Podcasts about Dual

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Best podcasts about Dual

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Latest podcast episodes about Dual

Going Long Podcast with Billy Keels
The Dual-Track Blueprint: Leveraging Corporate Acumen to Scale Side Assets - Will Holdren

Going Long Podcast with Billy Keels

Play Episode Listen Later Jul 23, 2026 37:17


Are you a senior corporate executive or high-performing leader sitting on immense professional capital, yet wondering how to safely translate your day-to-day corporate discipline into personal cash-flowing assets?   In this dynamic guest conversation, host Billy Keels sits down with Will Holdren—the founder of Aureate Properties LLC, host of the Will Power Podcast, and an elite professional operating within a high-net-worth family office. Will pulls back the curtain on his rapid career trajectory, sharing how he launched a podcast as a junior in high school to interview over 250 successful individuals, ultimately bypassing standard resume templates to secure a highly sophisticated corporate role. Discover how Will structures his 168 hours to cleanly isolate his 9-to-5 client execution from his 5-to-9 real estate projects, how he navigates multi-entity liability structures to decrease tax exposure, and why practicing the power of saying "no" to superficial distractions is the ultimate baseline for long-term career optionality.  

Packet Pushers - Full Podcast Feed
PP118: IPv6 Risks In Dual-Stack Environments (i.e. Most Environments)

Packet Pushers - Full Podcast Feed

Play Episode Listen Later Jul 21, 2026 63:25


Unless you’ve intentionally migrated to all-IPv6, you’re operating in a dual-stack environment. And if you haven’t accounted for v6 in your monitoring and security, you leave yourself open to risks. Today we dig into some of those risks, including VPN breakouts and how attackers can use unmanaged v6 to bypass security tools. Our guest is... Read more »

The Second Phase Podcast - Personal Branding & Brand Marketing and Life Strategies for Success for Female Entrepreneurs

When Leadership Looks Good but Feels Broken Haley Cooper's professional life was impressive by any measure. The Secret Life Behind the Competent Leader Haley describes leading two completely separate lives. Living in a Constant State of Fear At the heart of Haley's struggle was unrelenting anxiety. The Turning Point: Surrender and Sobriety For Haley, the turning point came on March 31, 2025. What to Do If You Recognize Yourself in This Story If you are a leader reading this and something feels familiar, Haley has a clear message. Y Leading Others Starts with Leading Yourself One of the most profound shifts in Haley's recovery has been in her role as a parent. There Is No Shame in Asking for Help The final message from Haley's story is one of radical worthiness. Website for Haley Cooper Additional Resources The Gift of Imperfection by Rene Brown Finding Your Superpowers: Leaning into personal values and dropping comparison Addiction and Parenting: Truths Every Parent Needs Reduce Anxiety and Get Healthy with Amino Acid Therapy Do You Believe Your Self-Talk? Links for You, Me, and Anxiety: Parent Book Teen Book Schedule a free consultation discovery call with Robyn. Download the free eBook: Alleviate Anxiety by Developing Healthy Habits for a Healthy Mind Read the full show notes and access all links.

Jigs and Bigs
Ep. 332: WIN a FULLY RIGGED Ranger Bass Boat! World Bass Enterprises' Brian Bird talking Average Joes and Champions in the Beef Seat!

Jigs and Bigs

Play Episode Listen Later Jul 20, 2026 183:44


Enter to win WBE's Ranger Z521R 55th Anniversary Limited Edition 2023 bass boat (Brian Bird's personal boat worth an estimated $84K!). Enter with a qualifying merch purchase:https://wbe-the-champions.checkoutstores.com/SWEEPSTAKES INFORMATION: NO PURCHASE NECESSARY TO ENTER OR WIN IN THE WORLD BASS ENTERPRISES “MERCHANT STORE” SWEEPSTAKES. Open to legal residents of the 48 US & DC, 18 or older. Void in AK, HI & where prohibited. Sweepstakes starts 12:00 AM ET 7/6/26 and ends 11:59 PM ET 9/20/26. For details on how to enter without purchase and complete Official Rules, which govern, visit https://www.worldbassenterprises.com/merchant-store-sweepstakes.Here's that link to the Hookset Hoodlums X Jigs & Bigs BCRF Charity Slot Tournament! https://app.fishingchaos.com/tournament/EMMhJZlBMtgYH1sKJ8Z7Online

This Week in Virology
TWiV 1341: Phage breaks and COVID origins

This Week in Virology

Play Episode Listen Later Jul 19, 2026 99:32


TWiV explains research that reveals dual activity of a phage-encoded lysin that modulates infection dynamics in a mycobacteriophage, and refutes a proposed link between the SARS-CoV-2 furin cleavage site and mouse-adapted MERS-coronavirus MA30. Hosts: Vincent Racaniello, Kathy Spindler, Angela Mingarelli, and Jolene Ramsey Subscribe (free): Apple Podcasts, RSS, email Become a patron of TWiV! Links for this episode Support science education at MicrobeTV Positions in Rosenfeld Lab (email) Dual activity of phage-encoded lysin (mBio) Furin cleavage site and SARS-CoV-2 origins (PNAS) Theories on SARS-CoV-2 origins (CR Biol) Timestamps by Jolene Ramsey. Thanks! Picks of the Week Angela – Pigeons. An underappreciated animal. Superparamagnetic macrophages, cancer detectors, mirror mark test Kathy – Wednesday's APOD and Graphene Jolene – Microbial Puppet Masters science exhibit, 3D-models linked in their paper Vincent – Beyond Inheritance by Roxanne Khamsi (TWiEVO 126) Listener Pick Lana – The Episodic Table of Elements Intro music is by Ronald Jenkees Send your virology questions and comments to twiv@microbe.tv Content in this podcast should not be construed as medical advice.

PodMed TT
Continuing dual antiplatelet therapy, Alzheimer's, infections in US hospitals, and algorithms for diagnosing PE

PodMed TT

Play Episode Listen Later Jul 17, 2026


This week's topics include continuing dual antiplatelet therapy after stenting, amyloid depletion in Alzheimer's, infections in US hospitals, and algorithms for diagnosing PE in people with cancer.

Pure Trance Radio Podcast with Solarstone
Pure Trance Radio Podcast 488

Pure Trance Radio Podcast with Solarstone

Play Episode Listen Later Jul 16, 2026 115:24


01. Cassiamusik - Echoes of the Memory [The Soundgarden] 02. Atlantis - Fiji (Yeadon Remix) [Anjunabeats] 03. Hyperbolic Function - For Your Love [Pure Progressive] 04. Das Pharaoh & SHERRNX - Astral Abyss [UV] 05. Oliver Harper - Antioch [The Soundgarden] 06. Dominion - 11 Hours (James Harcourt Remix) [Lost Language] 07. BT & Jan Johnston - Mercury & Solace (Sasha Remix) [Black Hole Recordings] 08. Orkidea - XP100 [Pure Progressive] It's Not The Kind Of Thing We Usually Play... But We Like It Anyway: 09. Yotopia - Lost in the Jungle [Iboga Records] 10. David Broaders - Shearwater [Euphonic] 11. Dual 56 - Another Place (Alternative Mix) [Pure Trance] 12. FROM ORBIT - Dont Turn It Off [7AM] 13. Sean Tyas - Lift (Trance Mums Remix) [Armada Captivating] Solarstone's Big Tune: 14. Mark Sherry - We Are The Universe (Mallorca's Superstar) (Solarstone Pure Mix) [Black Hole] 15. Jonas Steur - For Eternity [Pure Trance] 16. C-Systems & MIDI Kittyy - Under The Sun [Black Hole] 17. Paul Miller - The Journey Within [FSOE] 18. Enigma State & Peter Steele - Identify [Regenerate] 19. Solarstone - Solarcoaster (Superstrings Remix) [Armada] Oh Yeah: 20. Part Time Killer - Two Worlds Apart (Gary Maguire Remix) [Pure Trance NEON] Chillout Moment: 21.Evolution / Sharl - Sanctuary [Futurilla Sound]

Socialist Revolution
On Communist Strategy: Dual Power, Mutual Aid, Elections

Socialist Revolution

Play Episode Listen Later Jul 14, 2026 78:41


Communism has never been more popular than now—but millions of people are asking what we should be doing. Meanwhile, a revolution is unfolding before our eyes in Pakistan-administered Kashmir. ✊Join the fight against capitalism: https://communistusa.org/join/

Shan and RJ
Hour 4: Bryce Harper-Fan Dual controversy and who made the Madden 99 club

Shan and RJ

Play Episode Listen Later Jul 14, 2026 32:56


Bryce Harper-Fan Dual controversy and who made the Madden 99 club.

The Morning Agenda
PA Headlines | July 14 | Fort Indiantown Gap is home to a rare butterfly.

