this as well, Devin was not public. You actually gave me access to Devin at that time. So Devin.Swyx [00:07:25]: I did?Ivan [00:07:26]: Yeah, you gave me access.Swyx [00:07:26]: I don't think I was supposed.Ivan [00:07:27]: Yeah, exactly.Swyx [00:07:28]: Yeah, I.Ivan [00:07:28]: So it doesn't matter. You.Swyx [00:07:29]: Yeah. I gave like three friends access.Ivan [00:07:31]: Yeah, or it was a call and you showed it to me. It doesn't matter. but OpenDevin was available, which is now called OpenHands. And so we're like, “Oh, this seems to be a thing. This is not public. Let's take our for human automation of dev environments and take, OpenDevin and launch that as a SaaS.” And we did that. Not very many people signed up and used it, but a lot of people reached out that were building agents, and they were like, “Hey, my agent needs a compute sandbox runtime,” whatever you wanna call it. I forgot what it was called at that point. And then we were like, “Oh, amazing. This is a new market. Here is our infrastructure. Here's our product, and go.” And what we found really fast, soon, was that people did not like what we had built. It didn't work. And I remember talking to people at the beginning when we're doing this, the sandbox we're building for agents. People were like, “Oh, why is it different? It's the same thing. We have like EC2, we have VMs, we have all these things.” But we saw that everyone we gave it to, it was like 20, 30 people, they all said, “No.” Like, “This is not what we need. This sort of breaks.” And basically, me and my co-founder not knowing a lot about - ‘cause we're infra people. We're not AI people. So I basically took it upon myself to like watch every single podcast that exists, including all of, all of these and all that, and sort of get up to date, read all the blogs, like get, understand what's going on.Swyx [00:08:45]: Do you wanna shout out who else was useful, just in case people are also looking.Ivan [00:08:49]: Generally we -, I looked at There's a few of podcast, different segments and different types. So there's you guys, No Priors, Bill Gurley's was great while.Swyx [00:09:04]: VG2, yeah.Ivan [00:09:05]: Yeah, while it was around. So there's a few. 20VC is interesting from a different dynamic, and some are different dynamic. But there was, also Red Points.Swyx [00:09:14]: We're not really about the compute market.Ivan [00:09:15]: It was also already - Sorry?Swyx [00:09:16]: You're, you want - You're looking at the agent infra market.Ivan [00:09:19]: I was looking at the agent market and the AI market in general and sort of understanding who are the players, what the perception, and how that goes. And like obviously you complement this with like going to conferences, going to events, going to meetups, reading white papers, like doing all the things that you have to do to understand what's happening. And so when we figured, when we sort of had an idea of what we had to build, literally over the New Year's Eve, literally on New Year's Eve, I half vibe coded the first MVP, first minimal viable product of what Daytona is today. And I went to sleep at like 3:00 AM or something like that. I was doing - I just put my like baby daughter and wife to sleep and, Happy New Year's, and go back to just, doing this. And I sent it to my co-founder, my CTO, and he saw it in the morning. He's like, “This is absolute garbage.” “Do not show this to anybody at all, but the idea is good.” And so he took two weeks, and he rebuilt it.Swyx [00:10:09]: Did it like look like that? Listen, I - It was rough idea.Ivan [00:10:12]: Oh, not even, not even close. Like it was it was way worse. But it was like a very - It was a simplistic view of what it should be. Like, it worked, but it was not ideal. And so he went, we went down the whole, which is his job as CTO, to go, and he came back with this version. We then called all the people that had said like, “This is garbage,” a quarter ago. And we set up these calls, and we gave it to - We just demoed it to everyone. And all the calls went long, every single one. They were 15-minute calls, and they all went to like 25, 30 minutes or whatnot. And everyone said, “We need, we want access.” There was no login, just an API key, ‘cause it was just a beta or an alpha. And they said, “Oh, we want access.” And we're like, “Sure, yeah. Okay, thank you very much.” But after like the next day, if we'd not send it, every single one, like every call that we did, everyone came back, “Where is my API key?” Like everyone wanted it. We're like, “S**t.” Like this is it. Like I've never felt So one, the understanding to your point was like most people thought it was the same infrastructure for humans and agents. We understood a quarter ago it's not. We just didn't know what was the right primitive. And then when we came, and we can talk about what that is, and we gave it to these people, I've never seen, I've never experienced - I've done multiple companies in my life. I've never experienced this, that people literally call you if you do not give them access. Like they want access right now. And so it's like, okay, they don't want this. the thing that they want doesn't seem to exist, or they have not found it, and they really want what we want. And then when we understood that we're onto something, and then when you think about the size of the market, like the market for human engineers and enterprise is a very large market, so think GitLab or whatnot. But the market for every single agent that will exist ever in the future is just like, what is that market? How big is that? And we're like, “We are all in on this.” And so that is where we made sort of the cut between the old product and the new one.Bare Metal, Stateful Sandboxes, and the Lambda + EC2 ModelSwyx [00:12:02]: Yeah. But it wasn't composable at the time?Ivan [00:12:05]: It was very - It was basically just a Linux box that you could change, that you could define number of CPUs, disk, and RAM. Like that is what you could do, but you couldn't have multiple operating systems, you couldn't resize it on the fly, you couldn't add a GPU, you couldn't do like all the things. It was just the, just the first sort of variation of that, yeah.Swyx [00:12:22]: Was it bare metal from the start?Ivan [00:12:24]: It was bare metal from the start. And so the interesting thing that we thought about right away, so our.Swyx [00:12:29]: Which, give people the background, what is the normal path?Ivan [00:12:32]: Yeah, so, basically most providers run this on top of VMs. And also.Swyx [00:12:37]: Firecracker.Ivan [00:12:38]: Yeah, they run on Firecracker and VM. And so we also fire - We can get - We have multiple isolation layers and we can do that. But the common way to do it is that they, one, that the state of the machine, or the hard disk is not part of the sandbox itself. And the other thing is they're not meant to last forever. So most of them are preemptible, like they can There's a time that they can live. And so our thought was when we were going into this is, agents will be like humans in the sense of you don't want your laptop to be shut down until you're done with work. Like, and you want to close the lid and open the lid, it's the same state. So you - Agents would want that, like the pause and come back. They want those two things. But also agents really want speed, right? Can they get it? So when we thought about it's like we need something insanely fast, how to make it fast, how to make it long-running, and stateful. And so those two things, it's like combining a Lambda and an EC2, right? Those two things together. And so we didn't have an idea how others did it, ‘cause we didn't know too that there was a market around this. It was more like, okay, this is what we need, what they need. And we looked at Kubernetes, it wasn't wasn't good enough for that. We looked at Nomad, it didn't enable that. And so our history in rewriting our own scheduler at CodeAnywhere is basically what my CTO came up with. Like, he's like, “Oh, the learnings from there,” and he brought it. And the funny thing is, our third co-founder, when he saw it, he's like, “Dude, what is this? This is like 2008.” Like, we went back in time, and he's like, “Exactly.” And so the reason why Daytona is like super fast, and you see this on benchmarks, is we essentially, we run on bare metal. We have our own scheduler, we use the underlying, disk, CPU, and RAM of the underlying machine, which means your IOPS are insanely fast because there's no, there's no network between an EBS or something like that. But also the snapshot, the point in time, the templates, are also preloaded on the bare metal machines. So when you fire off a sandbox from a template or a snapshot, you're essentially directed to the bare metal machine where that snapshot is based on that NVMe drive, and then it literally just turns on that machine, and it's local. There's no network latency, anything on there. And so that is sort of the specificities that we, when we're thinking from first principles, what a computer would look like for an agent, that is what we came up with, and that's what we created.Benchmarks, 60ms Startup, and 50,000 SandboxesSwyx [00:15:02]: Yeah. I should maybe, I don't know if you endorse this, but there's someone that does compute SDK, you guys do very well on there, with like the TTI, right? I. is this a, is this a is this a relevant benchmark for you guys? I don't know.Ivan [00:15:16]: I don't know, and it changes every day. So today RKL is.Swyx [00:15:18]: I don't know what RKL is. Never heard of it.Ivan [00:15:20]: Yeah. RK, yeah, so it is there.Swyx [00:15:22]: You are, at least a third of the next tier of performance, and then, there's a lot of other better-known names that are very slow to start.Ivan [00:15:31]: Yeah. We've been the number one by far for a long time, and now there's different, there's different definitions also of sandboxes, different isolation patterns, different other things. So RKL runs it literally on the S3, the data, so it's very different, and they spin up a sandbox, spin up a container for that, so it's a different type of thing. So the definition of a sandbox is something that we can all, we all need to get along with. But yeah, we're insanely fast on getting these things, up and running. And so you can see even there that it's a zero point 0.10 to 0.11, so.Swyx [00:16:03]: Close enough. Yeah. what else do you need, right?Ivan [00:16:05]: Yeah. So the benchmarks itself, so, in this, in I don't think the benchmarks equate to market ownership or revenue or anything like that. and I've seen this with multiple benchmarks, not just in sandboxes, but in general benchmarks around.Swyx [00:16:20]: It's table stakes. It's just like.Ivan [00:16:21]: Exactly. But it doesn't hurt.Swyx [00:16:22]: Just roughly check.Ivan [00:16:22]: Like you definitely have to be up there and you have to be competing so that people know that, oh, this is definitely one of the top. Because this is only one dimension of what customers look for. There's other things like how many can you spin up consecutively? There's a feature set, there's support, there's like all different things that people look at, but you definitely have to be there, on the benchmarks.Swyx [00:16:40]: How many people do people spin up consecutively?Ivan [00:16:43]: So we have.Swyx [00:16:43]: Or concurrently, is the Concurrency, right?Ivan [00:16:45]: There's three metrics that we look at. And so one is like time to spin up one, and so our time to spin up one is 60 milliseconds with network latency. So request, spin up, reply, 60, the whole thing, 60 milliseconds. That is one. But if you wanna spin up 50,000 at once, we are now at about 75 seconds. So it takes about 75 seconds to spin up concurrently 50,000. Some others, there's public data around this, like take 2,000 seconds, which is 30 minutes. Like there's different variations of that. And then there is the so it is speed of one, speed of like multiple, and then how many can you consistently have up and running. And so we basically have right now no limit to how much we can add because we basically own our own metal. But the biggest customer of ours does like about 850,000 every single day is sort of where they're, where they're just shy of a million every single day that they're running, we do have a request for half a million concurrent, which is literally half a million CPUs somewhere running. So that's an interesting.Swyx [00:17:44]: They pay by like vCPU seconds.Ivan [00:17:47]: By seconds, yeah.Swyx [00:17:47]: Or whatever. Yeah. Okay, and so and then, and the other thing is, the sleeping and the resuming, ‘cause it's all the stateful resumption of all these things, how, what kind of workload are people putting through this, right? Like how is it Do we measure by gigabytes in memory, gigabytes in storage? I don't In like network attached storage. I, what are the costly ones of, out of all these features?Workload Economics: CPU, RAM, Network, and StorageIvan [00:18:15]: The most expensive thing are CPU.Swyx [00:18:18]: Okay. Yeah, of course.Ivan [00:18:18]: The second one, yeah Then it's RAM, then it's disk. We actually don't charge.Swyx [00:18:22]: Which is snapshotting, right?Ivan [00:18:23]: No, it's actually the, snapshotting's part of it, but basically the size of your hard disk, of your machine. So do you have 10 gigabytes, do you have 20, do you have 50, do you have whatever? And then the transference of that. Right now, currently we don't charge for, network at all at Polychron.Swyx [00:18:37]: Oh, you gotta, yeah, you gotta fix.Ivan [00:18:38]: Yeah. It is very much a it's a larger and larger part of our bill, so we're working around, that part there. Obviously, that is the least, expensive, so the hard disk is the least expensive, so it's basically CPU, RAM, for us network, ‘cause we don't charge the customer, and then hard disk, is how it's split up. But there's also different types of workloads, so we basically split it up into two types of workloads in Daytona. One is what we call background agents or long-running agents. and the other is, basically RLs and evals, which I put sort of together. And so they have very different patterns of usage, and if you look at the usage of a background And I'll just name names of companies, not specifically.Background Agents vs. RL/Evals: Two Usage ShapesSwyx [00:19:21]: Yeah, open, all hands.Ivan [00:19:23]: Yeah. So like a background agent's a Cognition, a Lovable, a like all these things are Harvey. These are all long-running, background agents. And so if you look at their usage patterns, their usage patterns are similar to human, which is like follow the sun. Basically, the usage patterns of that is like noon is probably the highest, and the midnight is the lowest, and then weekends are lower. weekday is higher.Swyx [00:19:42]: Yeah, that's a fun question. How global is it? Is it very US-centric or?Ivan [00:19:46]: The US is a large part, but we have currently, we have Asia, Europe, and the US regions.Swyx [00:19:52]: So it's quite global.Ivan [00:19:53]: Yeah, it's quite global. We have it all over. It's interesting that our I talked to you a bit about this. Our number one city by user.Swyx [00:20:01]: Hmm.Ivan [00:20:02]: Is Singapore.Swyx [00:20:04]: Oh, wow. Amazing.Ivan [00:20:05]: Which is an interesting one, right? Not by revenue, just by just like by individual head count.Swyx [00:20:09]: Really?Ivan [00:20:09]: Just like an interesting thing.Swyx [00:20:10]: Singapore is, Singapore is weirdly high in the adoption charts of AI for the population. It's like an, seven, eight million population. And it's like keeps showing up.Ivan [00:20:20]: No, it's quite interesting. We were quite shocked, and I was like, “Oh, this is interesting.” And also one that's up there.Swyx [00:20:24]: There's a reason I'm doing AI using Singapore. it's because I'm from there.Ivan [00:20:27]: We're there. We're gonna, we're gonna be there as well. and it's interesting that Japan is in the top or like Tokyo's in the top, which is in all the tech cycles it has never been. It has never been, so it's quite interesting that they're.Swyx [00:20:39]: I think the Japanese just love AI. Yeah. It's that, and then it's Brazil. That's it.Ivan [00:20:44]: Brazil has always been in.Swyx [00:20:45]: I think.Ivan [00:20:46]: Even when I look, if you look at like GitHub's data and ask historically with CodeAnywhere, it was always like US, Western Europe, and then you'd have like India, Brazil, China, like that would be there. But like Singapore was not in, specifically Japan was never in sort of that top, that top.Swyx [00:21:01]: Yeah. Weird pockets.Ivan [00:21:01]: Weird. Yeah, so it's very global.Swyx [00:21:02]: Okay, so actually that, but that's helps you to distribute your load through, all time?Ivan [00:21:08]: The interesting thing is like we have those kind of loads, but if you look at the researcher loads, they're quite different. So what they are is like if you give them concurrency of 10,000 or 50,000 or 100,000 CPUs at ARMb, when they fire off a run, it's just 100%. And then it just runs, and then it stops. So it's very, the usage pattern is squares basically, right? And it's also not follow the sun, because people will fire it off at midnight before they go to sleep but then wake up and so it's very unpredictable, so you don't know where that is. So the shapes of the usage are quite different than we have had before. And also what's interesting is when it's sort of a follow the sun, even if you have a high growth company, you can sort of predict your usage patterns and have enough capacity for that, because it's sort of, it grows in a, in a way you can project. When you have companies doing sort of like evals and RL, they're super spiky. So they're gonna come in, it's like, “We're gonna use nothing, then can we have 100,000?” Right? And then go back down. And then 100,000, go back down. So it's very different, right? And.Swyx [00:22:09]: Do you want to lock them into commits so.Ivan [00:22:11]: Yeah, we do.Swyx [00:22:12]: Yeah, okay.Ivan [00:22:12]: We so we have to lock them into some sort of commits to have that capacity, because we have to have, basically we have to have the capacity for peak. Right? And so right now, Daytona's mean utilization is 15%, 1-5.Swyx [00:22:25]: Oh my God.Ivan [00:22:26]: So it's very low.Swyx [00:22:27]: Because it's very spiky.Ivan [00:22:27]: It's very spiky, but we get up to 90%. so we have these things. And so what we're, what we're looking at right now as a company is similar to Cloudflare where you can like geo move things around, but that works really well for basically the background agent where it's follow the sun. But this, it's not. Like it's a very different shape. Obviously with scale you figure these things out, but that's an interesting new problem that we have, as a compute provider in the agent space. And when we were doing the conference recently, and so we talked to like Nikita from Neon and.Swyx [00:22:57]: I should bring it up.Ivan [00:22:58]: Parag from Parallel and whatnot, everyone has the same problem. Whereas the usage is super spiky, and this is something that has not happened before, that you have these types of like it was always, it the amplitudes were not this high, right? So it's quite interesting use case and problem solve.Compute Conference and Spiky Agent InfrastructureSwyx [00:23:12]: Yeah, I don't know if we're gonna bring this up again, but let's just talk about the conference, you had like 1,000 something people at the Warriors game, at the Sorry, where is it? What's.Ivan [00:23:22]: Chase Center.Swyx [00:23:23]: Chase Center.Ivan [00:23:23]: Chase Center.Swyx [00:23:24]: I went. It was, it was very impressive. Obviously, you can, how to throw a conference, what did you learn? you put, you pulled together all these impressive names.Ivan [00:23:33]: What I.Swyx [00:23:34]: What were you looking for?Ivan [00:23:35]: My thesis behind the Compute Conference was let's bring together people that are building infrastructure for AI agents. Because when I think of what we're building, it is the agent is the primary user, what are the ergonomics and usage patterns of agents, and so we can do that. And what I found, this was a theory, it wasn't proven, is that we all have these problems, as I touched onto. And I was, as I was talking on stage, it was like we all have the same underlying infra problems, which is this spiky workloads, unpredictable workloads that we've never had before, in human, compute or human infrastructure. And it's, again, it's the same when I was talking to Parag or when I was talking.Swyx [00:24:20]: Lynn. Nikita.Ivan [00:24:21]: Lynn, Nikita. Lynn especially, I was talking to her the other day as well. Like the It is a very interesting type of problem to solve because I can touch on Cloudflare because there's a lot of like talk about that recently as to how they solve that, which is they have a bunch of geos, and basically, as users work in different places, and depending on your tier, they can move you around the geos. And so that how, that's how they get the higher utilization. But you can sort of predict these, and it's If it's something in You'll rarely get a spike that is 10 orders of magnitude. Like you'll get a like let's say one of your customers has some like an exponential curve. What is that to I'm using Cloudflare as an example. 10%, 20%, whatever it is. I don't, I don't have this data, I'm just assessing. It's surely not 10x, right? It's surely not something there. And so how do you go out and solve this problem? And we're all solving this in different ways. So we have.Swyx [00:25:11]: She also has the same thing.Ivan [00:25:12]: Yeah, I know specifically that like Neon had that issue as well. Like how are we solving these spiky loads and things like that ‘cause we talked about it. And so the interesting thing for me to actually internalize was, yes, everyone that's building for agents first is going through this, and we're all solving similar problems, which is quite.Swyx [00:25:28]: Let me let me double-click on this. Okay. So for example, Neon, I happen to know that they're very sort of S3 oriented, right? so they're just like fully bet on S3. And you get to benefit from S3's distribution and infrastructure. So I would imagine that Neon doesn't have to care, whereas Lynn maybe has to care a bit more because obviously she's doing GPU inference. And, for listeners, we did an episode with her, one and a half years ago. And you have to care. But like, right?Ivan [00:25:54]: Parag cares for sure, and Nikita.Swyx [00:25:58]: And Parag is C of, Parallel.Ivan [00:25:59]: Parallel, yeah.Swyx [00:26:00]: Former CTO of Twitter.Ivan [00:26:01]: Twitter, yeah.Swyx [00:26:02]: They are the search.Ivan [00:26:03]: Yeah, they're search, yeah.Swyx [00:26:03]: I You and I know but the listeners don't know.Ivan [00:26:08]: Yeah, we can put it down in the screen, and so ‘cause we, when we were talking.Swyx [00:26:11]: I'll put it up on the, on the screen.Ivan [00:26:12]: Yeah, right.Swyx [00:26:12]: People can look it up if they need.Ivan [00:26:14]: Look it up. And, yes, but they still have CPU and RAM, allocation that you have to have up and running. And so CPU and RAM, you have to allocate that and have that ready. And so there's basically two ways to do it. One is you either over-provision and you can handle the bursts, or two, you basically have, I don't know if this is a term, just-in-time compute, which is like as your load becomes, as your usage comes in, you can fire off requests for VMs or bare metals at other cloud providers and then get them up and running.Swyx [00:26:43]: This is if you go above 100%, right?Ivan [00:26:45]: Yeah, this is.Swyx [00:26:46]: Like your overflow.Ivan [00:26:46]: If your overflow, like spillage or whatever you do.Swyx [00:26:48]: You probably lose money on it, but it doesn't matter, right?Ivan [00:26:50]: It, not Well, you might, you might not That is a more cost-effective way to do it but it's a slower way to do it. Because basically what you have to do is you have to like queue your requests, spin up these just-in-time compute, get it all ready, provision it, and then get your workload there. And so if the time isn't important that much, that's fine, and you can do that. But if your customer, and especially for, let's say, the RL training runs, the reason why a lot of people come to us is because GPUs are more expensive than CPUs, right? So you want your GPU running at, what, 100% the entire time. And so when you're running runs on CPUs, when the when the CPU cycle is like down and spinning up the next one, you want that to be instantaneous so that your GPU doesn't go down, right? And if you then have to like go out and provision machines, you're essentially telling the GPU that it has to wait, and that's incurring our cost. So there's things that you have to try to solve for there.RL Workloads, Declarative Images, and Kubernetes ReplacementSwyx [00:27:43]: Yeah, let's talk about the different workload, right? You said that, what was it? A few months ago, you had zero RL workload and now it's 50%.Ivan [00:27:52]: It will be this one, 50%, yeah.Swyx [00:27:54]: Let's talk about how different it is, right? Like I imagine, for example, a lot less dynamic code generation of like arbitrary code. Like here, it's probably all the same code. You're just doing parallel runs or something, I don't know.Ivan [00:28:05]: Yeah. So you'll have multiple Depends on the like for each run, you'll have a snapshot. And they, for the most part, they actually do use our declarative image builder, which is like, “Oh, we, the agent wants these dependencies, these env vars.”Swyx [00:28:17]: These ones, yeah.Ivan [00:28:18]: Yeah, the declarative image builder, it.Swyx [00:28:20]: Which is a very modal like thing that they.Ivan [00:28:22]: Yeah. And so we build it on the fly and then we propagate that snapshot, and you can spin up as many sandboxes as you want against that snapshot. And then if you have to do changes, the model can, or like it could be also be automated. It's like, “Oh, now for the next run, we need to install these things or remove these things or whatever to get, a task done,” and then it goes off and runs that. So yes, that is something that it seems that they prefer. The number one reason I found, or should I say, let's take a step back. What we are competing against in that environment is essentially managed Kubernetes. So EKS, GKE, whatever. That is what the vast majority run on. And anyone that has tried Daytona versus GKE, EKS is like, “I'm never going back.” That has always been. There's a few reasons. One is the ergonomics. So if you have, if you're using Kubernetes to spin that up, you have to essentially manage the interface interactions with that. Daytona, although as a compute provider, it's more akin to a Twilio and Stripe from a consumption perspective than it is an AWS. Like you have an API, an SDK, it's quite like easy and seamless to get these things up and running, that's one. The other is the speed to which we spin up, which we mentioned earlier, which is much faster, and the scale to which we can go to. We haven't got into features, but an interesting feature is that it's very hard to OOM, or out of memory, our sandboxes, because we can dynamically on the fly.Swyx [00:29:48]: Resize.Ivan [00:29:49]: Resize, which is like impossible on almost any other thing. There are some technologies that enable you to do that, but it's like a very hard thing. And so we actually saw this when, the Terminal Revenge team is, brought us actually. So thank you, Alex and the team, that brought us into this whole space.Swyx [00:30:05]: It's just very rare that, a framework would just say, “Guys, just use Daytona.”Ivan [00:30:11]: Yeah, I think it says it somewhere. Yeah.Swyx [00:30:13]: Yeah. I was like, “What is this?”Ivan [00:30:15]: There's all, there's multiple there, but they also mention a few other places. and so Daytona specifically-We have, the, just jumping on themes here We, I don't know where it says Data Center.Swyx [00:30:27]: I, there.Ivan [00:30:27]: Doesn't matter.Swyx [00:30:28]: There's a very strong recommendation, which is, very unusual. Which is, it's.Ivan [00:30:33]: We do not pay them for this, just.Swyx [00:30:34]: I know, yeah. They just like you.Ivan [00:30:35]: Yeah, they like us. yeah, and also a thing, so, Data Center has multiple isolation sets underneath. The customer doesn't have to know what they are. But basically we have Docker, which is a container, that's hardened with Sysbox. So it's Docker's, isolation that is a security equivalent to a VM, but it's still a container. And that is the default, and they, especially in these training workloads, really like that as an interface to be able to use just a basic Docker container, and we enable Docker and Docker. Which for these RL runs, if you need to do a Docker compose or Kubernetes, you can spin up a K3S inside of these things, which unlocks a huge amount of workloads that you can do that you cannot do on other providers. So just on that part is much more interesting. And so we went that, through that. We showed them that we could do that, and they enjoyed that quite a bit. They being the general venture people.Swyx [00:31:28]: Those people, yeah.Ivan [00:31:29]: And Harbor people.Swyx [00:31:29]: Harbor people, do are they, are they a company yet?Ivan [00:31:33]: As far, I do not know.Customer Pull, Slack Connect, and the Computer Use BetSwyx [00:31:35]: Okay. All right. Yeah. It's like super obvious that like, there's a lot of excitement and success around these things, okay, so yeah, tell us more, right? Like, this is an exploding workload, Harbor adopted you, which helped speed things along. But what are you learning as this new workload comes online?Ivan [00:31:53]: There's a couple things that we learned, which we chat about in the beginning. We, and this has led our story, as we mentioned, we like talked to a lot of customers along the way, and we add more features and more tool sets as we talk to customers. And it's interesting that And I think it's that the ecosystem is so small and/or the models get smarter, where when we see one user come with a request, we know it goes on a roadmap if like three to five customers come with the same request in that week. It's like very bizarre. It happens so many times, which is.Swyx [00:32:27]: Because they're all friends.Ivan [00:32:28]: Sorry?Swyx [00:32:28]: They all, they're all friends. They're all in the same group chat.Ivan [00:32:30]: Yeah, probably, yeah. ‘Cause and they're like, “Oh, can you do this?” And I'm like, “Okay, this is interesting. We'll put it on a feature request.” And then the next one's like, “Oh, can you do this?” “Okay.” It's all the same, right? It's always the same. And so what we try to do, and I personally try to do, I try to be on as many call, quote-unquote “sales calls” I can. I'm in every Slack channel. We literally have about 1,000 Slack Connect channels, something like that. It's an interesting, there's so many interesting things you find out when you have all the Slack channels. You can also see where people, transfer between companies. You see leave Slack channel, enter Slack channel. It's an interesting thing. Also, just I digress, I feel that Slack Connect is literally LinkedIn what it should be. You have a list.Swyx [00:33:08]: LinkedIn charges you to, use your own connections, but Slack doesn't, right? Slack is like, do it for free. It's more lock-in. It's great.Ivan [00:33:15]: Yeah. It's amazing. Yeah. It's one of the reasons.Swyx [00:33:17]: You're gonna pay Slack for life.Ivan [00:33:18]: Exactly. You're there for life. So that's interesting. And so one of the things, the newer things we were talking about earlier is we made a big bet and put a lot of investment on computer use. that is not seen publicly the light of day. We haven't GA'd that yet, but we have.Swyx [00:33:32]: Is there a thing I can pull up?Ivan [00:33:33]: There is computer use there. It's right up a bit.Swyx [00:33:36]: Oh, yeah. Okay.Ivan [00:33:38]: What we have, what we talked about and what we've seen publicly is there's this theme now about, the human emulator where And Elon from XAI has talked about this publicly, and if you think about the models today, they're actually quite sophisticated and they can do a lot of work, but they still don't have access to all the tools. Like, I'm a strong believer that the most efficient way for an agent to work is essentially headless or through, terminal or whatnot. But if we, if we look at knowledge work in general, there's about 100 million knowledge workers in the US, about a billion in the world, and knowledge workers, and the salaries of them aggregate to 10 trillion in the US 50 trillion worldwide.Swyx [00:34:24]: Wow.Ivan [00:34:25]: Something like that. And if we look at, the five most important sectors of that, so like healthcare and government and financial services and whatnot, that's about 56% of that. So let's say it's about half of that. So in the US it's about 25 trillion, and most of them, most of that work is actually still locked into legacy apps inside of Windows, which is not going anywhere for a very long time. Like, people just won't invest in that. How much of it? our assumption is the following: if, in the RPA market, which is similar market, well, not the same 25% of, these white collar, workers', work is automated. If an agent is more sophisticated, can go through more runs, figure stuff out, let's say it's, 40%, right? And so if you take 40% of that, you get to essentially, $10 trillion a year.Swyx [00:35:17]: That's a TAM.Ivan [00:35:18]: That is a that is a TAM. So that's the TAM of the models, right? That's not our, essentially ours. But you get to that size, and to be able to do that, you essentially have to give agents these computers with the legacy. So computer use, either Mac or Windows or Linux. Linux we also obviously have and others have. But Windows specifically is something very new, and the only option right now is an EC2 with, Windows or on Azure. Both of them take anywhere from three to five minutes to spin up. We've created an actual sandbox, so it's a second instead of milliseconds, but you have, point in time snapshots, you have, forking, you have all the things that you have from a sandbox, but essentially enables you to hopefully unlock all this value. And so that's been our big push and bet, but we've sort of, kept our ear to the ground. What is sort of the next things in the market?RPA Returns: Why Agents Still Need ComputersSwyx [00:36:06]: Yeah, knowledge work, and building, and sort of RPA, the next wave of RPA. I got very excited about RPA kind of during COVID times. The UI path was IPO-ing. And it was, a very hot Isn't it, Eastern European?Ivan [00:36:20]: It is, Romanian.Swyx [00:36:21]: Romanian?Yeah, it might be the only Romanian, big unicorn okay, yeah. This I don't I don't, I don't have like a I think there's, I think there's a stage being set for the resurgence of RPA, ‘cause everyone understands that, yeah, no one wants to deal with these shitty apps and no one's gonna rewrite them. Like, you just have to do, a remote operation and programmatic operation of them.Ivan [00:36:45]: If you wanna unlock it, my own setup was basically the following. So I was doing a board deck recently, last month, whatever, and I'm like, “Okay, let's just, let's just do automated.” So, all our data's in, ClickHouse and PostHog and QuickBooks, where everyone else's is, and I'm basically, connected that all to, my Cloud code, like go off and go Cloud code whatever. Go off and, here's the integrations, go do that. It pulled out the first report, which was great. It connected to Brex and all these things, pulled it, which was great, and then I say, “Okay, now pull out this, and this,” and I kept getting, really well McKinsey-style design reports, but the data said partial data. all the missing data, partial data. Like, it can't access all the things, and I got so frustrated, and so I got, I got, my Mac Mini virtual sandbox with OpenClaw. I gave it its own account in our company, and then I went to all these services and created a read-only account, so literally like an intern in your company. And so I would say, “Now go and do this report,” and it would get the same, or like, “I can't via the MCP or the API or whatever. I can't get all the information.” I'm like, “Go log in.” And it will log into the website, then go in, export the data. It'll export the data and do the thing end to end. So even for things that have today APIs, not all of it is exposed, and I to get value, I get immense value right now, but it has to be a computer usage, unfortunately, and so I spend a bunch of tokens just on that, but I get the job done. And so if even a startup like ours, and using all the hottest tools, still needs a computer agent what hope does, Goldman have to have a headless, right?Swyx [00:38:22]: Yeah, what a - Why isn't Microsoft doing this?Ivan [00:38:27]: I'm pretty sure, Satya had a post yesterday.Swyx [00:38:29]: Oh, okay. I see.Ivan [00:38:29]: Which was like, “Every agent needs a computer.”Swyx [00:38:31]: I see, I see.Ivan [00:38:32]: So they have launched something recently.Swyx [00:38:34]: Yeah, they have Microsoft Power Automate, I'm sure, I'm sure, they're gonna have their version.macOS Sandboxes, Apple Constraints, and the Windows OpportunityIvan [00:38:39]: Version of that, yeah.Swyx [00:38:39]: You're gonna try to do yours, and it - I always know there's always demand for Mac, but I know it's, tricky to host, macOS sandboxes.Ivan [00:38:49]: We will have macOS sandboxes fairly soon. The problem with macOS, OS sandboxes is, I'm deep in this, I don't know how much interesting is.Swyx [00:38:55]: No, it's.Ivan [00:38:56]: MacOS has this problem.Swyx [00:38:57]: It's a licensing thing, right?Ivan [00:38:58]: Licensing thing. So one, you're allowed to run only two parallel VMs per machine, so that's one. Two, you can only license to a different user every 24 hours. So if you come in and theoretically, if I wanna charge you per second and I charge you one second, I have to have it idle for the rest of the day. I can't have anyone else doing that. So the pricing will be different in the sense that I will have to - we would have to charge for 24 hours, and that's not even, that's not even the most difficult thing. But the, thing above that is, from a security perspective, they enable you to do memory snapshot, pause, resume, but only on the same physical drive, physical machine. And so what you can do in, Windows world or Linux world is that I can move in the background, your snapshot from one to the other and manage load, right? Here, if you wanna do that, you essentially have to have your.Swyx [00:39:49]: Yeah, snapshots. Yeah.Ivan [00:39:50]: Your.Swyx [00:39:51]: It's like.Ivan [00:39:51]: Physical machine.Swyx [00:39:52]: You can't break it up.Ivan [00:39:53]: You can't, you can't move things around that, and all of that is, that part is, from a security standpoint, if it is written. Like, I understand the security aspect of that, but it disables you from doing these agentic, like really scalable agentic workloads.Swyx [00:40:08]: You need to do a vibe-coded, clean room implementation on macOS that you can then - That's like Clean OS or something. I don't know.Ivan [00:40:17]: So. We have.Swyx [00:40:18]: ‘cause like Linux was originally like a clean room rewrite of Unix.Ivan [00:40:21]: Okay. Yeah.Swyx [00:40:21]: Or something like that, right? Like same thing to macOS. Someone needs to do it.Ivan [00:40:25]: Someone will do that, and someone will have some long-running agents for a few days to figure this stuff out. But yeah. So definitely we - we're really close to offering something ‘cause people do want it, but the pricing will be different, and the feature set will be sort of stringent.Swyx [00:40:38]: Yeah, nobody's gonna use this. like, the labs, the labs will because they want to automate macOS.Ivan [00:40:42]: They have to do RL. They have to do RL again. But even if you The - So the point is with the RL part, if you, if you do RL on macOS, then the next iteration of the model comes out, it will be able to use these tools significantly. Then you actually need to run those, that somewhere. So you're gonna have to have that, later on. And from, if anyone at Apple is listening, I very much feel that they are shooting themselves in the foot of the scale of the revenue of compute or licensing they could get if they would just enable a concurrency model similar to what you can get on a Windows and a, and Linux.Swyx [00:41:17]: Yeah. Yeah. And I'm sure they've heard this before. They just don't care. Yeah, it's And maybe they will change their mind with the new CEO.Ivan [00:41:24]: Yeah. We'll see.Swyx [00:41:25]: We'll see.Ivan [00:41:25]: High hopes.Swyx [00:41:26]: High hopes.Ivan [00:41:26]: High hopes.Swyx [00:41:27]: Okay. But I, it's very clear the market opportunity is huge in Windows, and you can go for a long time on just Windows, but your customers are gonna want both. and I think, it is interesting to me that, this is the sort of God application of agents, right? Like, I don't It was - How big was OpenClaw for you guys? Like, was it, was there, a significant bump.OpenClaw, Agent Labs, and the B2B2C Sandbox MarketIvan [00:41:54]: Not for us because we.Swyx [00:41:54]: Because you already.Ivan [00:41:55]: We're kind of positioned differently. Whereas although it's completely PLG and we have individual developers that use it, most of the users that use Daytona are sort of a B2B2C. Sort of it's either B2B or B2B2C. So, in the researcher world, it's B2B, so you're selling to, labs and neo labs and things like that. But on the long-running agents, it's mostly, from a scale revenue perspective, it's mostly B2B2C, where you have a app layer agent that uses you at a big scale.Swyx [00:42:26]: Like a Manus. Yeah.Ivan [00:42:28]: Like a Manus Lovable type of thing.Swyx [00:42:31]: Yeah. I think that's the question of, well how, um-Uh, yeah, B2B to C is basically to me what I've been calling an agent lab, which is kind of like you're not in a model lab, but you're making a very good wrapper that is a platform that other people can sign up so they don't have to code those things. Yeah, it sound, it sounds like a much better market than the direct OpenClaw market.Ivan [00:42:56]: I've like - We I've done multiple things. So the CodeAnywhere's part of our career path R in the calendar, was very much an end user developer product. And so that is great. It You can get a lot of developer love, and I feel that we do as a company have a bunch of developer love. But it's a different type, where it's people building these things. Again, it's more akin to a Twilio because you don't really run - As a person, you wouldn't run Twilio. I don't know how many people remember. It was like ask your developer billboard and whatnot. And people really love Twilio, but they only used it inside of like, “Oh, I'm building this app or service for thing.” And so we're very much directly to that. And you also know that I used to work for a competitor for Twilio, so it's kind of ingrained, in my DNA.Swyx [00:43:35]: People don't know InfoBip is that big.Ivan [00:43:38]: Yeah, it's.Swyx [00:43:39]: Because.Ivan [00:43:40]: It's a billion euro.Swyx [00:43:40]: They're all American. They're like, “Whatever's in Europe doesn't matter to me.” But like it's the, it's the same size or bigger? Same size?Ivan [00:43:46]: It's about half the size.Swyx [00:43:47]: Half the size?Ivan [00:43:48]: Yeah, about half the size.Swyx [00:43:48]: It's like, yeah.Ivan [00:43:48]: Still huge. Multiple billions a year. Yes.Swyx [00:43:51]: That's crazy.Ivan [00:43:51]: Exactly, and so that - These are like really interesting and large revenue-generating, very sticky businesses. Whereas when you're selling to the - When your focus is the end developer, it is a very hard sell because they're very price sensitive, very price conscious, very around that. And there's very It's very hard to scale. Your cap is the number of people that are willing to spin up - First of all, wanna spin that up, and then spin up multiple of these. Whereas if you're in the enterprise one, like we know everyone's talking about like how many tokens they're spending, I'm spending. Like a lot of companies today are like, “If this is our company, spend as much as you can.” Like basically that is where we're going. And so if you think about that paradigm, where you're selling to companies that say, “Spend as much as you can to generate, productivity,” versus, “Oh, I'm a single person. I have this much budget, and I'm doing this thing because it's fun or it's helping me out or whatever.” Like it is a different, it's a different go-to-market, I think, strategy.MCP, CLIs, and Sandboxes as the Agent RuntimeSwyx [00:44:50]: Yeah, there's a lot of discussion. I'm just kind of going through like the mental list of things that are in your favor, which is, for example, MCP versus CLI. Like obviously you want CLI. It's been very good for you. I feel like it's maybe a drop in the bucket or maybe it's huge. I'm just checking whether it's like these are big trends.Ivan [00:45:10]: Those things you - work well in our favor, to your point just because every.Swyx [00:45:13]: They're kind of drop in the bucket, right?Ivan [00:45:15]: I think it's like sort of all the things come together. And so there's so many things that impact that. To your point, like OpenClaw wasn't huge for us, but like having the agent SDK, from Anthropic, so or Cloud Claude Code was very interesting. The reason why it was interesting is that a lot of, let's call them app I don't know what to call them, app layer agent companies, essentially they are like, “Oh, I can create this new app, this new agent. All I need, I just use Claude Code, and I throw it into a sandbox, and then I have my interface to the human to that.” And so that enabled so many more companies to actually offer this, and then they would pull on sandbox. So that was, that was interesting. And to your point, like MCP, versus the CLI, the MCP is an interface against an API, whereas the CLI is like you can actually go do things. Like this is it. The difference between integrations and actually running scripts or data or analysis against a thing. So being able to use a CLI very well enables the agent to do more things, and it's because that people will invoke a sandbox, they'll run it in the CLI, and but it'll do anal-analysis on that data and then give you an actual result versus just, pulling data from an API source.Swyx [00:46:29]: Yeah, it's a layer of indirection basically, it's the same thing as agentic search versus RAG, which where you're.Ivan [00:46:34]: Exactly, yeah.Swyx [00:46:34]: Just like you just win whenever people put more agents into their workflow. And so like it doesn't really matter, but I'm just kinda teasing out like what else have people heard about that like it's sort of, “Oh yeah, this is another sandbox use case. Oh yeah, that's another one.” Am I, am I missing any big ones?Ivan [00:46:51]: The thing, the thing that people, which is the computer use stuff, which I think is probably the most interesting one, is, and to your point, we've talked to so many people over the last year. It's like, “Oh, like why do you need a sandbox? Why do you need this? Why this?” And to your point, it's like, “Oh, I need sandbox for this. I need sandbox for that. I need sandbox-” It's like, “Oh, I need it for every single thing.” And so basically what I, what I - and it sounds like a broken record, it's like you use a laptop every single day, right? And you are n of one. It's just you. But now imagine how And by the way, the laptop, the computer PC market, the PC market is about equal to the cloud market in total. So it's about 150, 180 billion a year. Something like that. It's about roughly the three cloud hyperscalers is about equal to like Apple, HP, Lenovo, whatever, It's a little bit less, but it's sort of like that. And now imagine And that's just like, so how big is the addressable market? What, how many people are there in the world now? What's the last data?Swyx [00:47:45]: Let's call it eight billion.Ivan [00:47:46]: Eight billion. And so let's say you can have two computer, like you have one personal and one business, whatever. Like so it's double that, right? and so that's 16 billion, right? How many agents are gonna be running in two years, in 10 years, in 100 years? Like And for every single task, they will need one of these. And so how big is that? That market is essentially quote unquote “infinite”. You will get to the point, and Dylan Patel was at the conference talking about, from SemiAnalysis, that talks usually about GPUs, was also talking about how CPUs will now be a bottleneck because it will be the constraint. You won't be able to grow, or we won't be able to have enough of these because there won't be enough CPUs to basically do.Swyx [00:48:23]: Yeah. Well, I actually had a really good podcast with Doug Oliphant, who, which was his president at SemiAnalysis, where they've basically been like, yeah, it's been a GPU shortage first, but then it's cascaded down to memory and now to CPUs.Ivan [00:48:35]: CPU, yeah.Swyx [00:48:35]: It-What's next? So networking. So, networking actually has been in shortage for a while if you're looking at, just GPU networking. But, yeah, it's really crazy the amount of computer use that's going on, yeah, cool. I, other questions are, just the one very big part is the open sourceness which you didn't have to do, your competitors don't do, like it's not, a lot of people are worried about keeping their projects open source because some competitor can just slot fork it. I don't know if there's any reflections on just being an open source company.Open Source, Trust, and Enterprise ProcurementIvan [00:49:15]: Yeah. There's a bunch. So we the original product that we did was open source.Swyx [00:49:19]: Yeah. CodeAnywhere.Ivan [00:49:20]: So doing that was actually very good for us. There's basically a saying of, What's the saying? Like, companies that are, that are doing really well, measure themselves against, free cashflow, that are kinda okay, it's EBITDA, then, it's, it goes all the way down.Swyx [00:49:36]: The worst is like GitHub stars.Ivan [00:49:37]: GitHub stars. GitHub stars are the worst, yeah. So you go all the way down to GitHub stars. And so our original one was GitHub stars. That's what we talked about, we're at the point we're talking about revenue, so we're we've gone up the stack on that. And so we started.Swyx [00:49:47]: No, profit.Ivan [00:49:48]: Yeah. We haven't, we're, we'll get there. We'll get there. But basically at that point we did stars and GitHub and it was useful, and the original variation that we did, it we split the core into its own repo and it was Apache 2.0, so very, permissive. And then we basically would bundl

Can we really rebuild our society and achieve total freedom?John Bush has built one of the more grounded blueprints I've seen for exiting the system instead of complaining about it. In this episode, we get into parallel societies, the four horsemen of technocracy, the difference between Bitcoin as a store of value and privacy coins, and why he thinks stablecoins are replacing the CBDC rollout people were warned about.So, what's actually working at the community level? John shares why his first intentional community fell apart, what he learned the hard way about vetting people, and how the Haven Village project is structuring land, trusts, and private membership associations differently.There's a lot here on the practical side too: de-Googled phones, mesh communication, and the trifecta of PMA, trust, and ministry that lets you build outside the system without abandoning everything inside it.If you've been stuck in a cycle of doomscrolling and not knowing what to do next, press play.Visit lukestorey.com/fourhorsemen to sign up for the Escape the Four Horsemen of the Technocracy Webinar.You'll learn:[00:00] Introduction[13:58] Why so many freedom people fell for the Trump thing again[20:49] Larken Rose, false authority, and why belief in government is the real problem[23:15] The Four Horsemen of Technocracy and how energy credits will replace money[33:41] Why your smart meter could become a tool to punish your tweets[41:58] Flock cameras, Mexico's cashless toll booths, and the death of anonymous travel[56:36] The science behind Freedom Cells[1:03:02] Why your homestead falls apart and how to build a communal prenup[1:35:05] Bitcoin's block size war, Epstein's layer-two money, and how Bitcoin lost its cash use case[1:48:51] Why Monero and Zano matter before CBDCs and stablecoins lock everyone in[2:04:03] The trifecta (ministry, PMA, and trust) as a bridge out of the system[2:40:03] How losing everything brought John Bush to JesusResources Mentioned:Read: The Most Dangerous Superstition by Larken Rose | BookThe People's Reset | WebsiteFreedom Cell Network | WebsiteRead: Flourish! An Alternative to Government and Other Hierarchies by Bob Podolsky | BookLive Free Now with John Bush | WebsiteHaven Village | WebsiteExit and Build Land Summit | WebsiteHaven Earth Trade School | WebsiteFreedom Family Fellowship | WebsiteNO, I WILL NOT COMPLY! PERIOD! | YouTubeFull shownotes at lukestorey.com/johnbushRelated The Life Stylist Episodes:Alex Jones: The Mystic Behind the Madman & the Fight for Our Future | PodcastFake Viruses and Parasitic Politicians: How We Win by Thinking Clearly & Opting Out w/ Alec Zeck | PodcastDeath-Free Diet Fantasies vs. Regenerative Farm-To-Fork Food of the Future | PodcastAwakening Spiritual Law: A Bridge from Babylon to the New Earth w/ Michael Joseph & Phil Mederi | PodcastCommon Law School: Escape the Free-Range Tax Slave Matrix Legally | PodcastCommon Law School Part 2: Mastering Money & Dismantling Debt | PodcastThe Truth Shall Set You Free: Quitting the US Corporation & Breaking The Matrix | PodcastAre Trusts the Key to Financial Freedom in the Matrix? The Art of Living Privately | PodcastHow to Divorce Yourself from Government Jurisdiction and Create Your Own | PodcastBreaking Free: State National Status & Sovereignty Made Simple w/ Kenneth Plaster | PodcastFind more from John:John Bush | Website | Instagram | Facebook | X | TikTok | YouTubeFind more from Luke:Luke Storey | Instagram | Facebook | X | YouTube | LinkedInBIOPTIMIZERS | Visit bioptimizers.com/luke and use code LUKE15 to save 15% off