The Morning Agenda

Play Episode Listen Later Jul 14, 2026 10:46


The Pennsylvania Department of Military and Veterans Affairs wildlife staff is holding butterfly tours. The training grounds at Fort Indiantown Gap house the only population of the eastern regal fritillary butterfly in the world.A group of Pennsylvania residents is working to revive the colonial practice of growing flax one square yard at a time.Dual sport motorcycle riders now have 20 miles of new trails to ride on state forest land. A report from our partners at Spotlight PA says Republican state senator Greg Rothman made money from the sale of a $30 million property to a developer building a data center in Cumberland County.Congressman Glenn Thompson is joining the U.S. Department of Agriculture to support Pennsylvania apple growers who suffered catastrophic losses from a late-April freeze that destroyed crops. They're attempting to streamline and add flexibility in the crop insurance process.Pennsylvania State Police investigated 635 crashes that resulted in 128 injuries and six fatalities over the July 4 weekend.AndAttorney General Dave Sunday, along with 48 other attorneys, is calling on the FCC to help cut off scammers' access to real phone numbers.It's been one year since public media's federal funding was revoked. Thanks to our community, we're still here for you and looking toward the future. Join the thousands of members who are building a stronger WITF. Go to  www.witf.org/givenow. And thank you.

Jigs and Bigs
Ep. 331: The bait that might save you in the summer! Plus local fisheries ecologist Julian Burgoff in the Beef Seat!

Jigs and Bigs

Play Episode Listen Later Jul 13, 2026 213:40


As mentioned in the show; here's some links for the events we mentioned. Texas... time to show the fuck up!!!Link for the 7/18 Slot Tourney: https://app.fishingchaos.com/tournament/zjExCXsaEKB89qsuMr3BLink for the TEXAS Team August Tourney: https://app.fishingchaos.com/tournament/taypLs8CriK906GMQfi9Here's that link to the Hookset Hoodlums X Jigs & Bigs BCRF Charity Slot Tournament! https://app.fishingchaos.com/tournament/EMMhJZlBMtgYH1sKJ8Z7Online

Get Fed Today
Sandy Adams: Dual Citizens

Get Fed Today

Play Episode Listen Later Jul 13, 2026


Today's sermon is Dual Citizen by Sandy Adams Find more teaching from Pastor Sandy at www.sandyadams.org

citizens dual pastor sandy sandy adams
That's Not Real Climbing
Meagan + C Lad - SPONSORED belayers?!

That's Not Real Climbing

Play Episode Listen Later Jul 13, 2026 82:59 Transcription Available


Meagan Knecht and C Lad are both level 5 belayers in the USA who are also helping out with belay training videos for World Climbing. In this episode, we'll debunk the myth that women can't belay men or heavier climbers, we'll learn about the problems with Assisted Braking Device (ABD)requirements in gyms, and of course, we'll talk about how to get into high level belaying and how they became SPONSORED belayers thanks to Trango.Guest links:USA Belay InstagramC Lad's InstagramMeagan's InstagramUSA Belay YouTubeReference links:Wujiang 2025 Belayer Aiding ClimberThank you Mad Rock for sponsoring this episode! Use code 'notrealclimber' for 10% off your ENTIRE order, even if you're a returning customer! https://madrock.com/Learn more about the podcast at www.thatsnotrealclimbingpodcast.comFollow on Instagram at https://www.instagram.com/thatsnotrealclimbingpodcastJoin the FREE community in Discord! https://discord.gg/QTa668g8zpJoin Patreon for a welcome gift, deleted scenes, and question priority: www.patreon.com/thatsnotrealclimbingpodcastTimestamps of discussion topics0:00 - Intro1:29 - Mad Rock Shoutout!!2:19 - Excitement for Pan-American series4:21 - Getting into climbing and belaying14:02 - AUDIENCE Q: Difference between an avg vs elite belayer?20:26 - Work that allows the flexibility for travel22:48 - How to get into belaying at a high level27:43 - Setting the standard for World Climbing34:36 - ATC vs ABDs in gyms39:06 - The belayer's unique pivotal role43:41 - Snugroping?45:28 - Athlete interactions48:00 - Dual-belay system52:44 - Is it too late to become an Olympics belayer? 56:42 - Being sponsored as belayers1:01:54 - Why is belaying para the best?1:08:46 - Routesetting that makes belaying harder1:14:25 - AUDIENCE Q: What's it like to walk up to an Olympian and belay them?1:16:59 - AUDIENCE Q: Favorite venue to belay at?1:18:33 - Where to find the beladies and words of wisdom

PodMed TT
Hip prosthesis, pulmonary fibrosis, respiratory viruses, and GLP-1s

PodMed TT

Play Episode Listen Later Jul 10, 2026 13:15


Program notes:0:40 Online prescribing of GLP1s1:44 Physician asks a number of questions2:44 Interaction to approval about five minutes3:30 Respiratory outbreak mitigation in nursing homes4:30 Using PCR-based test in the nursing home5:30 No difference in outbreak number or size6:35 Avoid 64,000 ED transfers in U.S.7:32 Residents reap many benefits8:00 Inhalation treatment for pulmonary fibrosis9:00 Clinical worsening in fewer patients10:01 Dual-mobility total hip replacement11:04 Substantially reduced risk of dislocation12:05 Substantial number require revision previously13:15 End

Sense by Meg Faure
The Dual Legacy: What Every Parent Should Know About Money and Values | S9 | E218

Sense by Meg Faure

Play Episode Listen Later Jul 9, 2026 28:35


Most parents think legacy means a will they'll sort out one day. Certified financial planner from Meta Heights Capital, Lerato Mahasha says that's only half the story.Meg and Lerato talks to about the "dual legacy": the assets you leave behind and the values that go with them. Lerato explains why families over-index on money and leave values to "someday."They cover which debts to kill first, why retirement usually beats education savings and the biggest money mistake parents make in a child's first five years. Lerato also breaks down what happens to your children and your estate if you die without a will, and how to actually choose a guardian.IN THIS EPISODE YOU'LL LEARNWhat the "dual legacy" is, and why most families only plan for half of itThe first financial move to make, even on a tight budgetRetirement or education savings: which comes firstThe biggest money mistake parents make in the first five yearsWhat happens to your children and estate if you die without a willSimple ways to pass down values through stories and family traditionsABOUT THE GUESTLerato Mahasha is a Certified Financial Planner at Meta Heights Capital, helping families build financial strategies alongside wills, trusts and estate planning.REACH OUT TO META HEIGHTS CAPITALSocial Media Tags:InstagramWebsiteTikTokSign-up linkABOUT THE SENSE BY MEG PODCASTSense by Meg is a weekly podcast for parents who want evidence-based, compassionate guidance. Hosted by OT, author and parenting expert Meg Faure, each episode brings together expert insight and real-world experience to help parents feel informed and supported. The podcast is proudly associated with Parent Sense, the all-in-one parenting app for routines, sleep, nutrition and expert advice.Parent Sense App: Your all-in-one baby care app for routines, nutrition and expert advice.FOLLOW USMeg FaureInstagramLinkedInWebsiteParent SenseInstagramLinkedInWebsite#SenseByMegFaure #ParentSense #FamilyLegacy #FinancialPlanning #ParentingAdvice #WillsAndEstates #MoneyAndFamily #GenerationalWealth #MegFaure #ParentingPodcast

Live Love Thrive with Catherine Gray
Dual Gender VC Funds with Sarah Lerner-Mantel and Catherine Gray Ep. 497

Live Love Thrive with Catherine Gray

Play Episode Listen Later Jul 8, 2026 25:27


Today on the Invest In Her Podcast, host Catherine Gray talks with Sarah Lerner-Mantel, Managing Partner at Roll Tack Ventures, a Midwest-based venture capital firm investing in Series A and B B2B technology companies that drive growth, improve efficiency, and reduce risk. Before launching Roll Tack Ventures, Sarah helped scale Wayfair's 33-million-SKU marketplace and co-founded a med-tech company that developed an innovative ventilator during COVID-19, leading the company through acquisition. Her mission is to help exceptional founders grow industry-defining companies by providing not only capital, but meaningful strategic support and connections.  In this episode, Catherine and Sarah explore what it really takes for startups to raise venture capital, the difference between Series A and Series B funding, and why the Midwest is an untapped opportunity for innovation despite generating a quarter of U.S. GDP. Sarah shares how Roll Tack Ventures partners with founders by opening doors to customers—not just writing checks—and discusses her own entrepreneurial journey from startup founder to venture capitalist. They also discuss the importance of increasing women's representation in venture capital, how investors evaluate companies, why founders should better understand the venture funding process, and how education can encourage more women to become both founders and investors. Whether you're building a company, considering venture investing, or simply curious about how innovation gets funded, this conversation offers valuable insights from both sides of the investment table.  Websites Mentioned Roll Tack Ventures – https://rolltackventures.com Show Her The Money – https://showherthemoneymovie.com She Angel Investors – https://www.sheangelinvestors.com   Follow Us On Social Facebook @sheangelinvestors Twitter (X) @sheangelsinvest Instagram @sheangelinvestors & @catherinegray_investinher LinkedIn @catherinelgray & @sheangels   #InvestInHer #WomenInBusiness #WomenFounders #WomenEntrepreneurs #VentureCapital #VC #StartupFunding #SeriesA #SeriesB #FounderJourney #B2BTech #TechStartups #Innovation #FemaleInvestors #WomenInVC #AngelInvesting #WomenWhoInvest #BusinessGrowth #Leadership #Entrepreneurship #ScalingStartups #MidwestStartups #FounderLife #StartupSuccess #CatherineGray  

The International Business Podcast
#147 China, inside the mind of the dragon: tariffs, tech wars, and new growth