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In dieser Folge geht es um einen Widerspruch, der den europäischen KI-Markt aktuell prägt: Während die großen Infrastrukturbetreiber in immer kürzeren Abständen massive Updates ausspielen, verharrt ein Großteil der hiesigen Wirtschaft in einer ausgeprägten Abwartehaltung. Unsicherheit, Angst vor Fehlentscheidungen und das parallele Einprasseln geopolitischer, technologischer und regulatorischer Themen führen dazu, dass viele Organisationen die fällige Transformation vor sich herschieben.Ein zentraler Strang dreht sich um die Ökonomie der KI selbst. Die Amortisierungslogik der Hyperscale-Rechenzentren wirft Fragen auf, zumal sich Technologie und Preisstrukturen schneller wandeln als jede klassische Investitionsrechnung. Hinzu kommt eine neue Doppelrechnung: Wer früher 200 Personen brauchte, kommt heute mit 20 aus, zahlt diesen Vorteil aber zunehmend in Tokenkosten zurück. Token-Effizienz wird damit zur eigentlichen Schlüsselgröße, nicht der reine Tokenpreis. Modelle, die zuverlässig zum Ziel führen, sind ökonomisch oft sinnvoller als günstige Modelle, die sich verirren.Parallel dazu hat sich die Governance-Diskussion in der Tiefe verändert. Compliance-Themen, Datensouveränität und die Frage, auf welche Anbieter man sich überhaupt verlassen will, prägen heute fast jedes ernsthafte Projekt. Dabei wird zunehmend deutlich, dass die europäische Perspektive zwischen US-amerikanischen und chinesischen Angeboten differenziert betrachtet werden muss, einschließlich der oft übersehenen Tatsache, dass auch Microsoft kein europäischer Anbieter ist.Inhaltlich verschiebt sich das KI-Narrativ in zwei Richtungen. Zum einen verschwindet das Superintelligenz-Motiv aus der öffentlichen Debatte, KI wird stärker als Werkzeug zur Erweiterung eigener Fähigkeiten verstanden. Zum anderen folgt auf die B2C-Welle der ChatGPT-Jahre nun eine B2B-Phase, in der es um robuste, vertrauenswürdige Systeme, kritische Infrastruktur und die Integration in gewachsene Legacy-Landschaften geht. Genau hier liegen europäische Stärken: Patente, industrielle Datenbestände und Kompetenz in Bereichen jenseits klassischer Sprachmodelle, etwa in Embodied AI, Sensorik, Robotik und neurosymbolischen Ansätzen.Das wichtigste Learning für Entscheider: Abwarten ist keine Strategie. Wer sich heute nicht ernsthaft mit agentischer KI, mit Make-or-Buy-Fragen, mit Souveränitätsentscheidungen und mit der Ablösung eigener Legacy-Systeme beschäftigt, verspielt seine Position im nächsten Zyklus. Die Folge plädiert für eine selbstbewusste Haltung, für Investitionsmut gegen den Trend und für eine Rückbesinnung auf das, was in Europa traditionell gut funktioniert: ingenieurgetriebene Neugier statt bewahrender Angst.Ein Ausblick auf die nächste Folge rundet die Episode ab: Im Gespräch mit einem erfahrenen Gast geht es dort darum, wie Innovationsmanagement in Organisationen aussehen muss, die aus der Abwartehaltung herauskommen wollen.