The International Business Podcast

Play Episode Listen Later Jul 8, 2026 130:28


China is a complete and complex system with its own history, internal logic, and implicit rules that influence every business decision taken inside its borders. In this episode we connect leadership, policy, infrastructure, and culture to the practical question of how to operate in and with China in 2026.Over six months, Leonardo Marra combined deep reading with interviews from eight professionals who work inside the Chinese context every day, including coaches, market advisers, joint venture managers, recruiters, and marketers. Their answers sit alongside narrative sections that trace how China moved from Mao's planned economy to today's mix of Party control, industrial capacity, and technological ambition.Chapters in this episodeLeaders: from Mao to Xi – How leadership choices still influence business today.FDI and Special Economic Zones – From export factories to “in China, for China”.The Five Year Plan – Reading the Fifteenth Plan as a strategy signal.The Dragon's Roads: BRI – Belt and Road projects, opportunities, and risks.China and the United States – Tariffs, export controls, and tech ecosystems.China's new growth model – Dual circulation, new productive forces, and slower growth.Operating in and with China – Three ways to work with China: manufacture, source, or sell.--------If you work with Asia or in Asia and want to understand it properly, you are in the right place. Business culture, and intercultural stories. ⁠Join the “Asia With Leonardo” newsletter⁠.-------⁠"Asia with Leonardo library"⁠, if you want even deeper content. Structured, evergreen deep-dives for professionals working in or with Asia. Country-based briefings on modern history, business culture, and key companies, with audio and concise PDF summaries.--------Guests:Gabor Holch – Intercultural leadership coach, founder of East West Leadership, and author of Dragon Suit: The Golden Age of Expatriate Executives in China. More than two decades coaching senior leaders in China and East Asia on how to adapt their leadership style without losing themselves.Pearl Lai – Sales strategy and GTM adviser for multinationals entering or scaling in China, designing localised sales processes, channel playbooks, and training programmes, with a focus on turning global strategy into local execution.Ivo Ganchev – International relations scholar in Beijing, Assistant Professor at Beijing Foreign Studies University and Director of Corporate Education. Completed a PhD in Comparative Politics in Chinese and works with executives on how China's political system thinks about strategy.Manfred Huschka – Founder. Advising Western companies that work with Chinese manufacturers on supplier selection, quality expectations, and cross‑cultural project management.Manuel Murrenhoff – MD of a Wuxi joint venture between Swiss group Bühler and Canadian company Premier Tech, with previous leadership roles in Vietnam, Nigeria, Kenya, and China, bringing a comparative view on industrial capabilities and risk.Miriam Wickertsheim – German recruiter and general manager in China, 17+ years connecting international companies with talent, creator of the “China Perspectives” channel, and close observer of how the talent market has evolved.Olivia Plotnick – Founder of Wai Social, a Shanghai‑based social media agency helping international brands on WeChat, Xiaohongshu, and Douyin, combining client work with a 60‑day trip through 30+ cities focused on retail and youth culture.Richard Loomans – Intercultural management consultant from the Netherlands, with over twenty years in international trade and risk, now focusing on power distance, collectivism, and communication style, and how these dimensions affect cooperation with Chinese partners.This episode is designed for managers and executives who prefer to base their China decisions on context and evidence rather than short summaries, and who want to hear from people dealing with China's realities on a daily basis.

ChatGPT: News on Open AI, MidJourney, NVIDIA, Anthropic, Open Source LLMs, Machine Learning

In this episode, we spotlight the revolutionary dual-mode model from OpenAI. We'll explore its wide-ranging impacts across various industries.Chapters00:00 Introduction to AI Chat Daily00:44 OpenAI's GPT Live One Launch06:09 China Flags Claude Code08:14 NVIDIA's Nemotron 3 Ultra10:00 Meta's AI Glasses Developments11:44 OpenAI Chief Futurist Departure Show LinksGet the top 80+ AI Models for $8.99 at AI Box: ⁠⁠https://aibox.aiHow I Grow and Scale My Business with AI: https://www.skool.com/aihustleGet the AI Chat Daily Newsletter: https://www.aichatdaily.com/newsletter See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Skincare Confidential
The Evolution of Fractionated Lasers: Fraxel, FTX & Clear + Brilliant with Dr. Rishi Chopra

Skincare Confidential

Play Episode Listen Later Jul 7, 2026 26:33


Homeschool Mama Self-Care: Turning Challenges into Charms
Navigate Homeschool High School (What You Need to Know)

Homeschool Mama Self-Care: Turning Challenges into Charms

Play Episode Listen Later Jul 7, 2026 36:45


Transitioning from homeschooling the early years to high school is a significant shift—for both you and your teen. It's not just about choosing the right curriculum or making sure they meet graduation requirements. It’s about fostering independence, supporting their personal growth, and adjusting to your evolving role as a homeschool mom as you navigate homeschool high school. If you're wondering how to confidently guide your homeschooler through these years, know that this is a typical concern at this transition season. Let's explore what this transition really looks like and how you can set your teen (and yourself) up for a satisfying experience. https://youtu.be/j7MClbBT3Sw?si=X-6czZiT2yXcryp_ How to Succeed at Navigating Homeschool High School with Confidence “Am I Covering Enough?” The Silent Worry of Every Homeschool Mom A homeschool mom recently shared with me: “Oh man, I am in that zone of figuring out how to finish the year in a fun, explorative way while also battling those ‘Am I covering enough?' thoughts. I know we're really okay, but I think it gets stressful as I'm listening to other families beginning to worry about high school and college. I don't want my kids' education to be reduced to a test score, but I do wonder if it would be easier than compiling a portfolio for each child.” Does this sound familiar? If you're navigating the transition from “learning through play” to “we should probably get serious about high school credits,” you are not alone. This shift is natural. But it doesn't mean you have to homeschool from a place of fear. Let’s talk about what really matters in these years—and how you can navigate homeschool high school with confidence. The Emotional Side of Navigating Homeschool High School One of the biggest challenges of homeschooling the high school years isn't just academics—it's navigating the emotional transition. One day, you're tucking them into bed with bedtime stories. The next, they're staying up later than you. One day, you'll be solving sibling conflicts. The next, they're telling you, “Mom, I got this.” Your role is shifting from hands-on teacher to supportive guide. And that shift isn't always smooth. It's okay to feel moments of panic. It's okay to wonder if you've done enough. And it's okay to grieve the little years while also embracing this new chapter. What’s most important is that your teen feels empowered and supported as you both navigate homeschool high school together. You’ve Already Succeeded — Navigating Homeschool High School Is the Next Step High school doesn’t have to be scary. Remember when you first began homeschooling and everything felt overwhelming? You conquered that challenge, and now you can master this high school transition too. A Guide Built for the Mom, Not Just the Curriculum My guide “Mindsets for Homeschool Mamas: Navigate Homeschool High School with Confidence” is designed specifically for YOU – not your homeschool teen – because your mindset and well-being are the foundation of a successful homeschool high school experience. This isn’t another homeschool high school curriculum guide. This is about your journey as you guide your teen through these transformative years. High school homeschooling brings new responsibilities, but it also offers incredible opportunities to: Customize learning to your teen’s unique passions and future goals Strengthen your relationship during these pivotal years of development Create a high school experience that aligns with your family’s values Prepare your teen for independence while maintaining meaningful connection What’s Included in “Mindsets for Homeschool Mamas” 1: Setting Your Homeschool High School Foundation Clarify your academic, personal growth, and family goals Guided journal prompts to address your concerns Define what success truly means for YOUR family during high school 2: Communication Strategies for the Teen Years Navigate changing dynamics as your teen grows more independent Discussion frameworks for collaborating on curriculum choices Ways to support your teen’s emotional well-being during this transition 3: Self-Care for the Homeschool Mom Practical wellness strategies that fit into your busy schedule Permission to prioritize your growth alongside your teen’s Tools to maintain joy and purpose throughout the high school journey Why This Guide Is Different Most high school homeschool resources focus on academic requirements, transcripts, and college preparation. While those are obviously important, they miss the most crucial element: YOU. Your mindset, well-being, and confidence directly impact your homeschool atmosphere. This guide addresses the human side of homeschooling high school – your thoughts, emotions, and growth as a mother during this season as you navigate homeschool high school. What Other Homeschool Moms Are Saying “Teresa is the real deal! An experienced homeschool Mom who’s been there and can help others get out of overwhelm. Her ability to hold space for silence and difficult feelings makes her “no small talk” approach so effective. I trust her. Her retreat, resources and ask me anything meetings have served me tremendously. I’m so glad she’s in my corner!” –Homeschool Mom of 2 Get Your Guide Here → Mindset Shifts for Homeschool Moms: Thriving Through the High School Years Confidently Homeschool Through the High School Years $12.99 $10.99 Shop now Get your Guide Here! Mindset Shifts for Homeschool Moms: Thriving Through the High School Years Confidently Homeschool Through the High School Years $12.99 Original price was: $12.99.$10.99Current price is: $10.99. Shop now Building a High School Plan While Navigating Homeschool High School Once your mindset feels steadier, the next layer is practical: building an actual plan. This is where you’ll face a new set of questions: Should we follow a traditional four-year plan? What if my teen wants to go to college? How do I balance structured learning with their individual interests? What about transcripts and credits? Instead of feeling overwhelmed, approach high school as a personalized journey. Here’s how: Four Ways to Build a Plan That Fits Your Teen ✔ Start with the Big Picture — Think about where your teen might be headed in four years. Are they considering college? A trade? Entrepreneurship? Plan backward from their goals while leaving room for flexibility. ✔ Lean Into Their Strengths & Interests — High school is an opportunity for teens to explore their passions. Whether it’s literature, science, the arts, or hands-on learning, tailor their education to keep them engaged. ✔ Consider Alternative Learning Paths — High school doesn’t have to look like a traditional classroom. Dual enrollment, apprenticeships, online courses, and independent study can all be valuable options. ✔ Encourage Ownership of Their Learning — The high school years should prepare your teen for adulthood. Give them increasing responsibility for managing their schedule, completing assignments, and setting personal goals. If this feels overwhelming, take a deep breath. You don’t have to figure it all out overnight. A flexible, personalized approach is key to making these years work for your family while navigating homeschool high school. If you want the authoritative guide to homeschooling high school, check out the Homeschool High School podcast and all the offerings at 7 Sisters Homeschool. https://youtu.be/ZQqrU5icsS8?si=gJ34S-zsZn-0Nq3Z Living Your Life on Purpose — For You, Too Building your teen’s plan is half the picture. The other half is a question a lot of homeschool moms don’t expect to face while navigating homeschool high school: what about your plan? Just as your teen is stepping into a new stage, so are you. Homeschooling through high school often brings up deeper questions: What’s next for me? How do I redefine my role beyond “homeschool mom”? Am I ready for this next phase of my own life? This is why I created the Living Your Life on Purpose Checklist. It’s designed to help homeschool moms reflect on their own journey and step into the next season with confidence. As we guide our kids toward independence, we have to honour our own growth too. Get Your Free Checklist Now → Does Homeschooling Feel Like It’s Pulling You in Too Many Directions? If that question about your own next chapter stirred something, you’re not alone there either. You likely started homeschooling with a deep desire to create a meaningful, connected learning experience for you and your kids. But somewhere along the way, the overwhelm, the exhaustion, and the never-ending to-do lists made you wonder: Am I really doing enough? How do I stay intentional when I’m just trying to keep up? What happens when my role as a homeschool mom changes — how do I find purpose then? I’ve been there. Every homeschool mom faces seasons of doubt, burnout, and transition while navigating homeschool high school. But the good news is you can realign with your purpose and homeschool in a way that truly works for your family. Get Your Free Checklist Now → Get Your Free Checklist Now! You Don’t Have to Navigate This Alone Feeling uncertain while navigating homeschool high school is completely normal. But you don’t have to figure it out by yourself. I’d love to invite you to a one-on-one coaching conversation where we can: ✅ Clarify your biggest challenges around homeschooling the high school years ✅ Create an action plan for your next steps ✅ Help you move forward with confidence If you need guidance, encouragement, or just someone to say “You’re doing better than you think,” I’m here. Book your free Aligned Homeschool Reset Session I help homeschool moms trust themselves, edit expectations, and make intentional choices that create a more confident, connected, and present homeschool life. Book your Reset Session with Teresa You Have Support if You Want It High school homeschooling isn’t just about academic requirements, transcripts, and college preparation — it’s about creating a meaningful journey for both you and your teen. With the right mindset and self-care practices, you can keep navigating homeschool high school with confidence. Ready to transform your approach? The guide includes printable journal pages, guided reflection exercises, and actionable strategies you can implement immediately. You’re also invited to join our private community of homeschool moms navigating their homeschool years together. You’ve got this, mama. And whenever you need a reminder, I’m just a conversation away. Book a No-Obligation Conversation with Teresa → — Renee, Homeschool Mama of 4, on coaching with Teresa Wiedrick Book a no-obligation conversation with Teresa You're Not Starting Over. You're Starting Fresh. If homeschool high school feels like unfamiliar territory — even after years of homeschooling — that makes complete sense. But here's what I want you to remember: you are not starting over. You are starting fresh. Everything you have learned about your child — how they think, how they learn, what lights them up and what shuts them down — you bring all of that into these high school years with you. That knowledge doesn't disappear. It deepens. The spiral you might be feeling right now isn't a sign that you're behind. It's just your brain catching up to what your gut already knows — this child is worth figuring out. And you are exactly the right person to do it. You've already proven that. You just have to trust it. And if you need someone in your corner while you do — I'm here. Book a free Aligned Homeschool Reset Session and let's think through it together. Related Reading Unexpected Feelings When Your Homeschooler Gets Accepted to University homeschool high school Transitioning into Homeschool High School: What We're Really Talking About Own Your Learning, Own Your Life with Stephanie Sewell How to Create a Personalized Homeschool High School (That Actually Fits Your Teen) Homeschool Teens Perspective: How to Homeschool High School a Letter to My Homeschool High School Daughter How to unschool high school. Helping Our Kids Live Their Lives on Purpose: A Practical Guide for Homeschool Moms Awakened Homeschool Family: Living with Purpose, Learning from Heart Mindset Shifts for Homeschool Moms: Thriving Through the High School Years What It's Like: Homeschool to High School Transition What are the benefits of a homeschool high school? Fun with your Homeschool High Schoolers Teaching Literary Devices via Pop Culture how I transitioned from homeschool to public high school the surprising transition from school to homeschool 5 Ways to Parent Homeschool Teenagers to Keep You Sane Latest episodes You’re Invited to the Homeschool Mom Book Club 2026 July 14, 2026 Post-Partum Overwhelm in Your Homeschool: 12 Ways to Cope July 12, 2026 A 2023 High School Graduate’s Thoughts on her Homeschool Life July 11, 2026 What It’s Like? The Homeschool to High School Transition July 11, 2026 Navigate Homeschool High School (What You Need to Know) July 7, 2026 How to Set Realistic High School Expectations? Learn Human Development July 3, 2026 Declutter Your Homeschool Mama Mind: Overwhelm to On Purpose July 2, 2026 How to Handle Homeschool Criticism With Confidence June 29, 2026 How to Create a Personalized Homeschool High School That Fits Your Teen June 23, 2026 The Real Cost Of Being The “Good Girl” Who Became The Good Mom June 16, 2026 What Is an Education Anyway? Your Answer Changes Your Homeschool June 8, 2026 5 Reasons Your Homeschool Child Won’t Do Work & How to Motivate Your Child June 2, 2026 Crush 1st-Year Homeschool Frustrations and Plan a Smooth Year 2 May 30, 2026 Encouragement for Homeschool Moms in the 1st Year May 30, 2026 Transitioning into Homeschool High School: What We're Really Talking About May 26, 2026 Registered Homeschooling vs Online Learning BC: What Really Matters May 19, 2026 Homeschool Year End Review: Celebrating your Success & Growth May 12, 2026 When You Buy New Homeschool Curriculum: 5 Clever Suggestions May 6, 2026 The Truth About Homeschooling the “Right Way” — But What Works May 5, 2026 9 Steps to Thrive: Confident Homeschool Mom in Year 1 April 28, 2026 What If Your Unrealistic Expectations Are Actually Your Greatest Asset? April 21, 2026 Overcome Imposter Syndrome: How to Build Confidence as a Homeschool Mom April 14, 2026 How to Get Started Homeschooling in 2026 April 11, 2026 9 Mistakes That Make Your 1st Homeschool Year Stressful (& How to Avoid Them) April 9, 2026 How to Make Confident Homeschool Decisions (Without Seeking Permission) April 7, 2026 How to Homeschool When Everyone Has ADHD (And You’re Exhausted) March 31, 2026 Exhausted Homeschool Mom? 8 Things That Will Give You Hope March 24, 2026 Stop Second-Guessing as a Homeschool Mom (& Use Your Magic) March 17, 2026 “You’re Not Falling Apart. You’re in the Winter Homeschool Slump.” March 10, 2026 The Lies Homeschool Moms Believe That Makes Everything Harder March 2, 2026 You’re Not Failing. You’re Caught In An Inner Critic Loop. Here’s How to Get Out February 24, 2026 How to Stop People-Pleasing as a Homeschool Mom (One Mom’s Story) February 17, 2026 How to Stop the Inner Critic as a Homeschool Mom: The Charmed Life I Was Chasing (& the Pattern I Didn’t Know I Was Living) February 10, 2026 The Most Important Way to Take Care of Yourself as an Overwhelmed Homeschool Mom February 2, 2026 How to Do Kindergarten in Your Homeschool: A Fun & Effective Guide January 29, 2026 The Real Reason You’re Overwhelmed (It’s Not the Curriculum) January 26, 2026 Unexpected Feelings When Your Homeschooler Gets Accepted to University January 22, 2026 How to Stop Being a Hostage to Homeschool Pressure (& What to Do Instead) January 19, 2026 The Truth About Finding Your Homeschool Rhythm January 13, 2026 The Confident Homeschool Mom Podcast: Introducing the 1% Pivot January 6, 2026 Purpose-Driven Homeschool Planning for 2026: How to Recalibrate the Year with Clarity December 23, 2025 1% Shift to a Calm Homeschool Life December 23, 2025 12 Things I've Learned About Homeschool Moms: Self-Care Tips for Overwhelmed Homeschool Moms December 10, 2025 12-Day Homeschool Mom Self-Care Challenge to Come Back to Yourself December 2, 2025 What is the Reimagine Your Homeschool Group Coaching? November 18, 2025 Not Just a Homeschool Mom — Why You’re Disappearing (And How to Come Back) November 11, 2025 Teaching World War to a Homeschooled Eight Year Old November 10, 2025 Reimagine Your Homeschool: Feel Free, Inspire Curiosity and Do What Works November 5, 2025 the role of imagination in a home education November 4, 2025 Helping Our Kids Live Their Lives on Purpose: A Practical Guide for Homeschool Moms October 28, 2025 Subscribe to the Confident Homeschool Mom podcast YouTube Apple Audible Spotify This post was originally published on April 3, 2025, and has been updated on July 6, 2026. Call to Adventure by Kevin MacLeodLink: https://incompetech.filmmusic.io/song/3470-call-to-adventureLicense: http://creativecommons.org/licenses/by/4.0/ (function(m,a,i,l,e,r){ m['MailerLiteObject']=e;function f(){ var c={ a:arguments,q:[]};var r=this.push(c);return "number"!=typeof r?r:f.bind(c.q);} f.q=f.q||[];m[e]=m[e]||f.bind(f.q);m[e].q=m[e].q||f.q;r=a.createElement(i); var _=a.getElementsByTagName(i)[0];r.async=1;r.src=l+'?v'+(~~(new Date().getTime()/1000000)); _.parentNode.insertBefore(r,_);})(window, document, 'script', 'https://static.mailerlite.com/js/universal.js', 'ml'); var ml_account = ml('accounts', '1815912', 'p9n9c0c7s5', 'load');

Jigs and Bigs
Ep. 330: Finding fish in the summer heat, and is BRB having his best summer ever?