Unser heutiger Gast verbindet zwei Welten, die auf den ersten Blick wenig miteinander zu tun haben und die doch erstaunlich viele Gemeinsamkeiten haben: Hochseesegeln und Führung in der digitalen Wirtschaft. Er war Teil des deutschen Nationalteams im olympischen Segeln, in der 470er Klasse, und Mitglied der Sportfördergruppe der Bundeswehr. Eine Zeit, die geprägt ist von Präzision, Teamarbeit und der Fähigkeit, sich ständig auf verändernde Bedingungen einzustellen. Diese Prinzipien ziehen sich bis heute durch seinen beruflichen Weg. Er hat über viele Jahre bei SAP gearbeitet, zuletzt als Senior Vice President und Leiter des Vertriebs für Customer Experience in Mittel- und Osteuropa, mit Verantwortung für große Teams und signifikante Umsatzvolumina. Seit Anfang 2025 ist er Managing Director für die DACH-Region bei Docusign. In dieser Rolle verantwortet er die strategische Weiterentwicklung des Geschäfts und begleitet Unternehmen dabei, ihre Vertragsprozesse zu digitalisieren – und weiterzudenken. Denn es geht längst nicht mehr nur um elektronische Signaturen, sondern um die Frage, wie Vertragsmanagement durch KI intelligenter, effizienter und integrierter wird, ein Thema, das tief in die Arbeitsrealität vieler Unternehmen eingreift. Parallel dazu engagiert er sich im Hauptvorstand von Bitkom und bringt sich aktiv in die Gestaltung der digitalen Zukunft ein. Seit neun Jahren beschäftigen wir uns in diesem Podcast mit der Frage, wie Arbeit den Menschen stärkt, statt ihn zu schwächen. Wir haben in mehr als 550 Episoden mit über 700 Persönlichkeiten darüber gesprochen, was sich für sie verändert hat und was weiter ändern wird und muss. Was können Führungskräfte aus dem Hochleistungssport lernen, gerade im Umgang mit Unsicherheit, Druck und permanentem Wandel? Was bedeutet digitale Transformation heute wirklich – jenseits von Buzzwords und Technologieversprechen? Und wie verändert KI ganz konkret die Art, wie Unternehmen zusammenarbeiten, entscheiden und Verträge gestalten? Fest steht: Für die Lösung unserer aktuellen Herausforderungen brauchen wir neue Impulse. Daher suchen wir weiter nach Methoden, Vorbildern, Erfahrungen, Tools und Ideen, die uns dem Kern von New Work näherbringen. Darüber hinaus beschäftigt uns von Anfang an die Frage, ob wirklich alle Menschen das finden und leben können, was sie im Innersten wirklich, wirklich wollen. Ihr seid bei On the Way to New Work, heute mit Kai Stübane. [Hier](https://linktr.ee/onthewaytonewwork) findet ihr alle Links zum Podcast und unseren aktuellen Werbepartnern

Sam & Matt watch 'Parallel'; a movie that could've been really great...but wasn't.Music provided by the Youtube Studio Audio Library.Find Us At:                                                                                                                Email: lostlegaciespodcast@gmail.com                                                          YouTube: @TheHiddenCityBookCo                                                                         Sam's Letterboxd: @RANCID-SAMFind us at #LostLegaciesComments? Questions?? Concerns!?! Click here to text us!

Parallel zur Bundeswehr : Regierung rüstet auch Zivilschutz auf. Expertenurteil: Bundesregierung tut nicht genug für den Klimaschutz. Der nächste ESC in Bulgarien: Kann sich das arme Land die Ausrichtung leisten? Moderation: Katrin Schmick Von WDR 5.

The arrival of the Ark of the Covenant in Jerusalem in the time of David is a foreshadowing of the prophesied return of our King to his earthly throne. This week, we flash back about 250 years to study four psalms we overlooked during the life of David. These Psalms of praise would have been written just after the arrival of the Ark of the Covenant in Jerusalem, as described in 1 Chronicles 13–16. We also discuss the covenants between God and Abraham, Moses, and David, and the difference between the unconditional covenants made with Abraham and David and the Sinaitic covenant with Moses. Though the Israelites, and later Jews, broke faith with God, there are promises. He made that were not dependent on the faithfulness of the people of Israel. Zechariah 12 and 14 tells us of a day when Messiah arrives in Jerusalem at the hour of Israel's greatest need. He will establish His eternal throne there: For the LORD has chosen Zion;he has desired it for his dwelling place:“This is my resting place forever;here I will dwell, for I have desired it. (Psalm 132:13–14, ESV) Here are links to the books we mentioned during the study: Rebooting the Bible Part One by Doug WoodwardRebooting the Bible Part Two by Doug WoodwardThe Battle for the Bible's Truth by Doug Van Dorn Sharon's niece, Sarah Sachleben, has been diagnosed with stage 4 bowel cancer, and the medical bills are piling up. If you are led to help, please go to GilbertHouse.org/hopeforsarah. Our new book The Gates of Hell is now available in paperback, Kindle, and as an audiobook at Audible! Derek's new book Destination: Earth, co-authored with Donna Howell and Allie Anderson, is now available in paperback, Kindle, and as an audiobook at Audible! If you are looking for a text of the Book of 1 Enoch to follow our monthly study, you can try these sources: Parallel translations by R. H. Charles (1917) and Richard Laurence (1821)Modern English translation by George W. E. Nickelsburg and James VanderKam (link to book at Amazon)Book of 1 Enoch - Standard English Version by Dr. Jay Winter (link opens free PDF)Book of 1 Enoch - R. H. Charles translation (link opens free PDF) The SkyWatchTV store has a special offer on Dr. Michael Heiser's two-volume set A Companion to the Book of Enoch. Get both books, the R. H. Charles translation of 1 Enoch, and a DVD interview with Mike and Steven Bancarz for a donation of $35 plus shipping and handling. Link: https://bit.ly/heiser-enoch Follow us! • X: @gilberthouse_tv | @sharonkgilbert | @derekgilbert• Substack: GilbertHouse.substacdk.com | SharonKGilbert.substack.com• Telegram: t.me/gilberthouse | t.me/sharonsroom | t.me/viewfromthebunker• YouTube: @GilbertHouse | @UnravelingRevelation | @thebiblesgreatestmysteries• Facebook.com/GilbertHouseFellowship Thank you for making our Build Barn Better project a reality! We truly appreciate your support. If you are so led, you can help out at GilbertHouse.org/donate. Get our free app! It connects you to these studies plus our weekly video programs Unraveling Revelation and A View from the Bunker, and the podcast that started this journey in 2005, P.I.D. Radio. Best of all, it bypasses the gatekeepers of Big Tech! The app is available for iOS, Android, Roku, and Apple TV. Links to the app stores are at www.gilberthouse.org/app/. Video on demand of our best teachings! Stream presentations and teachings based on our research at our new video on demand site! Gilbert House T-shirts and mugs! New to our store is a line of GHTV and Redwing Saga merch! Check it out at GilbertHouse.org/store! Think better, feel better! Our partners at Simply Clean Foods offer freeze-dried, 100% GMO-free food and delicious, vacuum-packed fair trade coffee from Honduras. Find out more at GilbertHouse.org/store. Our favorite Bible study tools! Check the links in the left-hand column at www.GilbertHouse.org.

The Sound Chaser Progressive Rock Podcast is on the air. On the show this time I have new music from Emily Bezar, Ologram, The Sea Shall Not Have Them, and Peninsula. I have an In Memoriam feature honoring Alex Ligertwood and Georg Wadenius. I also have the usual Sound Chaser mix of musical madness, including The Symphonic Zone. All that, plus news of tours and releases on Sound Chaser. Playlist1. Solstice - Stand Up, from SiaIN MEMORIAM2. Brian Auger's Oblivion Express [Alex Ligertwood] - Future Pilot, from Reinforcements3. Pekka Pohjola - Oivallettu Matkalyhty [Georg Wadenius], from Keesojen LehtoEND IN MEMORIAM4. Emily Bezar - Glory Rush at Midnight, from Vista5. Ange - Les Lorgnons, from Vu d'un Chien6. Ologram - Evadere, from https://www.youtube.com/watch?v=pU3AGvOyW7g&list=RDpU3AGvOyW7g&start_radio=17. Soft Works - Has Riff, from Abracadabra in Osaka8. Passport - Guna Guna, from Iguaçu9. An International Collaboration - Siberian Khatru, from https://www.youtube.com/watch?v=CsRPgsPjcwM&list=RDCsRPgsPjcwM&start_radio=1THE SYMPHONIC ZONE10. Lodger Wright - The Lost Children of Ukraine, from Mostly Cloudy with Occasional Sunshine11. Willowglass - Helleborine, from The Dream Harbour12. RSC - Coda, from ParakletosSPOTLIGHT ON BRAZIL13. Casa das Maquinas - Vale Verde, from Lar de Maravilhas14. Projeto Caleidoscopio - Singelo Adeus, from O Sete15. Quantum - Same Old Road, from Quantum IIEND SPOTLIGHT16. IQ - The Magic Roundabout, from The IQ Weekender 202417. Darryl Way's Wolf - Toy Symphony, from Saturation Point18. Parallel or Ninety Degrees - Four Egos One War, from A Can of WormsLEAVING THE SYMPHONIC ZONE19. The Sea Shall Not Have Them - No Breathing In Dreams, from The Dive / No Breathing In Dreams20. Silent Island & Black Hill - Dawn, from Tales of the Night Forest21. Peninsula - Phase 3: Exploration, from Revelation Space22. Scott / Thompson - Heartspeak (Reprise), from Heartspeak23. Tangerine Dream - Overture, from Ultima Thule24. Morse Code - Help the Man, from Code Breaker25. Arnaud Quevedo & Friends - Hope, from Electric Tales26. Sunset Mission - Autumn Isn't Always Friendly, from Beyond Lunar Castellum27. David Sylvian - Pulling Punches, from Brilliant Trees28. Fractal Mirror - Fading, from Slow Burn 1

ALL NEW Reggae Non Stop 2h Show with songs from: Brigadier Jerry, Stephen Marley, Lolae and Boomrush, Taj Weekes, Berri, Keith Rowe, The 18th Parallel, Piero Dread, Alborosie, Rod Taylor, Irie Souljah, Jah Fario, Jah Izrehl, Medisun, Ras I, Arlen Seaton, Imeru Tafari, Freddie McGregor, I Maroon, Jah Mason, Toots and the Maytals, Lenn Hammond, Sativa, Sprain Brain, Theo Nyeemiya, Anthony Malvo, Courtney Melody, Emanual Stain, Gihjah, John Moses, Lynnie Murray, Sence T, Sobah, Althea Hewitt, Andy Livingston, India Celine, Kevon Carter, Daniel Bless, Ziggy Rankin.

This weeks show starts off in a classic style with music from Bunny Wailer, Dennis Brown, The Mighty Fantels, Peter Tosh, Burning Spear, Ansel Collins, Al G, Carlene Davis, The Viceroys, Little John, Icho Candy, Half Pint, Michael Prophet, I-Kong, Junior Byles, Travelers, Freddie McKay, Vaughn Benjamin, Clinton Fearon, Garnet Silk, White Mice, Gregory Isaacs, and Carlton & The Shoes. New music this week comes from Benjammin, Dona V, Stephen Marley, New Nobility, Zoe Mazah, Christopher Martin & Agent Sasco, Medisun, Sativa, Queen Ifrica, The 18th Parallel with Micah Shemaiah, Protoje, Honorebel, Lexi Cherry, Keith & Tex, Dub Idren & Rootsy Beats, Fikir Amlak & King Alpha, Bukkah with Mystic Wood & Natty Nature, Jah Mason, Jah Version, and Addis Pablo with Bob Riddim and Chezidek. Dubs this week feature Val Bennet, King Tubby, The Aggrovators, The GG All Stars, Scientist and Indica Dubs.  Enjoy! Bunny Wailer - Rise & Shine - Retrospective - Shanachie/Solomonic Dennis Brown & Dhaima - A True - Let Me Love You: The Joe Gibbs 7” Singles Collection 1977-1981 - Doctor Bird Mighty Fantels - Everywhere - Roots From The Yard 7” Peter Tosh - Testify - No Nuclear War - EMI Burning Spear - Red, Gold, & Green/Workshop - Marcus Garvey/Garveys Ghost 100th Anniversary - Mango Ansel Collins - Bim - Different Fashion: The High Note Dancehall Collection - Doctor Bird  Al G - De Train - Conscious - AWG Music Carlene Davis - Ism Schism - The 15 Classics Of Carlene Davis - Sonic Sounds The Viceroys - Love Is A Key/Love Is A Key Dub - Thompson Sound 7” Little John - Give Thanks & Praise - VP Records Icho Candy - Get Up Natty - Tasha Records 12” Half Pint - One Big Ghetto - Jammy's From The Roots 1977-1985 - Greensleeves Michael Prophet & The Hi-Times Band - Just Talking/Just Dubbing - Greensleeves Presents: Channel One Down In The Dub Vaults - Greensleeves I- Kong - Life's Road - The Way It Is - VP Records Junior Byles - A Place Called Africa - Orchid 7” Travelers - Joy Bells Ringing - King Jammy A Man & His Music: Volume 1 Roots & Harmony Style - Ras Records Freddie McKay - Come See We Go Reason Now - Tribal Inna Yard - Iroko Records Super Bum - Liquor Connection - Dynamite Label Benjammin - Fire Burn/Fire Burn Dub - Bass Lee Music Vaughn Benjamin w/ Riddim Activist & Hitman - Take Your Time/Dub Your Time - Sir James Records 7” Clinton Fearon - Can't Stop Us - Jah Is Love - Boogie Brown Productions Garnet Silk - Bless Me - It's Growing - VP Records Dona V - President Nebukiniza - When Last - Dona V Music White Mice - True Love - Intelitek Muzik 12” Dennis Brown - Love Has Found It's Way - The A&M Years - VP Records Gregory Isaacs - Soon Forward - Taxi 7” Carlton & The Shoes - Love Me Forever - Love Me Forever - Studio One Stephen Marley - Hills Of St. Ann - Ghetto Youths International New Nobility - Love On The Street - New Nobility Chronixx - Family First - Exile - Forever Living Originals LP Zoe Mazah & Boomrush Backup - Love Above All - Boomrush Productions Christopher Martin & Agent Sasco - Easy - Double Trouble Riddim - Silly Walks Discotheque Medisun - Culture Again - Posterity Riddim - Lenky Di Pro & Bulpus Production Sativa - Dem Nuh Remember - Nah Struggle Riddim - Reggae Vibes Production Queen Ifrica - Mom Like Me - Nuh Rush Records The 18th Parallel feat. Micah Shemaiah - To Be Free/Freedom Dub - All Fruits Ripe - Fruits Records Toots & The Maytals - Monkey Man - Time Tough: The Island Anthology - Island Records Protoje feat. Shenseea - Goddess - Art Of Acceptance - Indiggnation Collective/Ineffable Records Honorebel - Wake Up With You - Phantom Music Group Lexi Cherry & Derrick Sound - Waste - Evidence Music Keith & Tex - Perhaps, Perhaps, Perhaps - Kebar Music/Rebel Sound Records John Holt - You're All I've Got - Weed Beat The Aggrovators - You're All I've Got Version - Jackpot Dub: Rare Dubs From Jackpot Records 1974-1976 - Jamaican Recordings Leroy Sibbles - Love & Happiness - Micron Music Val Bennett - The Russians Are Coming - First Class Rock Steady - VP Records King Tubby Meets Tommy McCook & The Aggrovators - The Dub Station - Bunny Lee: Dreads Enter The Gates With Praise - Soul Jazz Records Lennox Brown & Sheila Rickards - Jamaican Fruit Of African Roots - When Jah Shall Come - Pressure Sounds GG All Stars - Roots Man Dub - Roots Man Dub - Heartbeat Records King Tubby - Rude Boy Dub - Presents The Roots Of Dub - Jamaican Recordings Scientist - Jah Wrote Me A Letter - Dub From The Ghetto - Ras Records The 18th Parallel - Roaming Dub - All Fruits Ripe - Fruits Records Dub Idren Meets Rootsy Beats - Travelers Soul - Dubophonic Records Horace Andy - Money Money (Dreadzone Remix) - The Voice In Sound - Echo Beach Fikir Amlak & King Alpha - The Star/The Star Dub - Temperance - Akashic Records Joseph Lalibela - Jah Golden Light (Birhanu Verse)/Jah Golden Light (Birhanu Dub Verse 2) - Universal Love Bukkha & Mysticwood Meet Natty Nature - Burning/Burning Dub (Mysticwood Mix 3 & 6) - Bukkha Jah Version - Pest - Gather Round - Evidence Music Indica Dubs & Kai Dub - Elevation Dub/Higher Dub - Indica Dubs Jah Mason - Puff, Puff, Puff - Irie Ites Records Addis Pablo & Bob Riddim feat. Chezidek - Musical High - Bob Riddim Jah Version - Boom Sound - Gather Round - Evidence Music Linval Thompson - Look How Me Sexy - Thompson Sound 7” Frankie Paul - Worries In The Dance - Thompson Sound 7” Thompson Sound - Dub In The Dance - Thompson Sound 7”  

Ep. 394: Eric Hynes on Cannes 2026: Fatherland, Parallel Tales, In Waves, The Match Welcome to The Last Thing I Saw, with your host, Nicolas Rapold. The 2026 Cannes Film Festival is underway, and I was delighted to sit down with Eric Hynes, critic and director of film curation and programming at the Jacob Burns Film Center. We discussed a few titles from the first days of the festival: Fatherland (directed by Pawel Pawlikowski, starring Sandra Hüller and Hans Zischler), Parallel Tales (Asghar Farhadi, starring Isabelle Huppert, Virginie Efira, Vincent Cassel, Adam Bessa), In Waves (Phuong Mai Nguyen), and the 1986 World Cup documentary The Match (Juan Cabral and Santiago Franco). Subscribe for more to keep up with the latest premieres from Cannes! Please support the production of this podcast by signing up at: rapold.substack.com Photo by Steve Snodgrass

US-Außenminister Rubio fordert China auf, den Iran stärker zum Offenhalten der Straße von Hormus zu bewegen. Hintergrund sind Risiken für Energieversorgung, Handel und Weltwirtschaft durch Spannungen in der Region. Parallel signalisieren Trump und Xi in Peking Einigkeit über freie Schifffahrt und bessere Beziehungen.

Are you still using one-factor-at-a-time experiments for biosimilar development, losing months, missing interactions, and risking costly dead-ends?In this episode, David Brühlmann, host of the Smart Biotech Scientist Podcast, reveals how traditional "one factor at a time" screening in biosimilar development can take over 12 months, while the parallel group design massively accelerates discovery by grouping up to five factors per experiment and applying a multivariate analysis pipeline.Topics discussed:The limitations of traditional and large DoE designs and the advantages of parallel group design (00:08)Best practices for grouping compounds by biological mechanism with four essential rules (00:53)The importance of anchor compounds, separating strong modulators, and initial univariate screens for unknown compounds (01:43)Guidance on managing practical issues, including evaporation, liquid handling, osmolality, and replicating production processes (06:42)The use of multivariate analysis tools: Principal Component Analysis, Mahalanobis distance, and decision trees for candidate selection (10:14)Key results and outcomes from applying the parallel group method, including faster and more cost-effective quality modulator identification (12:46)Three improvements David would recommend today: prequalifying compounds, broader quality analytics, and hybrid modeling integration (13:49)The shift in mindset from “time problem” to “information problem” in process development (16:50)Extending the parallel group and multivariate approach to other areas like clone selection and scale-up decisions (17:52)Smart insight:Process development is fundamentally about generating actionable information, not just running more experiments. The parallel group, multivariate pipeline lets teams ask better questions, in parallel, with dramatically improved data yield. This mindset and methodology extend well beyond biosimilar media development into clone selection, feed design, and process characterization, wherever complexity would paralyze traditional approaches.If you want more detail, you can read the full article “Parallel experimental design and multivariate analysis provides efficient screening of cell culture media supplements to improve biosimilar product quality” published in Biotechnology and Bioengineering, which outlines the methods and findings behind this approach.If you're interested in hybrid modeling, here's what previous podcast guests have shared on the topic, offering perspectives from fundamentals to real-world applications.Episodes 05 - 06: Hybrid Modeling: The Key to Smarter Bioprocessing with Michael SokolovEpisodes 99 - 100: From Raw Data to Actionable Insights: Unlocking the Power of Process Models with Fabian FeidlEpisodes 137 - 138: Skip 90% of Bioreactor Runs: The In Silico Revolution in Bioprocess Development with Yossi QuintEpisodes 173 - 174: Mastering Hybrid Model Digital Twins: From Lab Scale to Commercial Bioprocessing with Krist GernaeyNext step: If this was useful, leave a review on Apple Podcasts or Spotify. It helps other scientists find this content, and it genuinely matters.Support the show

SYNOPSIS: Ali is in the hot seat today! The tables have turned as longtime friend, student and Television Producer, Lauren Gleason, interviews Ali about her body-based method, Personal Geometry® - a practice she developed to give the body a language that our cognitive minds can immediately access and understand.  Together, they explore how Personal Geometry® and body mapping techniques are used in therapeutic and clinical healing, particularly in addressing challenges related to the body, sexuality, and addiction. Ali shares how she refined her method while working in renowned rehab centres in Los Angeles, offering real-life examples of its impact and honoring the influence and her experience of Family Constellation Work.They discuss the power of mapping relational dynamics - how visualizing the roles we hold in family systems can illuminate unconscious patterns, especially in the context of addiction and trauma. Other topics explored include the common phenomenon of emotional incest, the challenges and call to work with perpetrators, sexual biases as a facilitator, and our universal need to belong.At its core, Personal Geometry® is a somatic practice that taps into the body's innate, felt-sense understanding of spatial relationships. By bypassing psychological defense mechanisms, it directly reveals how we unconsciously position ourselves in relation to others, environments, and internal conflicts. This non-verbal, embodied approach provides a clear and immediate visual representation of a client's inner world, making it an invaluable tool for therapists, facilitators, and anyone seeking profound transformation.  PERSONAL GEOMETRY TRAININGSJoin the Next Personal Geometry® Foundations Class  (online over Zoom)Now enrolling - click here for more details. Next cohort starts February 8th, 2025.Our audience gets $250 off - just mention the show when contacting Ali. A seven-week online class - perfect for therapists, sexologists, coaches, and healing practitioners. Foundations is the prerequisite for advanced classes on Sexuality and Addiction, and individuals seeking personal healing are welcome too!  MORE ALI MEZEY:Website:  https://www.alimezey.comPersonal Geometry® and the Magic of Mat Work Course information:https://www.alimezey.com/personal-geometry-foundationsTransgenerational Healing Films: https://constellationarts.com/Body work: https://www.alimezey.com/massage-body-therapyMORE LAUREN GLEASON:Instagram for Personal Geometry®: @the.unfolding.youInstagram For Entertainment & Media @gynisis.productions  BIO: Lauren Gleason is Creative and Entertainment Professional with over a decade of experience across film and television. Parallel to her career in entertainment, Lauren's other lifelong passion has been personal development. Beginning when she was first certified in Reiki I at fourteen, she was fortunate enough to be exposed to a wide-range of mind-body wellness techniques from Family Constellation Therapy to Continuum, to Joseph Culp's Walking In Your Shoes—finally becoming certified as a Personal Geometry Practitioner in 2025 under Ali Mezey. At their core, stories embody the human path of transformation. Lauren's mission is to create engaging, multi-genre stories that illuminate and entertain, while helping individuals uncover and rewrite their stories along the way. Follow Lauren's conscious media endeavors with Gynisis Productions and her Personal Geometry practice with The Unfolding You. OTHER RESOURCES, LINKS AND INSPIRATIONS:FREE Guided Body Mapping Taster: Heart/Sexuality SplitJane PetersonBodies In Space by Jane PetersonBert HellingerCenter for Healthy SexThe Body Has a Mind of its Own by The BlakesleesProprioMassage® - Ali's massage method Jane Peterson: The Systemic Body: Navigating Relational Dynamics and Systemic Consciousness with Jane Peterson, PhDGil Hedley: "pars intima" instead of "genitals"The Body is a Gift with Gil Hedley: A Reverential Journey into the Human BodyFUNCTIONS OF ADDICTIONS: Addictions serve as adaptive strategies the body develops to regulate overwhelming emotions, trauma, and unmet needs. Addiction functions as a way to manage distress, create boundaries, or seek connection when healthier strategies are unavailable, often reinforcing cycles of disembodiment and dissociation.PROPRIOCEPTION: One's internal sense of where one's body parts are located in space and how they are moving. Proprioceptors are located in muscles, tendons, cartilage and jointsCARTESIAN DIVIDE: The conceptual separation between mind and body, coined after René Descartes, emphasizing a dualistic view of human existence, isolating mental and physical aspects.FAMILY CONSTELLATION WORK is a global therapeutic approach that explores an individual's emotional and behavioral challenges in the context of their family system. It seeks to uncover hidden dynamics, unresolved traumas, or entanglements in the family lineage that may influence current issues. The process often invo...

US-Präsident Trump reist nach China, wo Gespräche mit Xi Jinping zu Iran und Handel im Mittelpunkt stehen. Die USA erhöhen den Druck auf Teheran und damit indirekt auch auf Peking. Parallel bleibt der Handelskonflikt zwischen beiden Großmächten zentral.

Are you stuck screening endless compounds in biosimilar development and still not hitting your quality targets? Efficient compound screening is one of the toughest bottlenecks in biopharma, with outdated methods slowing progress and risking critical quality attributes in monoclonal antibody development.David Brühlmann breaks down a practical, parallel framework for rapid compound screening that addresses interaction effects, masking, and data quality. Methods proven in challenging biosimilar development programs.Topics discussed:The historical bottleneck of one-at-a-time screening in drug discovery and the impact of high throughput methods (01:04)Problems with both one-factor-at-a-time and large design of experiments approaches when handling many variables (02:10)Description of the parallel group method: splitting 17 quality modulating compounds into five biologically relevant groups and running experiments in parallel (06:09)How grouping compounds by biological mechanism improves interpretability and experimental design (06:43)Strategies for minimizing dilution effects, toxicity risks, and masking in multi-factor screens (08:24)The importance of multivariate analysis: using principal component analysis (PCA), Mahalanobis distance, and decision trees to interpret and select optimal experimental conditions (10:31)Real-world outcomes: identifying optimal compound combinations in just two rounds of screening (15:20)Reflections on the evolving role of hybrid modeling and machine learning in biosimilar process optimization (15:54)In Part 2, the focus shifts to a hands-on approach, covering how to design compound groups based on biology, set concentration ranges without compromising data quality, and execute a 96-well screen with the rigor the method demands. It also highlights three key aspects that would be approached differently if the study were conducted today.Strategic insight:Effective compound screening shifts from one-at-a-time testing to biology-driven parallel grouping combined with multivariate analytics, enabling faster identification of optimal combinations while preserving data quality and capturing interaction effects.If you want more detail, you can read the full article “Parallel experimental design and multivariate analysis provides efficient screening of cell culture media supplements to improve biosimilar product quality” published in Biotechnology and Bioengineering, which outlines the methods and findings behind this approach.If you're interested in hybrid modeling, here's what previous podcast guests have shared on the topic, offering perspectives from fundamentals to real-world applications.Episodes 05 - 06: Hybrid Modeling: The Key to Smarter Bioprocessing with Michael SokolovEpisodes 99 - 100: From Raw Data to Actionable Insights: Unlocking the Power of Process Models with Fabian FeidlEpisodes 137 - 138: Skip 90% of Bioreactor Runs: The In Silico Revolution in Bioprocess Development with Yossi QuintEpisodes 173 - 174: Mastering Hybrid Model Digital Twins: From Lab Scale to Commercial Bioprocessing with Krist GernaeyNext step: If this was useful, leave a review on Apple Podcasts or Spotify. It helps other scientists find this content, and it genuinely matters.Support the show

Gaius and Germanicus debate in their favorite wine bar by the Thames, in Londinium, Spring 92 AD. Drawing a parallel to the Battle of Alesia in 52 BC, the hosts explore the ethics of modern siege warfare. In ancient Gaul, Julius Caesar and Vercingetorix allowed non-combatant townspeople to starve to death in the "in-between land" to maintain their strategic positions. Germanicus argues that the current U.S. blockade of Iran functions as a modern-day Alesia, where the "townspeople" are the populations of Europe and Asia now suffering from disrupted energy and fertilizer resources. While Caesar's war was an existential struggle to break Gallic culture, the modern conflict is characterized as a "performative war" driven by vanity rather than a clear strategic plan. The U.S. is accused of abdicating its sacred vows of altruism, delivering "body blows" to world populations to achieve base political goals. This strategy is seen as a terrible gambit that destroys America's global authority and reputation. Consequently, the hosts note that China is gaining credibility and confidence, positioning itself as an equal or even superior power while the American "emperor"—described as exhausted and lacking a plan—increasingly takes the role of a supplicant to Beijing. (2/3)1600 ANTONY SENDS FOR CICERO