Jigs and Bigs

Play Episode Listen Later Jul 6, 2026 152:36


Here's that link to the Hookset Hoodlums X Jigs & Bigs BCRF Charity Slot Tournament! https://app.fishingchaos.com/tournament/EMMhJZlBMtgYH1sKJ8Z7Online

Physical Activity Researcher
/Highlights/ How to test whether accelerometer has been calibrated at all? Dr Timo Rantalainen

Physical Activity Researcher

Play Episode Listen Later Jul 3, 2026 62:21


Dr Timo Rantalainen - Accelerometry | Gait | Elderly In this episode, we have Dr Timo Rantalainen, who is Research Fellow at the Gerontology Research Center, Faculty of Sport and Health Sciences, University of Jyväskylä, Finland. Dr Rantalainen's area of expertise pertains to neuromuscular and skeletal systems, specifically skeletal adaptation to mechanical loading and neural control of muscles, with a focus on estimating lower limb loading and bone responsiveness. His current research interests include: 1) the effect of loading on bone geometry, 2) neuromuscular function of muscle, 3) muscle and bone adaptations with age, and 4) the measurement of bone geometry using peripheral quantitative computed tomography (pQCT). --- This podcast episode is sponsored by Fibion Inc. | The New Gold Standard for Sedentary Behaviour and Physical Activity Monitoring Learn more about Fibion: https://fibion.com/research --- Physical Activity Researcher Podcast have created a ‘Purchase Guide for Researchers: Accelerometer-based Activity Trackers'. You can download it from here. --- Timestamps: 02:00 Funding, success rate and part of luck in the process 04:20 Physical state prediction from physical activity 13:40 Activity parameters indicative of problems in rehabilitation 16:35 Complexity of gait and cognition 17.30 Dual task paradigm - simple way of detecting early Alzheimer's 19:30 Variability of gait as indicator of health 20:15 Dual task and variability of gait 21:13 Exerting hard and thinking 23:20 Dual task paradigm during pedalling 24:45 Advantages of using ergometer compared to gait 25:40 Analysis of accelerometers on thorax and thigh 32:10 Relativity of activity intensity classification 35:00 Histogram analysis of physical activity 36:45 Absolute accelerations as predictors 37:50 Why walking is such important to study 41:40 Static posturography 43.10 Heart rate variability and arrythmias 43.50 Variability of walking 45.10 How to detect the walking from accelerometer signal 56.30 Counts and proprietary algorithms 57.40 How to test whether accelerometer you use have been calibrated?

The John Batchelor Show
S8 Ep1081: Rick Fisher discusses China's Tiangong space station, which is set to double in size by 2030 and host international partners. He highlights dual-use military concerns and potential plans for a lunar toll booth at the L2 Lagrange point to contr

The John Batchelor Show

Play Episode Listen Later Jul 2, 2026 8:41


Rick Fisher discusses China's Tiangong space station, which is set to double in size by 2030 and host international partners. He highlights dual-use military concerns and potential plans for a lunar toll booth at the L2 Lagrange point to control access to the moon. (1)1920 DUST BOWL

Parsha Podcast - By Rabbi Yaakov Wolbe
Pinchas – Dual Tracks

Parsha Podcast - By Rabbi Yaakov Wolbe

Play Episode Listen Later Jul 2, 2026 65:24


Certain legends are irreplaceable. There was never a man like Moshe who spoke to God face to face. Aaron, the first high priest, set an incredibly high bar for all high priests who followed. In this week's Parsha, successors are designated for both Moshe and Aaron. Aaron's grandson Pinchas was elevated to the priesthood which […]

Tank Talks
Arctic Edge Panel: Defence Tech, Dual-Use, and the Future of Canadian Innovation

Tank Talks

Play Episode Listen Later Jul 2, 2026 45:31


Canada is entering one of the most important moments in its innovation history. As global tensions rise and national security becomes a growing priority, founders, investors, and governments are being forced to rethink how Canadian defence technology is built, funded, and scaled.In this special episode of Tank Talks, host Matt Cohen steps into the guest seat as part of a live panel recording from the Arctic Edge event, held during Toronto Tech Week on May 26th, 2026. Against the backdrop of escalating Arctic sovereignty concerns and a new era of national security, this panel, aptly named “The Backers,” brings together leading Canadian investors to dissect the burgeoning defence technology sector in Canada.Moderated by Matthew Lombardi of The Icebreaker, the discussion features Matt Cohen (Ripple Ventures), Devin Galloway (Garage Capital), and Mark Maybank (Maverix Private Equity). Together, they explore the seismic shift in Canadian capital markets, from the historical reluctance to fund defence to the current “cultural permission” that is finally opening doors. They tackle the complexities of dual-use technology, the harsh realities of government procurement, the critical “Series A gap” for sovereign-interest companies, and what it truly takes to build a world-beating defence company from Canada.Whether you're a founder navigating the defence landscape, an investor looking for the next frontier, or simply interested in the future of Canadian sovereignty, this episode offers a raw, unfiltered look at the challenges and immense opportunities ahead.Why Defence Investing is Finally Changing in Canada (02:48)* Why Canadian defence technology has become a national priority after years of limited investment* How changes to venture fund mandates and government policy are opening new opportunities for founders* Why investors believe Canada is only at the beginning of its defence innovation journeyDefence vs. Dual Use: The Debate Every Founder Should Understand (04:08)* Why some investors believe dual-use businesses reduce risk while others see them as a distraction* The challenges of serving both commercial and government customers at the same time* Why simply having the conversation around defence represents major cultural progress for CanadaWhy Procurement Still Matters More Than Capital (10:00)* The encouraging signs that Canadian procurement is beginning to move faster* Why government demand signals remain one of the biggest barriers to investment* How procurement reform could unlock the next generation of defence startupsThe Hottest Trends and Biggest Mistakes in Defence Tech (12:06)* Why AI, robotics, drones, and autonomous systems are attracting enormous investor attention* How experienced operators separate themselves from founders chasing hype* Why understanding military procurement is just as important as building great technologyWhat Great Defence Founders Do Differently (15:33)* Why credibility, patience, and long-term relationship building matter more than moving fast* The importance of recruiting exceptional talent around a mission that inspires people* Why fundraising skills are critical for capital-intensive defence businessesBuilding Companies for Decades, Not Years (17:44)* Why defence investing requires a completely different timeline than traditional software startups* How venture firms are adapting to longer company-building cycles* Why patient capital is essential for creating world-changing businessesExpanding the Definition of Defence (21:00)* Why protecting critical infrastructure is becoming just as important as military applications* How ports, utilities, emergency services, and cities fit into the modern defence landscape* Why startups should think beyond government procurement when building go-to-market strategiesHelping Startups Win Beyond Writing the First Check (25:11)* How strategic corporate relationships can accelerate growth alongside government contracts* Why investors are building networks of executives who actively support portfolio companies* The growing momentum behind procurement reform across Canadian institutionsAdvice for Founders Building Canada's Next Great Defence Company (27:20)* Why founders should spend time with customers before perfecting the product* The importance of building relationships in Ottawa long before contracts arrive* Why the ambition should be to build a company that leads the world, not just CanadaThe Funding Gap Threatening Canadian Innovation (34:18)* Why Canada still struggles to fund companies through critical growth stages* How government matching funds and institutional investors could help close the gap* Why keeping Canada's best companies at home will require larger pools of patient capitalValuations, Venture Math, and Keeping Canadian Founders in Canada (39:29)* Why Canadian and American venture markets operate under very different economic realities* The dangers of raising oversized rounds before a company is ready* Why solving Canada's capital challenges is essential for keeping world-class entrepreneurs at homeAbout the PanelMatt Cohen is the Founder and Managing Partner of Ripple Ventures, an early-stage venture capital firm investing in exceptional founders across Canada and the United States. Ripple has expanded from its roots in B2B software into frontier technologies, including defence and dual-use innovation.Mark Maybank is the Co-Founder and Managing Partner of Maverix Private Equity. Maverix focuses on growth-stage investments across North America, with defence and dual-use technologies forming a core part of its investment strategy.Devin Galloway is a General Partner at Garage Capital, one of Canada's leading early-stage venture funds. Since 2014, Garage has backed founders building category-defining companies across software, deep technology, and defence.Connect with Devin Galloway on LinkedIn: https://www.linkedin.com/in/devongallowayVisit the Garage Capital website: https://www.garage.vc/Connect with Mark Maybank on LinkedIn: https://www.linkedin.com/in/mark-maybankVisit the Maverix Private Equity website: https://www.maverixpe.com/Connect with Matt Cohen on LinkedIn: https://ca.linkedin.com/in/matt-cohen1Visit the Ripple Ventures website: https://www.rippleventures.com/ This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit tanktalks.substack.com

Decipher Security Podcast
Fable 5 Export Controls, the Dual Use Paradox, and the ARToken Phishing Framework

Decipher Security Podcast

Play Episode Listen Later Jul 2, 2026 37:28


It's a pre-July 4th extravaganza! To celebrate, we dive into a little cybersecurity history with a story about the MySpace Samy worm, then we jumpe into the news of the week, including an update on the Fable 5 export control drama, and the emergence of the ARToken operator panel.

The John Batchelor Show
S8 Ep1080: Rick Fisher explores China's ambitious plans for a successor space station and lunar presence. He highlights their goal of total domination over the Earth-moon system, utilizing dual-use technology to secure a new permanent celestial foothold.

The John Batchelor Show

Play Episode Listen Later Jul 1, 2026 1:31


Rick Fisher explores China's ambitious plans for a successor space station and lunar presence. He highlights their goal of total domination over the Earth-moon system, utilizing dual-use technology to secure a new permanent celestial foothold. (3)19581

Salvador Mingo -Conocimiento Experto-
431 - EL HACEDOR DE LA REALIDAD (Vadim Zeland): El Espejo Dual y cómo dominar el reflejo - Conocimiento Experto

Salvador Mingo -Conocimiento Experto-

Play Episode Listen Later Jun 30, 2026 51:46


Cambiaste algo. Lo intentaste de verdad. Y el espejo no respondió. Eso no es fracaso. Es mecánica. La realidad material tiene inercia. Lo que ves hoy en tu vida no es el resultado de lo que estás construyendo ahora. Es el eco de lo que proyectaste semanas o meses atrás. Y reaccionar a ese eco como si fuera el presente es el error más costoso que existe en cualquier proceso de cambio real. Vadim Zeland documentó este mecanismo a profundidad en su obra El Hacedor de la Realidad. Lo llama el Espejo Dual. Entenderlo cambia completamente la forma en que evalúas si algo está funcionando o no. En este episodio vas a entender: - Por qué el espejo físico tarda en responder aunque tu señal interna ya cambió. - Por qué casi todos interrumpen el proceso justo cuando el reflejo estaba a punto de formarse. - Qué es la imagen dividida y cómo sabotea el proceso sin que te des cuenta. - Cómo sostener la ejecución cuando el entorno todavía no confirma nada. - Por qué tu patrón de abandono es específico y distinto al de cualquier otra persona. Este no es un episodio de motivación. Es un análisis de ingeniería mental y mecánica. De por qué el cambio tarda y qué hacer durante ese tiempo. ⚙️ CIERRA LA BRECHA (HERRAMIENTA GRATUITA): Si quieres el recurso gratuito que identifica tu patrón exacto de fricción y te muestra el siguiente paso concreto para no rendirte, escribe la palabra BRECHA en los comentarios. Te lo enviaré directamente por mensaje privado, sin formularios, sin esperas. El espejo responde. Siempre. La única pregunta es si vas a seguir ahí ejecutando cuando llegue el reflejo. #vadimzeland #desarrollopersonal #transurfing #mentalidad #autosabotaje #conocimientoexperto #salvadormingo Salvador Mingo Conocimiento Experto CONECTA CONMIGO: Contacto: salvador@conocimientoexperto.com Enlaces oficiales: Web: https://conocimientoexperto.com YouTube: https://www.youtube.com/@conocimientoexperto Podcast (Spotify): https://spoti.fi/2yS9p38 Instagram: https://www.instagram.com/salvadormingo/ LinkedIn: https://www.linkedin.com/in/salvadormingoce/

Conocimiento Experto
431 - EL HACEDOR DE LA REALIDAD (Vadim Zeland): El Espejo Dual y cómo dominar el reflejo - Conocimiento Experto

Conocimiento Experto

Play Episode Listen Later Jun 30, 2026 51:47 Transcription Available


Cambiaste algo. Lo intentaste de verdad. Y el espejo no respondió. Eso no es fracaso. Es mecánica. La realidad material tiene inercia. Lo que ves hoy en tu vida no es el resultado de lo que estás construyendo ahora. Es el eco de lo que proyectaste semanas o meses atrás. Y reaccionar a ese eco como si fuera el presente es el error más costoso que existe en cualquier proceso de cambio real. Vadim Zeland documentó este mecanismo a profundidad en su obra El Hacedor de la Realidad. Lo llama el Espejo Dual. Entenderlo cambia completamente la forma en que evalúas si algo está funcionando o no. En este episodio vas a entender: - Por qué el espejo físico tarda en responder aunque tu señal interna ya cambió. - Por qué casi todos interrumpen el proceso justo cuando el reflejo estaba a punto de formarse. - Qué es la imagen dividida y cómo sabotea el proceso sin que te des cuenta. - Cómo sostener la ejecución cuando el entorno todavía no confirma nada. - Por qué tu patrón de abandono es específico y distinto al de cualquier otra persona. Este no es un episodio de motivación. Es un análisis de ingeniería mental y mecánica. De por qué el cambio tarda y qué hacer durante ese tiempo. ⚙️ CIERRA LA BRECHA (HERRAMIENTA GRATUITA): Si quieres el recurso gratuito que identifica tu patrón exacto de fricción y te muestra el siguiente paso concreto para no rendirte, escribe la palabra BRECHA en los comentarios. Te lo enviaré directamente por mensaje privado, sin formularios, sin esperas. El espejo responde. Siempre. La única pregunta es si vas a seguir ahí ejecutando cuando llegue el reflejo. #vadimzeland #desarrollopersonal #transurfing #mentalidad #autosabotaje #conocimientoexperto #salvadormingo Salvador Mingo Conocimiento Experto CONECTA CONMIGO: Contacto: salvador@conocimientoexperto.com Enlaces oficiales: Web: https://conocimientoexperto.com YouTube: https://www.youtube.com/@conocimientoexperto Podcast (Spotify): https://spoti.fi/2yS9p38 Instagram: https://www.instagram.com/salvadormingo/ LinkedIn: https://www.linkedin.com/in/salvadormingoce/Conviértete en un supporter de este podcast: https://www.spreaker.com/podcast/conocimiento-experto--2975003/support.

Snail Trail 4x4
720: Dual Battery, Lithium, or Power Station? The Complete Guide to Vehicle Power Systems

Snail Trail 4x4

Play Episode Listen Later Jun 29, 2026 86:03


A listener asked about power systems, so Jimmy and Tyler break down every option: dual battery AGM, single and dual lithium, power stations, and the hybrid setups that combine them. Covers why lead acid batteries don’t belong in an off-road vehicle, why AGM never delivers its full rated capacity, why lithium gets you roughly double the usable power in the same size battery, and where AGM still wins (cold weather, sustained winching). Plus a breakdown of power station tech, and a $5,000 RedArc system that converts between a vehicle dual-battery setup and a portable power station, and a cautionary tale about frying a 40-amp alternator at a Jeepers Jamboree airdown. BLUETTI Elite 100 V2 Portable Power Station: https://amzn.to/4wjM4DGJimmy’s New Battery – ECO-WORTHY 12V 100AH LiFePO4: https://amzn.to/4vy11lpJimmy’s Old Battery – 100Ah Mini LiFePO4 Bluetooth Lithium Battery: https://amzn.to/44F6Mlm SnailTrail4x4 Discord: https://discord.gg/yFyFFkQbuyCome hang out with us on the SnailTrail4x4 Discord — it’s the easiest way to connect with Tyler and Jimmy directly, chat with fellow offroad enthusiasts, and get first access to Group Buys and Treasure Hunt token drops. MORRFlate Giveaway at 900 Reviews on Apple Podcast. But our next giveaway is when we reach 800 reviews; we are giving away an OnX Elite Membership. We will also give away an OnX Elite membership when we get to 850. However, when we reach 900 Reviews, we are teaming up with MORRFlate for a $1000 MF Product Giveaway. Go over to Apple Podcasts to leave your review now and become eligible to win. Congratulations to A13XMONT, who won a set of tires from Yokohama Tire! Call us and leave us a VOICEMAIL!!! We want to hear from you even more!!! You can call and say whatever you like! Ask a question, leave feedback, correct some information about welding, say how much you hate your Jeep, and wish you had a Toyota! We will air them all, live, on the podcast! +01-916-345-4744. If you have any negative feedback, you can call our negative feedback hotline, 408-800-5169. 4Wheel Underground has all the suspension parts you need to take your off-road rig from leaf springs to a performance suspension system. We just ordered our kits for Kermit and Samantha and are looking forward to getting them. The ordering process was quite simple, and after answering the questionnaire, we ensured we got the correct and best-fitting kits for our vehicles. If you want to level up your suspension game, check out 4Wheel Underground. SnailTrail4x4 Podcast is brought to you by all of our peeps over at irate4x4! Make sure to stop by and see all of the great perks you get for supporting SnailTrail4x4! Discount Codes, Monthly Give-Always, Gift Boxes, the SnailTrail4x4 Community, and the ST4x4 Treasure Hunt! Thank you to all of those who support us! We couldn’t do it without you guys (and gals!)! SnailSquad Monthly Giveaway This month’s giveaway is with Iceco Freezers. We are excited to work with and share their exciting new releases. One lucky winner has a chance to an ALP20 Fridge. Big thanks to Iceco for sponsoring this month’s giveaway. If you want a chance to win, sign up for the Giveaway Tier on Irate4x4 Congrats to Johnny Freskie, you won the Rusoh Fire Extinguishers. We have one of their 2.5-pound extinguishers to give away to a lucky winner. This extinguisher has an 18-year shelf life and is the best fire extinguisher for any off-road vehicle. To learn more, check out Rusoh.com. If you want a chance to win, sign up for the Giveaway Tier on Irate4x4 Listener Discount Codes: SnailTrail4x4 –SnailTrail15 for 15% off SnailTrail4x4 MerchMORRFlate – snailtraill4x4 to get 10% off MORRFlate Multi Tire Inflation Deflation™ Kits4WheelUnderground – snailtrail 10% offIronman 4×4 – snailtrail20 to get 20% off all Ironman 4×4 branded equipment!Sidetracked Offroad – snailtrail4x4 (lowercase) to get 15% off lights and recovery gearSpartan Rope – snailtrail4x4 to get 10% off sitewideShock Surplus – SNAILTRAIL4x4 to get $25 off any order!Mob Armor – SNAILTRAIL4X4 for 15% offSummerShine Supply – ST4x4 for 10% offBackpacker’s Pantry – Affiliate LinkLaminx Protective Films – Use the Link to get 20% off all products (Affiliate Link) Show Music: Midroll Music – ComaStudio Outroll Music – Meizong Kumbang