More info at sdneighbors.church

The messianic prophecy of the one called "the Branch" is the focus of this week's study. We explore the “already but not yet” fulfillment of the promises of the restoration of Israel and judgment against Israel's neighbors—which May have already found partial fulfillment in the wars fought by Israel since 1948. We discuss the seven Spirits of Isaiah 11:2 and the references to those Spirits in the book of Revelation and their relationship to Jesus. We also discussed these so-called Mandela verse, Isaiah 11:6. This is a reference to the Mandela Effect, an Internet meme from a few years ago that claimed time travelers had somehow gone back into history and changed the verse to read, “the wolf shall dwell with the lamb," from, "the lion shall lie down with the lamb." Let's be clear: Isaiah 11:6 never said the lion would lie down with the lamb. First of all, time travel is not a thing. Second, even if it was, God would never allow His Word to be changed. Anyone who suggests that this is possible is a false teacher who can safely be ignored. Are we really afraid God is that weak? Sharon's niece, Sarah Sachleben, has been diagnosed with stage 4 bowel cancer, and the medical bills are piling up. If you are led to help, please go to GilbertHouse.org/hopeforsarah. Our new book The Gates of Hell is now available in paperback, Kindle, and as an audiobook at Audible! Derek's new book Destination: Earth, co-authored with Donna Howell and Allie Anderson, is now available in paperback, Kindle, and as an audiobook at Audible! If you are looking for a text of the Book of 1 Enoch to follow our monthly study, you can try these sources: Parallel translations by R. H. Charles (1917) and Richard Laurence (1821)Modern English translation by George W. E. Nickelsburg and James VanderKam (link to book at Amazon)Book of 1 Enoch - Standard English Version by Dr. Jay Winter (link opens free PDF)Book of 1 Enoch - R. H. Charles translation (link opens free PDF) The SkyWatchTV store has a special offer on Dr. Michael Heiser's two-volume set A Companion to the Book of Enoch. Get both books, the R. H. Charles translation of 1 Enoch, and a DVD interview with Mike and Steven Bancarz for a donation of $35 plus shipping and handling. Link: https://bit.ly/heiser-enoch Follow us! • X: @gilberthouse_tv | @sharonkgilbert | @derekgilbert• Substack: GilbertHouse.substacdk.com | SharonKGilbert.substack.com• Telegram: t.me/gilberthouse | t.me/sharonsroom | t.me/viewfromthebunker• YouTube: @GilbertHouse | @UnravelingRevelation | @thebiblesgreatestmysteries• Facebook.com/GilbertHouseFellowship Thank you for making our Build Barn Better project a reality! We truly appreciate your support. If you are so led, you can help out at GilbertHouse.org/donate. Get our free app! It connects you to these studies plus our weekly video programs Unraveling Revelation and A View from the Bunker, and the podcast that started this journey in 2005, P.I.D. Radio. Best of all, it bypasses the gatekeepers of Big Tech! The app is available for iOS, Android, Roku, and Apple TV. Links to the app stores are at www.gilberthouse.org/app/. Video on demand of our best teachings! Stream presentations and teachings based on our research at our new video on demand site! Gilbert House T-shirts and mugs! New to our store is a line of GHTV and Redwing Saga merch! Check it out at GilbertHouse.org/store! Think better, feel better! Our partners at Simply Clean Foods offer freeze-dried, 100% GMO-free food and delicious, vacuum-packed fair trade coffee from Honduras. Find out more at GilbertHouse.org/store. Our favorite Bible study tools! Check the links in the left-hand column at www.GilbertHouse.org.

The Parallel

If Hitler had a podcast, it would be the talk of the town. He would be loved by many, hated by more, and ignored by none. Hitler would stand out because he's already been through all of this. He knows where it ends up. If Hitler had a podcast, he'd finally be cool. And Hitler was never cool. A mediocre artist with a thousand-yard stare, he was repellent to most people. But in 2026 America, where coolness is measured by offending the right people, Hitler would be hanging with the bros. He'd be on Joe Rogan laughing about Erika Kirk's eyes and claiming Kanye might have been onto something way back when he said the Jews were controlling everything. He'd be sitting across from Tim Dillon talking about genocide, and Israel and the Jews. He'd fly up to Maine, have dinner with Tucker, maybe sit in the sauna, and then have a lengthy interview about how much they love dogs, and then talk about how World War II was the fault of the Jews. He'd be at Theo Von's Easter party with his arm around Brett Cooper and Candace Owens, smiling and happy on such a beautiful day. To be hated is to be cool. They're all cool, you're not cool if you worry about Hitler having a podcast. You're only cool if you are okay with Hitler. If you laugh and giggle and say he really has a point, you know. The Left went so overboard with language policing and censorship that now, no one would know what to do if Hitler had a podcast.When Candace Owens spent weeks dragging Charlie Kirk's widow, Erika, through the mud on her podcast to millions of clicks and views, it did seem like we hit rock bottom as a society. How did she get away with it for so long? How is it she was never shamed into silence? Because the most prominent podcasters like Joe Rogan, Theo Von, Dave Smith, Megyn Kelly, and Tucker Carlson never said a word. They didn't want to be uncool. So she kept going. If Hitler had a podcast, he'd jump on the trend too because who would even stop him by now?He'd arrive just in time to present himself as a beacon of light to all of the lost men and boys whose lives had become meaningless. Women have overtaken society, the Left destroyed culture and over-policed thought and speech, and the only fun around here can be had with guys like Nick Fuentes.If Hitler had a podcast, it would be called “Work and Bread,” landing somewhere between the Hasan Piker Left and the Fuentes Right. The only requirement is that you hate Israel, and because of his loyalty to Israel, Donald Trump. They don't think of it as anti-semitism anymore because they think of it as anti-Zionism or anti-Israel. From Bridget Phetasy's Walk-ins Welcome with guest, Adam Louis-Klein.It's the policies! It's the genocide! Does it really matter? If Hitler had a podcast, he would tell them what they wanted and needed to hear. Said Hitler in 1922:And it was precisely the same in the economic sphere. The vast process of the industrialization of the peoples meant the confluence of great masses of workmen in the towns. Thus great hordes of people arose, and these, more's the pity, were not properly dealt with by those whose moral duty it was to concern themselves for their welfare. Parallel with this was a gradual ‘moneyfication' of the whole of the nation's labor-strength. ‘Share-capital' was in the ascendant, and thus bit by bit the Stock Exchange came to control the whole national economy.That's Ana Kasparian. That's Hasan Piker. And increasingly, that's Tucker Carlson. Hitler would fit right in. That could explain why Nick Fuentes is now calling for unity among the Left and the Right - to bring the Goyim together. If Hitler had a podcast, we'd have no words left to describe what he is because we've run out.Fascist? That's the guy sitting in the White House who won an election in America twice. It's the only way Gen-Z has ever heard the word used. Fascism is a white guy who doesn't do what we want him to do. What Hitler did in Germany, or Mussolini in Italy, is a foreign concept to people who can literally post images of Trump dead on the internet and not be thrown in jail or shot on the spot.But words don't mean words anymore. “Genocide” can mean anything now, as long as Israel is the aggressor. It doesn't count if Christians are being slaughtered in Africa, or nearly one million dead in the Ukraine war, or even the 40,000 dead protesters in Iran. No, genocide is now attached to one source, Israel. Nazi is thrown around so casually now that it almost sounds like a new type of drink at Starbucks. I'll have the half-caff Nazi with cold foam?In Hitler's day, there was no Israel. If Hitler had a podcast, he'd agree with Tucker Carlson and Megyn Kelly that it's the Jews who led us into the war in Iran and that Trump is either being bribed by them or enslaved by them. Why do you think World War I and World War II were fought? Hitler explained it all years ago:“A circle of Jews in America once drove this country into the war against all national interest, simply and solely because of Jewish-capitalist motives. And President Roosevelt, lacking capabilities of his own, has the support of said brain trust, whose leading men I need not mention by name: they are only Jews. Through them, as in the year 1917, the United States of America was driven step by step into a war without reason and sense, by a Jewish-infected president and his completely Jewish cohorts, against nations which have never harmed America, and against people from whom America can never profit.”If Hitler had a podcast, his war message would resonate with the same people now being told by Nick Fuentes that we must do something about the global problem of Jewry. Hitler blamed the Jews before it was cool, but of course, now, in America, the rage is bubbling over, and it's the perfect time for Hitler's return. Israelis are the Nazis now. Trump is Hitler on the Left but a slave to Israel on the Right. We haven't seen anything like this in over 80 years.And don't forget to like, comment, and subscribe!Radio DaysBy 1933, more than 4.5 million Germans had access to a radio, which became their primary means of news, entertainment, and best of all, Nazi propaganda. Hitler could triple those views now if he had a podcast.Goebbels was the main driver of propaganda. But in America in 2026, Goebbels could be anyone who works for Trump, and Mass Deportations are on par with the Nuremberg Laws that stripped Jews of their rights as German Citizens. With their hysteria cred maxxed out, our establishment government would not know how to even recognize, much less deal with, Hitler and his podcast. No one wants to be uncool and censor the hottest guy on the internet, so Hitler's message would flourish. How do you think Hasan Piker became such a force on the Left almost overnight?Ami Kozak on Jeremy Boering's show, along with Shabbos Kestenbaum and Billy Hallowell, on how to be a better consumer of podcasts.The Path to IslamOnly recently has the Right begun to lean in ever so slightly toward supporting Islam. Even those who were once stridently opposed have now begun to reconsider. Israel, after all, has manipulated them into seeing Islam as the enemy when the whole time it was worldwide Jewry seeking more power and control.But, as usual, Hitler was way ahead of the game. He might not have been all that much of a fan of the brown people over there. But even he recognized that a “religion of men” was to be respected. He had what might be called Muslim envy.From the WSJ:‘It's been our misfortune to have the wrong religion,” Hitler complained to his pet architect Albert Speer. “Why did it have to be Christianity, with its meekness and flabbiness?” Islam was a Männerreligion—a “religion of men”—and hygienic too. The “soldiers of Islam” received a warrior's heaven, “a real earthly paradise” with “houris” and “wine flowing.” This, Hitler argued, was much more suited to the “Germanic temperament” than the “Jewish filth and priestly twaddle” of Christianity.Hitler Youth If Hitler had a podcast, he would appeal to the young because they don't know any better today than they did then. Hitler knows that lost men need strong leaders. If those leaders have shrunk back into the darkness because things haven't worked out for them the way they wanted, they will be ripe for the picking. Young men, white men especially, have been raised by an establishment that wanted them to take a step backward and elevate the marginalized. In Weimar Germany, women were rising as a political force at a time of intense sexual liberation, experimentation, and gender fluidity, just like now. This led to a crisis of masculinity, much like the one we face today, which in turn caused a pendulum shift in the opposite direction. The moral decay and foundational rot at the heart of America's collapsing cultural empire were on full display at the Met Gala, seemingly punctuating America's decline, Weimar-style. Hitler reacted to that era with revulsion, presenting himself as a puritanical moralist who never sold the image of being a ladies' man or even having a wife. Nick Fuentes claims to be a virgin in a society ruled by intolerable women who won't give him the time of day. The Left is leaning into violence, assassinations, and targeted attacks on Jews, spiking in recent years. If Hitler had a podcast, he would adopt Hasan Piker's ideology that Hamas is the real hero in this story. There was a time when podcasts felt like freedom. Anyone could say anything they wanted, but by the time it got to accusing a widow of having a hand in murdering her husband, because Israel wanted to go to war with Iran, it seems they've jumped the shark. If Hitler had a podcast, he'd have to somehow top it. And that is how we got here, where all of them are competing for those eyeballs who have nothing better to do than to watch the world burn. Thankfully, on the right, there are leaders who offer an alternative vision for young Americans. Charlie Kirk was the most influential of them, guiding his young viewers toward faith, family, and purpose. Without him, so many seem to be adrift, following those who pander for their attention, rather than those who guide them.Here is another clip from the Jeremy Boering's show.Somehow, one of the brightest lights turns out to be Marco Rubio, selling hope and the American dream.There are no leaders on the Left who even want to try to unite this broken and chaotic country. We either accept their mass delusion that Trump is Hitler or forget it. At least if Hitler had a podcast, maybe they would finally be able to see that Trump never was.As we head into America's 250th birthday, we're holding on by a thread. Whether they like it or not, Trump changed things, and we're not changing back. It has to be up to the Right because if nothing else, they have the good sense to know Hitler when they see him. // This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit www.sashastone.com/subscribe

We're joined by Lance Neilson a cattle producer from Alberta, to talk about what's happening in Canada right now around the government's efforts to expand livestock traceability requirements and how that translates to American producers. This isn't just a Canadian or American issue. It's a parallel fight and  the outcome will come down to whether producers are willing to speak up, or let someone else decide.   This episode was recorded in March 2026. At this time, the proposed traceability changes discussed are currently halted pending further engagement with producers.

PREVIEW for Later Today: Dr. Ken Croswell discusses the discovery of Trojan stars within the Milky Way. These stars parallel Jupiter's Trojan asteroids, maintained in equilibrium by gravity and centrifugal forces over immense distances across the barred galaxy.

Lieutenant General (Ret.) Mark Hertling spent decades leading soldiers in combat and across cultures before he transitioned to healthcare leadership when he retired from the US Army. He joins us to talk about the professional parallels he's witnessed along the way: the oaths we take, the life and death situations, the bonding among colleagues, the importance of our institutions, and the betrayals that threaten them both.

On this episode we have on Ryan Parrish who may from his time in bands like Hopesfall or Celebrity.Ryan is a dad to two daughters and they adopted and biological sisters.  Ryan shares the very emotional journey of going from never thinking he'd be a dad, to going through the adoption process, to becoming a dad, and then a couple years later getting the call that there was a sister on the way.  So this is his first hand experience of all the ups and downs and joy that comes with the adoption process.  And what an open adoption looks like, where you stay in contact with the biological parents.We also talked about formula shortages in 2020, how kids force you to have perspective, how much being a dad means to him, getting laid off, finding more time to get an old band playing again.  His band Celebrity played a reunion show at The End on April 10th which sold out…so if you're listening to this I hope you made it to that show and congrats on the show Ryan!Find Ryan's bands accounts here:@ ryanedwardparrish@ celebrity.band@ inparallelband@ hopesfallwww.ryanedwardparrish.comwww.linkedin.com/in/ryanedwardparrish/Send us Fan MailFollow us on Facebook and Instagram and TikTok YouTube. Look for new episodes of The Imperfect Dads Podcast every Monday and Thursday.This podcast is part of the Never A Phase Network, follow them on instagram at @neveraphasenetwork and check out their podcasts like Emo Kids Anonymous  Wasting Time Podcast Certified Fangirl and The Ska Mailman

When OpenAI trained GPT-3, they didn't roll their own orchestration layer. They used Ray, an open source Python framework born out of the same Berkeley research lab lineage that gave us Apache Spark. And here's the twist: Ray was originally built for reinforcement learning research, then quietly faded as RL hit a wall. Until ChatGPT showed up. Suddenly reinforcement learning was back, as the post-training step that turns a raw language model into something genuinely useful. Edward Oakes and Richard Liaw, two founding engineers behind Ray and Anyscale, join me on Talk Python to tell that story. We'll trace Ray from its RISE Lab origins at UC Berkeley to powering some of the largest training runs in the world. We'll talk about what Ray actually is, a distributed execution engine for AI workloads, and how a few lines of Python become work running across hundreds of GPUs. We'll cover Ray Data for multimodal pipelines, the dashboard, the VS Code remote debugger, KubRay for Kubernetes, and where Ray fits alongside Dask, multiprocessing, and asyncio. If you've ever stared at a single-machine Python script and thought, "there has to be a better way to scale this", this one's for you Episode sponsors Sentry Error Monitoring, Code talkpython26 AgentField AI Talk Python Courses Links from the show Guests Richard Liaw: github.com Edward Oakes: github.com Ray: www.ray.io Example code (we used for walk-through): docs.ray.io Getting Started with Ray: docs.ray.io Ray Libraries: docs.ray.io kuberay: github.com Watch this episode on YouTube: youtube.com Episode #547 deep-dive: talkpython.fm/547 Episode transcripts: talkpython.fm Theme Song: Developer Rap

Veja também em youtube.com/@45_graus Steven Pinker é um psicólogo cognitivo, linguista e um dos mais influentes intelectuais públicos da atualidade. Professor na Harvard University, destacou-se pelo trabalho sobre linguagem, mente humana e natureza humana, bem como pela defesa dos valores do Iluminismo, como a razão, a ciência e o progresso. É autor de vários bestsellers internacionais, incluindo How the Mind Works, The Language Instinct, The Better Angels of Our Nature e Enlightenment Now. O seu trabalho combina ciência, história e filosofia para explicar como pensamos, comunicamos e organizamos a vida em sociedade. _______________ Tópicos: Latest book, on “common knowledge”, and its implications on society and politics How do different social behavioral equilibria emerge? | Game theory Nash Equilibrium Coordination Game When Sweden Switched To Driving On The Right Is Social Media eroding common / accepted knowledge? What will the post-social media information ecosystem look like? Has Generative AI surprised you? Does Gen AI lack models of the world? Parallels between LLMs and System 1 of our mind Does reliance on AI atrophy our critical thinking? Parallel with handheld calculatorsSee omnystudio.com/listener for privacy information.

interesting Parallel!