Jigs and Bigs
Ep. 329: How to grow the sport of fishing; for others AND yourself! Johnny Muzz talks Hook & Paddle, Bassdash, and more!

Jigs and Bigs

Play Episode Listen Later Jun 29, 2026 174:34


I apologize in advance for the technical difficulties in this show. It was a series of Snafus at almost every turn! Great discussion all around though, ENJOY!Link for Identifier Tin Tag! Just Select JBP as the club and the image will update, don't forget to add your name or social handle too!For Ketch: https://www.bluefoxgifts.com/blue-fox-tin-tag-aluminum-kayak-tournament-identifier/For YakAttack: https://www.bluefoxgifts.com/blue-fox-tin-tag-lb-fits-the-leader-board-aluminum-kayak-tournament-identifier/ Online

Headline News
China places 20 Japanese entities on dual-use items export control watchlist

Headline News

Play Episode Listen Later Jun 29, 2026 4:45


Chinese exporters dealing with entities including Mitsui E&S and Terra Drone Corporation must submit a written pledge that items will not boost Japan's military capabilities.

Mind Architect
Învățământul universitar dual în România: cu ce diferă de clasic și de școala profesională

Mind Architect

Play Episode Listen Later Jun 25, 2026 63:46


Ce înseamnă să înveți o profesie în același timp în care o practici? În acest episod despre învățământul universitar dual vorbim despre ce presupune el și despre cum să fii relevant profesional într-o lume în care AI-ul automatizează tot mai mult și experiența reală e greu de dobândit pe perioada studiilor.Estera Anghelescu este Director de Recrutare & Employer Branding la Kaufland România & Moldova. Silvia Maican este Directorul Departamentului de Administrarea Afacerilor și Marketing de la Universitatea „1 Decembrie 1918" din Alba Iulia. Silvia coordonează programul de Logistică Operațională în regim dual, în care Kaufland este partener și agent economic, primul astfel de program din România. În acest episod discutăm despre:Ce sunt competențele și ce interesează mediul universitar vs. mediul privatÎnvățământul universitar dual: mod de organizare și structură concretă Cum se îmbină teoria utilă cu antrenarea abilităților în învățământul dualCum este diferit de învățământul clasic și de școala profesionalăCe competențe umane rămân greu de automatizat de inteligența artificialăDrumul de 10 ani de la idee la lansarea programului de studiu universitar dualResurse menționate în conversație:Discursul TED al lui Ricardo Semler: Radical wisdom for a company, a school, a life• Cartea Imagine If, de Sir Ken Robinson• Kari Era — consilierul AI de carieră Kaufland • Raportul Anthropic Economic Index Mai multe informații despre programele de licență în regim dual (Logistică Operațională, Management în Retail, Robotică și Automatizări Industriale) găsiți pe site. "(00:00) Teaser și introducere episod: educație academică vs. experiență practică""(04:33) Paradoxul experienței: angajatorii cer ce n-ai de unde să fi acumulat""(06:32) Învățământul universitar dual: cunoaștere, abilități și tip de memorie""(08:33) Perspectiva de angajator: importanța practicării imediate a cunoștințelor""(10:40) Alinierea teoriei din universitate la practica din lumea reală""(15:32) Ce le lipsește absolvenților de liceu azi: comunicare și soft skills""(17:46) Claritate în carieră și Kari, consilierul AI de la Kaufland""(19:47) Repere concrete: burse și program săptămânal și anual în studiul universitar dual""(25:30) Recunoașterea oficială și programe: logistică, management, robotică și automatizări""(30:08) Perspectivele ca absolvent al programului de logistică operațională""(32:41) Orientarea în carieră prin mentoratul dublu: universitatea ȘI compania""(35:43) Competențele care te fac greu de înlocuit de AI""(40:00) Retail și logistică: ce te diferențiază și face necesar inclusiv în era AI""(42:47) Sir Ken Robinson și cele 8 competențe necesare pentru viitor""(46:20) Cu ce diferă aceste programe de școala profesională și de învățământul clasic""(50:17) Drumul de 10 ani până la construirea primului program dual din România""(53:52) Tinerii din România: date statistice, nevoi urgente și cum le adresează dualul""(57:35) Unde și cum se desfășoară programele: sistem hibrid și fizic, proces de (pre-)înscriere"

Writing & Editing
390. When Past Meets the Present: Writing Dual Timelines, with Melanie Dobson

Writing & Editing

Play Episode Listen Later Jun 25, 2026 26:30


Send us Fan MailWriter and teacher Melanie Dobson talks about the nuances of writing dual timelines, why the connections of past and present are important, and gives advice on how to make each time period you include standout while still weaving together.▬Find more on Melanie's website:https://melaniedobson.com/Check out The Lost Story of Via Belle and her other works:https://melaniedobson.com/books/the-lost-story-of-via-belle/Connect with Melanie further on Facebook or Instagram:https://www.facebook.com/MelanieDobsonFictionhttps://www.instagram.com/melbdobson/

Audible Bleeding
Holding Pressure - TransCarotid Artery Revascularization (TCAR)