In this episode of Crazy Wisdom, Stewart Alsop sits down with Kieran Zimmer — a software developer and independent researcher in psychology and psychometrics — to explore the science behind intelligence and personality. They trace the origins of psychometrics from Wilhelm Wundt's early experimental psychology through Charles Spearman's discovery of the g factor, breaking down what IQ actually measures, how verbal, mathematical, and spatial intelligence relate to one another, and why training specific cognitive tasks doesn't translate into a broader boost in general intelligence. The conversation moves into the Big Five personality traits reframed through a cybernetic lens — looking at extraversion as reward sensitivity, agreeableness as social affiliation, and conscientiousness as long-term goal prioritization — before landing on Kieran's original research into the psychology of agency: what personality profile best predicts agentic behavior, and why the environment shapes whether agency is even adaptive in the first place.Show notes:Substack: Liminal RevolutionsTwitter/X: @LiminalRevYouTube: @TheKieranZimmer (to listen to Kieran's conference talk on the agency paper)Timestamps00:00 — Stewart and Kieran trace the origins of psychometrics back to Spearman, Binet, and Wilhelm Wundt's early experimental psychology.05:00 — The conversation unpacks the g factor, fluid vs. crystallized intelligence, and why IQ is fundamentally a physical trait tied to nerve conduction velocity.10:00 — A tangent into AI and LLMs: why they lack vision, taste, judgment, and accountability — the human moat that remains for now.15:00 — Stewart's Claude Code failure sparks a discussion on AI accountability, surveillance, and the rise of dystopian technocracy.20:00 — Parallel structures as a form of exit from failing institutions, and the high-agency people required to build them.25:00 — Agency, risk-taking, and accountability through Napoleon, the Inuit, and why modern Western leaders are managers, not leaders.30:00 — Elites vs. peasants, cost externalization, and Kirk Doolittle's natural law as the physics of cooperation.35:00 — Ressentiment, Nietzsche's under-utilization in psychology, and how secularism replaced the church.40:00 — Kieran's quantitative conspiracy theory study: factor analysis of 85 questions across 273 respondents.45:00 — Two branches of conspiracy belief: the aliens-and-Satanism cluster vs. the fakery factor pathway to Flat Earth.50:00 — AI psychosis, Gnosticism, and the collapse of sense-making institutions in an age of information overload.55:00 — Michael Levin's embodied cognition and cybernetic agency: thermostats, humans, and homeostatic set points.1:00:00 — The Cybernetic Big Five broken down: extraversion as reward sensitivity, agreeableness, neuroticism, and the optimal personality profile for agency.Key InsightsIQ is a physical trait, not just an abstract score. It's rooted in nerve conduction velocity, brain connectivity, and processing speed — and while you can improve crystallized intelligence through learning, the underlying g factor doesn't budge no matter how many brain training apps you use.The human moat against AI comes down to four things: vision, taste, judgment, and accountability. LLMs are powerful next-token predictors, but they have no stake in the outcome and no capacity to own a mistake — which means a human with those qualities will always be essential.High agency is not just ambition — it's a measurable psychological profile. Kieran's paper frames it through the Cybernetic Big Five: high assertiveness, high intellect, low politeness, low neuroticism, and medium conscientiousness. Getting things done at scale almost always involves upsetting people.All agentic behavior involves risk, and the willingness to absorb that risk is what separates real leaders from managers. Modern Western leadership has decoupled decision-making from consequence, which is why institutions are losing trust and authority at an accelerating rate.Conspiracy belief follows a measurable path dependency. Kieran's factor analysis showed that virtually everyone who believes in Flat Earth also endorses the fakery factor and the Jewish question cluster — but not vice versa. It's a spectrum with a clear escalation pattern, not a random set of unrelated beliefs.AI is accelerating epistemic breakdown. Sycophantic models will validate almost any idea, which has started producing a new category of high-IQ delusion — intelligent people convincing themselves they've solved Millennium Prize problems because the AI kept agreeing with them.The Big Five personality traits can be recast as cybernetic parameters — each one an evolutionarily selected mechanism for regulating goal-directed behavior. Extraversion is reward sensitivity, agreeableness is social affiliation, neuroticism is threat response, and conscientiousness is the preference for long-term over short-term goals.

ASSUR WAS a name that referred to Assyria, the capital city of Assyria, and the chief deity of Assyria. Knowing which was which means relying on the context in which it's used. In Derek's book The Second Coming of Saturn, he shared research, showing that the word used by the prophet Isaiah for idols, ellilim, derives from the Akkadian name for Assur, Elllil (also known as Enlil, El, Dagon, Molech, Kronos, and Saturn, among others). These idols, then, were spirit beings—underworld spirits equivalent to the Rephaim, or malakim, as they were known at the ancient Amorite kingdoms of Ebla and Mari. In short, we believe chapter 10 of Isaiah is a polemic against the entity called Assur, whom we believe is Shemihazah, the leader of the rebellious sons of God in chapter 6 of the book of Genesis. We will see him again in Isaiah 14 as "Lucifer." Sharon's niece, Sarah Sachleben, has been diagnosed with stage 4 bowel cancer, and the medical bills are piling up. If you are led to help, please go to GilbertHouse.org/hopeforsarah. Our new book The Gates of Hell is now available in paperback, Kindle, and as an audiobook at Audible! Derek's new book Destination: Earth, co-authored with Donna Howell and Allie Anderson, is now available in paperback, Kindle, and as an audiobook at Audible! If you are looking for a text of the Book of 1 Enoch to follow our monthly study, you can try these sources: Parallel translations by R. H. Charles (1917) and Richard Laurence (1821)Modern English translation by George W. E. Nickelsburg and James VanderKam (link to book at Amazon)Book of 1 Enoch - Standard English Version by Dr. Jay Winter (link opens free PDF)Book of 1 Enoch - R. H. Charles translation (link opens free PDF) The SkyWatchTV store has a special offer on Dr. Michael Heiser's two-volume set A Companion to the Book of Enoch. Get both books, the R. H. Charles translation of 1 Enoch, and a DVD interview with Mike and Steven Bancarz for a donation of $35 plus shipping and handling. Link: https://bit.ly/heiser-enoch Follow us! • X: @gilberthouse_tv | @sharonkgilbert | @derekgilbert• Substack: GilbertHouse.substacdk.com | SharonKGilbert.substack.com• Telegram: t.me/gilberthouse | t.me/sharonsroom | t.me/viewfromthebunker• YouTube: @GilbertHouse | @UnravelingRevelation | @thebiblesgreatestmysteries• Facebook.com/GilbertHouseFellowship Thank you for making our Build Barn Better project a reality! We truly appreciate your support. If you are so led, you can help out at GilbertHouse.org/donate. Get our free app! It connects you to these studies plus our weekly video programs Unraveling Revelation and A View from the Bunker, and the podcast that started this journey in 2005, P.I.D. Radio. Best of all, it bypasses the gatekeepers of Big Tech! The app is available for iOS, Android, Roku, and Apple TV. Links to the app stores are at www.gilberthouse.org/app/. Video on demand of our best teachings! Stream presentations and teachings based on our research at our new video on demand site! Gilbert House T-shirts and mugs! New to our store is a line of GHTV and Redwing Saga merch! Check it out at GilbertHouse.org/store! Think better, feel better! Our partners at Simply Clean Foods offer freeze-dried, 100% GMO-free food and delicious, vacuum-packed fair trade coffee from Honduras. Find out more at GilbertHouse.org/store. Our favorite Bible study tools! Check the links in the left-hand column at www.GilbertHouse.org.

This weeks show starts off with classics from Ini Kamoze, Pablo Moses, Steel Pulse, The Viceroys, Hugh Mundell, Bob Marley, Dennis Brown, Black Uhuru, Peter Tosh, Misty In Roots, Burro Banton, Brigadier Jerry, Freddie McGregor, The Twinkle Brothers, Ken Boothe, The Heptones, Barry Brown, Leroy Smart, Horace Andy, Jah Woosh, Keith Hudson, Midnite, Phillip Fraser, Nga Han, and Nathan Skyers. New music this week comes from Robbie Ark, Ranking Joe, The 18th Parallel with Itral Ites, Buju Banton, Pascal Pressure & Arqane, Perfect Giddimani, Elastica Dub & Gabriel Blue, Chezidek, Protoje, Chronixx, Taj Weekes, Marcus Gad, Kumar Fyah, Marcus I & Adubta, Crazy Baldhhead, Messian Dread & Manwel T, Marky Lyrical & Slimmah Sound, Jah Mason & Bobby Treasure, Earl Sixteen & Indica Dubs, Dactah Chando, Sammy Dread, Hopeton Lindo, Jah Works, YT, Capleton, and Brother Culture. Enjoy! Ini Kamoze - Trouble You A Trouble Me - Sly & Robbie Presents Ini Kamoze - Taxi  Pablo Moses - The Spirit Of Jah - Best Of - Baco Music Steel Pulse - Prodigal Son - Handsworth Revolution - Island Records The Viceroys - This World - Channel One 7” Hugh Mundell - Arise & Shine/Ghetto Rock - Atra/Real Rock Records 7” The Inn House Crew feat. Vin Gordon - Blood Red Dub - Dub From The Sky - Room In The Sky Bob Marley & The Wailers - Positive Vibration - Rastaman Vibration - Tuff Gong Dennis Brown w/Sly & Robbie - Revolution/Revolution Dub Wise - Taxi 12” Peter Tosh - Glass House - Mama Africa - EMI Black Uhuru - Dread In The Mountain - Brutal - Ras Records Black Uhuru - Dub In The Mountain - Brutal Dub - Ras Records Misty In Roots - Cover Up - Roots Controller - Real World  Burro Banton - Praise Jah - Stereo One 7” Brigadier Jerry - Born To Love Jah - On The Road - Ras Records Freddie McGregor - Never Run Away - Greensleeves 12” Twinkle Brothers - War Is Not The Answer - Underground - Twinkle Music Ken Boothe - New World Order - Journey - Randale Records The Heptones - No Bread On My Table - Niney The Observer: Deep Roots Observer Style - VP Records Barry Brown - Cool Pon Your Corner - Trojan 12” Box Set - Trojan Records Leroy Smart - Happiness Is My Desire - Fe Me Time Records Horace Andy - Don't Think About Me - Keith Hudson & Friends: Studio Kinda Cloudy - Trojan Records Dino Perkins - Skin Him Alive - Keith Hudson & Friends: Studio Kinda Cloudy - Trojan Records Jah Woosh - I'm Alright - Keith Hudson & Friends: Studio Kinda Cloudy - Trojan Records Keith Hudson - I'm All Right - Pick A Dub - Blood & Fire Midnite - Banking In The Pig - Ras Mek Piece - Wild Child Nga Han - Blessed Is The Man - One By One Records Phillip Fraser - You're No Good - 2 Heavyweight Another Blood & Fire Sampler - Blood & Fire Nathan Skyers & The Gifted Roots Band - Hotter Fire/Hotter Dub - Jah All Mighty 7” Robbie Ark - Forward On To Zion - Jah Love 7” Ranking Joe - Marcus Garvey - Jah Love 7” Lone Ark Riddim Force - Drummin' For Marcus - Jah Love 7” The 18th Parallel feat. Itral Ites - No More Will I Roam - All Fruits Ripe - Fruits Records Buju Banton - Ungrateful People - Stingray Records Pascal Pressure w/ Arqane, Bunny Lee & Echo Slim - Roll The Dice - Musically Unifying Perfect Giddimani - Tongue/Dub Of The Tongue - Giddimani Records Elastica Dub feat. Gabriel Blue - Fade Away - Double Pulse - Dubophonic Records Chezidek & The Ligerians - Down, Down, Down - Irie Ites Records/Evidence Music Protoje & Damian Marley - At We Feet - Art Of Acceptance - Indiggnation Collective/Ineffable Records Protoje - Love Overflow - Art Of Acceptance - Indiggnation Collective/Ineffable Records Chronixx - Don't Be Afraid - Exile - Forever Living Originals LP Taj Weekes - Climate Justice - Jatta Records Marcus Gad - Fruit & Flower - Big Scoop Records Mesh Marina feat. Shennell & Mario C - Joke Dem A Joke - SRO Dimension Music Gyptian - Sensi - The Biggest One Drop Anthems 2006 - Greensleeves Kumar Fyah - 5000 Acres - Stay Nice Music Marcus I Meets aDUBta & The Black Oak Roots All Stars - Upful -  Fullness - F-Spot Records Crazy Baldhead feat. Jah Point - You Don't Hate Monday - Old Neighborhood Music Kitma & The Co-Operators - Flea Bite/Return Of The Flea - Waggle Dance Records Pachyman - Mid City Rockers - The Return Of Pachyman - ATO Records Prince Phillip - Revolution Come/Man Free Dub - Prince Philip Presents: Dubplates & Raw Rhythm From King Tubby's Studio 1973-1976 - DKR/Bond Export Inner Circle & The Fatman Riddim Session - Addis Ababa Rock - Heavyweight Dub/Killer Dub - Blood & Fire Messian Dread & Manwel T - Living Power - Manwel T Meets Messian Dread - Manwel T Prince Allan & Everett Cooper - Jah Jah Love/Jah Jah Love Dub - Tweeter Box Presents King Culture Vol. 1 Vintage Dubplates - Purple Audio Marky Lyrical & Slimmah Sound - Jah Keep We/Jah Keep We Instrumental - Blackboard Jungle Awa Fall & Bukkha - Free Your Mind/Free Your Soul - Anaves Music Jah Mason & Bobby Treasure - The Best That I Can Be/Horns Of Blessings - Horns Of Blessings Riddim - Treasure Chest Productions Earl Sixteen w/ Indica Dubs & Forward Ever - Staying On Jah Mission/Dub Mission - Indica Dubs Dactah Chando - Roots - Reset - Achinech Productions Sammy Dread - Don't Go - Noni Music Hopeton Lindo feat. Marcia Griffiths & Freddie McGregor - Don't Do It - Purpose - Irie Pen Records Jah Works - Giving Me The Best - River Of Life - Riddim House Productions Buju Banton - Butterflies - VP Records YT - Dancehall Cassette - Sativa Records Capleton w/Derrick Sound & Little Lion Sound - Red Again - Heights Of Fire - Evidence Music Brother Culture - International Dance - Behold The Lion - Evidence Music Jah Version - Likkle Bass/Likkle Dub - JV Records 10”  

JD reacts to Connor McDavid and Nikola Jokic being eliminated from the first round of the playoffs and discusses the modern realities of parody in the NHL and NBA with producer Armen. Michael Soroka, Team Canada and Arizona Diamondbacks pitcher, joins JD to chat about his All-Star calibre season, the nuances of making in-season tweaks, the impact of the Trajekt machine, what made him want to pitch for Canada at the World Baseball Classic, and advice he'd give to young baseball players. The views and opinions expressed in this podcast are those of the hosts and guests and do not necessarily reflect the position of Rogers Sports & Media or any affiliates.

Solve Parallel questions like Ben and Nathan. Try the question (subscription required). Read more on our website. Email daily@lsatdemon.com with questions or comments. Watch this episode on YouTube!More LSAT Demon Resources.

In episode 570 of 'Coffee with Butterscotch,' the brothers get into the messy final stretch of shipping How Many Dudes, where winding down development and winding up publishing have to happen at the same time. They break down why localization turns a simple task like screenshots into a sprawling multi-platform nightmare, and what it actually takes to coordinate QA, store pages, and platform partners when the clock is ticking. It's a look at why the last 97 days before launch can feel just as chaotic as the first.Support How Many Dudes!Official Website: https://www.bscotch.net/games/how-many-dudesTrailer Teaser: https://www.youtube.com/watch?v=IgQM1SceEpISteam Wishlist: https://store.steampowered.com/app/3934270/How_Many_Dudes00:00 Cold Open00:16 Introduction and Welcome01:50 Navigating Game Development and Marketing04:38 The Final Push to Launch07:57 Balancing Development and Publishing10:47 The Complexities of Localization and Platform Integration16:41 The Complexity of Screenshot Requirements19:21 Parallel Development Challenges22:29 Automating Screenshot Processes26:34 The Role of Publishers in Development30:26 Navigating Platform-Specific Requirements36:55 The Challenges of Marketing and Publishing42:54 Lessons from Larger Organizations46:40 The Risks of Outsourcing and Finding the Right Partners53:58 Balancing Internal and External Resources59:51 Looking Ahead to Launch and Final PreparationsOther things mentioned:Sam giving a talk in Chris Zukowski's “How to Market a Game” conference on Thursday, April 30th, at 10am EST:https://howtomarketagame.com/inside/To stay up to date with all of our buttery goodness subscribe to the podcast on Apple podcasts (apple.co/1LxNEnk) or wherever you get your audio goodness. If you want to get more involved in the Butterscotch community, hop into our DISCORD server at discord.gg/bscotch and say hello! Submit questions at https://www.bscotch.net/podcast, disclose all of your secrets to podcast@bscotch.net, and send letters, gifts, and tasty treats to https://bit.ly/bscotchmailbox. We also built Ludokit, a tool for managing store pages, promo art, localization, achievements, credits, fonts, change logs, and more. Check it out at https://ludokit.com!Finally, if you'd like to support the show and buy some coffee FOR Butterscotch, head over to https://moneygrab.bscotch.net. ★ Support this podcast ★

JUDGMENT ON evil kings and fallen angels is a major theme of the section of 1 Enoch called the Book of Parables.  This week, we discuss the vision of a deep valley where “angels of punishment” prepare “instruments of Satan” for kings and mighty men who've rebelled against God—and a second valley where “iron chains of immeasurable weight” are “prepared for the hosts of Azazel.” Our reading today ends with the prophecy of the final war against heathen powers. We discussed the historical background of the reference to the Parthians and Mead, and note comparisons to the prophecies of Ezekiel 39 (especially 39:11 and the reference to the Valley of the Travelers), and Zechariah 12 and 14.  Sharon's niece, Sarah Sachleben, has been diagnosed with stage 4 bowel cancer, and the medical bills are piling up. If you are led to help, please go to GilbertHouse.org/hopeforsarah. Our new book The Gates of Hell is now available in paperback, Kindle, and as an audiobook at Audible! Derek's new book Destination: Earth, co-authored with Donna Howell and Allie Anderson, is now available in paperback, Kindle, and as an audiobook at Audible! If you are looking for a text of the Book of 1 Enoch to follow our monthly study, you can try these sources: Parallel translations by R. H. Charles (1917) and Richard Laurence (1821)Modern English translation by George W. E. Nickelsburg and James VanderKam (link to book at Amazon)Book of 1 Enoch - Standard English Version by Dr. Jay Winter (link opens free PDF)Book of 1 Enoch - R. H. Charles translation (link opens free PDF) The SkyWatchTV store has a special offer on Dr. Michael Heiser's two-volume set A Companion to the Book of Enoch. Get both books, the R. H. Charles translation of 1 Enoch, and a DVD interview with Mike and Steven Bancarz for a donation of $35 plus shipping and handling. Link: https://bit.ly/heiser-enoch Follow us! • X: @gilberthouse_tv | @sharonkgilbert | @derekgilbert• Substack: GilbertHouse.substacdk.com | SharonKGilbert.substack.com• Telegram: t.me/gilberthouse | t.me/sharonsroom | t.me/viewfromthebunker• YouTube: @GilbertHouse | @UnravelingRevelation | @thebiblesgreatestmysteries• Facebook.com/GilbertHouseFellowship Thank you for making our Build Barn Better project a reality! We truly appreciate your support. If you are so led, you can help out at GilbertHouse.org/donate. Get our free app! It connects you to these studies plus our weekly video programs Unraveling Revelation and A View from the Bunker, and the podcast that started this journey in 2005, P.I.D. Radio. Best of all, it bypasses the gatekeepers of Big Tech! The app is available for iOS, Android, Roku, and Apple TV. Links to the app stores are at www.gilberthouse.org/app/. Video on demand of our best teachings! Stream presentations and teachings based on our research at our new video on demand site! Gilbert House T-shirts and mugs! New to our store is a line of GHTV and Redwing Saga merch! Check it out at GilbertHouse.org/store! Think better, feel better! Our partners at Simply Clean Foods offer freeze-dried, 100% GMO-free food and delicious, vacuum-packed fair trade coffee from Honduras. Find out more at GilbertHouse.org/store. Our favorite Bible study tools! Check the links in the left-hand column at www.GilbertHouse.org.

Lucia de Berk was a Dutch pediatric nurse convicted in 2003 of murdering patients. The evidence: she was present during unexplained deaths, statistical correlation suggested her presence wasn't coincidence, and medical experts interpreted clinical events as deliberate harm. She was sentenced to life in prison. In 2009, a court accepted the deaths were natural. She was completely innocent. She served six years for crimes that never happened.The experts who helped overturn de Berk's conviction say the Lucy Letby case follows the same pattern. The same type of evidence. The same structural flaws. The same certainty built on the same kinds of assumptions.Dr. Shoo Lee, the neonatologist whose own research was cited at Letby's trial, assembled a panel of fourteen international medical experts who reviewed every case. Their conclusion: no evidence of murder in any of the seventeen cases. The Royal Statistical Society criticized the prosecution's use of numbers. A police consultant statistician was told to stop her analysis. The handwritten notes prosecutors called a confession were reportedly written on a counselor's advice. And the door-swipe data was found to have been mislabeled.The CPS declined additional charges in January 2026. Thirty-one expert reports were submitted to the CCRC in February 2026.Part four of five. The parallel is real. The challenge is professional. And the conviction is being tested by the very kind of evidence that overturned the last case just like it.Join Our SubStack For AD-FREE ADVANCE EPISODES & EXTRAS!: https://hiddenkillers.substack.com/Want to comment and watch this podcast as a video? Check out our YouTube Channel. https://www.youtube.com/channel/UC8-vxmbhTxxG10sO1izODJg?sub_confirmation=1Instagram https://www.instagram.com/hiddenkillerspod/Facebook https://www.facebook.com/hiddenkillerspod/Tik-Tok https://www.tiktok.com/@hiddenkillerspodX Twitter https://x.com/TrueCrimePodThis publication contains commentary and opinion based on publicly available information. All individuals are presumed innocent until proven guilty in a court of law. Nothing published here should be taken as a statement of fact, health or legal advice.#LucyLetby #TrueCrimeToday #NurseOfDeath #LuciaDeBerk #WrongfulConviction #CCRC #ShooLee #TrueCrime #CountessOfChester #CrimePodcast

Looking for your next great historical fiction read? Joe is joined by Amy Allen Clark, host of the Book Gang Podcast, to share standout historical fiction recommendations to add to your TBR.  From immersive, character-driven stories to sweeping narratives that bring the past to life, this episode highlights books that will stick with you long after the final page. Amy brings her expertise in discovering buzzy and noteworthy titles, while Joe adds a few picks of his own—including one unexpected curveball.  Whether you're a longtime historical fiction reader or just looking for a place to start, this episode is packed with compelling recommendations across time periods and styles.  Looking for the video version of our show? Check out the Libby App YouTube channel!  Book recommendations: Amy's Picks:  The Half Life - Rachel Beanland  Scandalous Women - Gill Paul  The Final Revival of Opal and Nev - Dawnie Walton  The Foursome - Christina Baker Kline  Happy Land - Dolen Perkins-Valdez  Joe's Picks:  Let's Call Her Barbie – Renée Rosen  Disco Witches of Fire Island – Blair Fell  The Hounding – Xenobe Purvis  Dead Eleven – Jimmy Juliano  Silver Nitrate – Silvia Moreno-Garcia  Flung out of Space – Grace Ellis & Hannah Templer  Stage Dreams – Melanie Gillman  The Legend of Auntie Po – Shing Yin Khor  Parallel – Matthias Lehmann    Who's in this episode:   Amy Allen Clark, Book Gang Podcast – links  Articles referenced:   https://bookriot.com/what-makes-a-book-historical-fiction/   https://celadonbooks.com/what-is-historical-fiction/   https://historicalnovelsociety.org/defining-the-genre-2/  Time stamps:  00:00:00 Title 00:00:23 Intro 00:00:53 Hello to Amy!  00:01:30 What is Historical Fiction, and what defines it?  00:04:28 Amy's thoughts on Historical Fiction 00:12:11 Historical Fiction Recommendations 01:07:28 Outro   Readers can sample and borrow the titles mentioned in today's episode in Libby. Library friends can add these titles to their digital collections for free in OverDrive Marketplace and Kanopy. Check out our Cumulative List for the whole season, or this list for today's episode!  Looking for more bookish content? Check out the Libby Life Blog!  We hope you enjoy this episode of Book Lounge by Libby. Be sure to rate, review and subscribe on Apple Podcasts, Spotify, or wherever you listen! You can watch the video version of our show on the Libby App YouTube channel. Keep up with us on social media by following the Libby App on Instagram!   Want to reach out? Send an email to bookloungebylibby@overdrive.com. Want some cool bookish swag? Check out our merch store at: http://plotthreadsshop.com/booklounge!  Learn more about your ad choices. Visit megaphone.fm/adchoices

What if the future of real estate, health, and human connection isn't about building more… but about restoring what we've already broken? Help restore 15,000 lost trees and protect a critical ecosystem: https://www.paypal.com/donate/?hosted_button_id=5ARPGDXUKUK4C Every dollar goes directly to rebuilding this living forest and bringing the land back to life. In this powerful conversation, Darin sits down with Caroline Howell, CEO of Canopy Development Company, to explore a radically different vision for how we live, build, and relate to the natural world. From a high-performance career in investment banking to a full nervous system collapse, Caroline shares the deeply personal journey that led her to Panama, and ultimately to regenerating one of the most endangered ecosystems on Earth. This episode is a deep exploration of regenerative development, land stewardship, decentralization, and human sovereignty, and why the future may depend on our ability to rebuild both ecosystems and communities from the ground up. What You'll Learn How burnout and illness can catalyze a complete life transformation Why regenerative development builds with nature, not on top of it The importance of restoring degraded ecosystems like tropical dry forests How technology can be used to measure and support biodiversity Why modern agriculture is failing both land and farmers The concept of a "living currency" tied to life and regeneration How decentralization can restore human sovereignty Why community and local systems are critical for resilience The hidden mental health crisis among farmers Simple ways to shift from a reactive life to a creator mindset Chapters 00:00:03 – Opening: Creating a roadmap to a SuperLife 00:00:32 – Sponsor: Therasage and nature-based wellness technology 00:03:05 – Introducing Caroline Howell and her journey from finance to regeneration 00:04:02 – Restoring 400 acres of degraded land in Panama 00:04:49 – Fire destroys 15,000 newly planted trees and the urgency of restoration 00:06:19 – Beginning the conversation: regeneration and human connection 00:07:24 – Caroline's origin story: growing up in Iowa and connection to land 00:09:07 – Athletics, discipline, and pushing physical limits 00:10:42 – Investment banking, burnout, and nervous system collapse 00:11:31 – Failure of the healthcare system and misdiagnosis 00:12:18 – Panama trip and the moment everything changed 00:12:40 – "Coming home" to the body and feeling true health again 00:13:38 – From intuition to action: building a new life in Panama 00:14:30 – Healing through nature and ecosystem immersion 00:15:13 – Acquiring degraded cattle land and starting restoration 00:16:31 – Tropical dry forest: the most endangered ecosystem 00:17:16 – Planting 40,000 trees and achieving 95% survival rate 00:18:28 – Rethinking real estate: building within ecosystems 00:19:15 – Sponsor: Bite toothpaste and reducing plastic waste 00:21:10 – Designing environments where humans reconnect with nature 00:22:06 – Reforestation cycles and planting strategies 00:22:56 – Watching wildlife return and ecosystems revive 00:23:21 – Integrating local ranchers into regenerative systems 00:24:17 – Soil degradation and financial struggles in agriculture 00:25:02 – Using cattle as tools for regeneration 00:26:21 – Moving beyond reductionist thinking to systems thinking 00:27:57 – Measuring land health with sensors and bioacoustics 00:28:51 – Treating land as the primary stakeholder 00:29:52 – Using technology to support living systems 00:30:20 – Energy demands of Bitcoin, AI, and modern systems 00:31:14 – The idea of a "living currency" based on life generation 00:32:05 – Why current systems reward extraction instead of regeneration 00:33:26 – Expanding regenerative models and scaling responsibly 00:34:15 – Deep listening to land before expansion 00:35:04 – Zero-waste construction and modular housing innovation 00:36:11 – Sponsor: Manna Vitality and frequency-based wellness 00:38:06 – The mental health crisis among farmers 00:39:25 – The loss of pride and sustainability in farming 00:40:32 – Seeing thriving ecosystems vs dead land 00:41:41 – The collapse of unsustainable systems 00:42:39 – Living systems vs artificial systems 00:43:30 – Reframing carbon as a life force 00:44:24 – Is it too late to fix the planet? 00:45:07 – Nature's resilience and examples like Chernobyl 00:46:03 – Untapped energy potential in natural systems 00:46:55 – "The Town of Today" vs cities of the future 00:47:46 – Implementing solutions now instead of waiting 00:48:10 – Parallel realities: those who change vs those who don't 00:49:00 – Personal transformation through breakdown 00:49:21 – Life doesn't require consensus to evolve 00:50:03 – Shared human desires across all cultures 00:50:55 – Community accountability and deeper connection 00:51:18 – The Dunbar number and optimal community size 00:52:20 – Loneliness in large cities vs connection in small communities 00:53:26 – Decentralization and reclaiming sovereignty 00:55:24 – Anxiety from losing control over basic resources 00:56:20 – Food, water, and energy independence 00:57:20 – The future of real estate as stewardship 00:58:10 – Finding hope in a disconnected world 00:59:14 – Moving from victim mindset to creator mindset 01:00:02 – Creating new options in daily life 01:00:57 – Building resilience through small actions 01:01:39 – Personal growth through expanding environments 01:02:30 – Final reflections on agency and possibility 01:14:00 – Closing thoughts and outro Thank You to Our Sponsors Therasage: Go to www.therasage.com and use code DARIN20 at checkout for 20% off Bite Toothpaste: Go to trybite.com/DARIN20 or use code DARIN20 for 20% off your first order. Manna Vitality: Go to mannavitality.com/ and use code DARIN12 for 12% off your order. Find More from Caroline Howell Website: canopyvenao.com Instagram: @caroline.m.howell Donate:Azuero Eco Foundation Find More from Darin Olien: Instagram: @darinolien Podcast: SuperLife Podcast Website: superlife.com Book: Fatal Conveniences Key Takeaway "The future isn't something we have to wait for—it's something we can build right now. When we shift from extraction to regeneration, from disconnection to community, and from reaction to creation, we don't just heal the land… we reclaim our power, our health, and our place within the living systems that sustain us."