Audible Bleeding

Play Episode Listen Later Jun 24, 2026 33:49


CORE RESOURCES: Rutherford's Vascular and Endovascular Therapy 10th Edition, Chapters 88, 89, 91, and 94 Atlas of Vascular Surgery and Endovascular Therapy 2nd Edition, Chapter 9 ADDITIONAL RESOURCES: Audible Bleeding Episodes Holding Pressure - Carotid Endarterectomy: https://www.audiblebleeding.com/2024/02/27/holding-pressure-carotid-endarterectomy/ Holding Pressure Case Prep - Endovascular Basics: https://www.audiblebleeding.com/2023/04/23/holding-pressure-case-prep-endovascular-basics/ Videos TCAR Technical Video: https://jnis.bmj.com/content/14/8/842 Articles Society for Vascular Surgery clinical practice guidelines for management of extracranial cerebrovascular disease:  https://www.jvascsurg.org/article/S0741-5214%2821%2900893-4/fulltext Technical aspects of transcarotid artery revascularization using the ENROUTE transcarotid neuroprotection and stent system: https://www.jvascsurg.org/action/showPdf?pii=S0741-5214%2816%2931862-6 Referenced Studies ROADSTER-1 https://pubmed.ncbi.nlm.nih.gov/30611582/ ROADSTER-2 https://pubmed.ncbi.nlm.nih.gov/32811386/ https://pubmed.ncbi.nlm.nih.gov/35381327/ TCAR Surveillance Project https://jamanetwork.com/journals/jama/fullarticle/2757579?utm_source=openevidence&utm_medium=referral https://pubmed.ncbi.nlm.nih.gov/36172943/   OUTLINE:   CAROTID ARTERY DISEASE 1. Pathophysiology/etiology Carotid artery disease is primarily driven by atherosclerotic plaque deposition.  Risk factors: hypertension, hyperlipidemia, diabetes, smoking, and advanced age. Nonatherosclerotic etiologies: fibromuscular dysplasia, carotid dissection, vasculitic disease, carotid webs, and trauma. When the endothelium is damaged, monocytes migrate to the site and differentiate into macrophages that take up oxidized LDL particles to become foam cells. Meanwhile, an inflammatory response occurs where activated platelets release thromboxane A2, platelet derived growth factor, and inflammatory cytokines that promote further platelet aggregation and vascular inflammation. Smooth muscle cells migrate and proliferate, forming the structural framework of the atheroma.  Within the lesion, necrotic debris and lipid accumulate, creating a vulnerable plaque. Plaque rupture exposes this material to the bloodstream, serving as a nidus for thrombus formation which can lead to ischemic events. Carotid bifurcation is particularly prone to plaque formation due to turbulent blood flow. Embolization of plaque from this area can result in TIA or ischemic stroke.  2. Presentation Patients are often asymptomatic and stenosis is incidentally found on imaging.  Symptomatic patients present with neurologic symptoms including unilateral motor and sensory loss, aphasia (difficulty finding words), dysarthria (difficulty speaking), amaurosis fugax (temporary monocular vision loss due to embolus to the ophthalmic artery), transient ischemic attacks Physical exam findings may be notable for auscultation of a carotid bruit. Patients may also have evidence of retinal artery embolization on fundoscopic examination (Hollenhorst plaque) or asymptomatic cerebral infarction.  3. Diagnosis USPTF recommends against screening for asymptomatic carotid artery stenosis.  In patients with no risk factors, SVS recommends against screening for asymptomatic carotid artery stenosis. However, they do recommend screening for asymptomatic clinically significant carotid bifurcation in certain groups of patients with multiple risk factors.  These risk factors include patients with clinically significant peripheral vascular disease, patients 65 and older with history of CAD, smoking, hypercholesterolemia, and patients prior to coronary artery bypass.  Relevant findings on physical exam or imaging findings may warrant screening, but screening is not recommended for the presence of neck bruit alone without other risk factors, as this finding has a low sensitivity and specificity for detecting clinically significant carotid artery stenosis.  Carotid duplex ultrasound: first-line imaging modality for both screening and initial evaluation of stenosis, noninvasive, low-cost CTA: rapid, high-resolution, three-dimensional imaging of vascular anatomy, risk of contrast and radiation exposure MRA: high-quality, three-dimensional imaging without radiation or contrast, expensive with longer acquisition time, can overestimate stenosis in severe disease DSA/angiography: gold standard, expensive, invasive, not generally recommended for routine diagnostic evaluation or screening 4. Classification Carotid artery stenosis is classified by degree of luminal narrowing. NASCET method: standard in current practice. Compares the minimal residual lumen at the point of greatest stenosis to the diameter of the normal distal internal carotid artery.  Classification of stenosis: Mild: 70 bpm, and ACT >250 seconds to optimize cerebral perfusion and minimize thrombotic risk. Clamp the carotid artery just proximal to the arterial sheath to establish active flow reversal.  Flow controller settings: Low setting High setting Flow-stop button: allows for temporary cessation of flow (used when we inject contrast).  Confirm flow reversal via two different ways:  The first way is to stop flow to the venous return sheath with the stopcock, clearing the line with hep saline injection, and then opening the stopcock and seeing the blood returning to the controller in a reverse fashion. The second way is to perform an angiogram with a small amount of contrast injection while holding the flow-stop button. Using the angio we want to make sure that contrast is flowing retrograde in the cervical ICA thereby confirming flow reversal.    Carotid artery stenting, balloon angioplasty, and completion angiogram At this point, a standard carotid angioplasty and stenting procedure is performed. ENROUTE transcarotid Neuroprotection System device:  inner diameter of 8F and an outer diameter of 10F Has its own carotid artery stent system but is also compatible with all FDA-approved carotid stents.  Final angiogram is performed to confirm stent position, vessel patency, and absence of complications including vasospasm at the distal end of the stent and filling defects from protrusion of atheromatous material through the stent    Cessation of flow reversal and sheath removal Allow the flow reversal to run for a few minutes after the final balloon angioplasty to clear any debris.  Antegrade flow is restored by releasing the carotid clamp and closing the stopcocks on the neuroprotection system.  The patient is auto-transfused the blood from the flow line back to the venous system.  As the arterial access system is removed and the puncture site is closed with the U-stitch.  IV protamine is administered to reverse the heparin. Standard closure is performed at the incision site. Meanwhile, hemostasis is achieved after removal of the femoral vein sheath with brief manual compression.  Postop care/complications Postop care All patients after a TCAR should be monitored in the ICU setting for 24 hours, as an embolic stroke, hypotension with or without bradycardia, or hypertension can occur.  Should a TIA or stroke be observed, a carotid duplex scan and CT angiogram should be immediately obtained to assess the stent site and the presence of an embolic or thrombotic filling defect, dissection, or occlusion.  Dual antiplatelet therapy: continue for 45 days to 12 months Aspirin and statin therapy: continued indefinitely Surveillance duplex imaging: 4 weeks, 6 months, and 12 months, and annually thereafter. Postop complications Hematoma Stroke Myocardial infarction Cerebral hyperperfusion syndrome Sudden and excessive increase in cerebral blood flow to previously hypoperfused brain tissue is met with vasculature that cannot constrict appropriately from chronic vasodilation Leads to breakthrough hyperperfusion. This results in cerebral edema, intracerebral hemorrhage, and neurological symptoms.  Cranial nerve injury Hypoglossal nerve (CN XII) injury: ipsilateral tongue deviation. It is the most commonly injured cranial nerve.  Vagus nerve (CN X) injury: hoarseness and possible vocal cord paralysis.  Glossopharyngeal nerve (CN IX) injury: soft palate dysfunction.  Recurrent laryngeal nerve injury: voice hoarseness and inability to cough as it innervates all of the voice box muscles except for the cricothyroid muscle Marginal mandibular nerve injury: ipsilateral lip droop, injury is rare in TCAR.  Stent restenosis Pseudoaneurysm Access site infection

Latent Space: The AI Engineer Podcast — CodeGen, Agents, Computer Vision, Data Science, AI UX and all things Software 3.0
Why the Frontier Ecosystem must be Open — Matei Zaharia and Reynold Xin, Databricks

Latent Space: The AI Engineer Podcast — CodeGen, Agents, Computer Vision, Data Science, AI UX and all things Software 3.0

Play Episode Listen Later Jun 24, 2026 68:52


We're excited to have Databricks join us at AIEWF, among hundreds of the top companies in the AI Engineer ecosystem. LS subscribers can use their discount to get past the late bird pricing and access over $50k in sponsor offers! Everyone is still talking about Satya's Frontier Ecosystems post, but few have actually built a (now $175 billion) frontier ecosystem and cloud like our guests today.From open-sourcing the layer above coding agents to rethinking databases for the agent era, Databricks cofounders Matei Zaharia and Reynold Xin are pushing the company beyond the lakehouse into a full data-and-AI operating system. In this episode, Matei and Reynold join swyx at the 2026 Data + AI Summit to unpack Omnigent, LTAP, Lakebase, agent security, open formats, Mosaic, and why databases may matter more than ever once AI agents start doing real work.We go deep on Omnigent: Databricks' open-source meta-harness for combining, controlling, and sharing agents across Claude Code, Codex, Cursor, Pi, custom agents, and internal tools. Matei explains why coding agents and enterprise agents run into the same problems: portability, collaboration, session history, security, spend controls, and the need for a common API above every harness.Then Reynold walks through Databricks' database dream: why CDC is brittle enough to joke that it means “continuous data corruption,” why HTAP has been the holy grail of database engineering, and why Databricks thinks LTAP gets most of the benefits by unifying the storage layer instead of collapsing every query engine. We also cover Databricks' infrastructure scale, the culture behind rapid prototyping, the difference between tech and enterprise customers, Databricks vs Snowflake, whether vector databases should have ever existed, the Mosaic model strategy, Genie, AI Runtime, RL fine-tuning, and the thesis that traditional software gets rewritten once the data is in the right place and agents sit on top.Databricks began as a company for the big data era. The origination of Spark from the Berkeley AMPLab which eventually turned into the product Lakehouse convinced enterprises that they didn't need a separate data lake, warehouse, ML platform, and governance layer. They just needed one open foundation where all of their data could live and be reasoned over.Since then a lot has changed, but data has only become more important. Data is no longer something you keep track of and analyze ad hoc, it's the necessary context agents need in order to act. So the framing has shifted from “where do we put all of our data?” to “how do we expose the right slice of state, history, permissions, and business logic to an AI system at the exact moment it's doing work?”If frontier model performance becomes commoditized, the durable advantage then becomes the company-specific context around them: proprietary data, governed access, operational state, transaction logs, workflows, and feedback loops. Which makes Databricks positioned perfectly.Now coming fresh off the Data + AI Summit 2026, the company is moving just as fast to keep up, announcing Genie One, Omnigent, LTAP, and many more, indicating a central mission in its newer work: Databricks is trying to become the operating system for enterprise agents.Models are getting good enough, but agents are only useful if they have the right context, permissions, memory, state, cost controls, and access to live business data. Fundamentally it appears that significantly better model performance in production is a systems problem, one that data guys like us are remarkably well prepared to solve!We discuss:* Why Databricks built Omnigent as a meta-harness above existing AI agents* Why coding agents and custom enterprise agents need the same infrastructure* The common API for agent sessions, files, streams, tool calls, and cancellation* Why persistent sessions, cloud sandboxes, sharing, search, and collaboration matter* Why Databricks open-sourced Omnigent instead of keeping it proprietary* Databricks' internal agent usage, cloud sandboxes, and coding workflows* The scale of Databricks: 50–60 million virtual machines a day and exabytes before breakfast* Why agent security needs contextual and stateful policies* How an agent could read confidential docs, install a compromised npm package, and leak data* Why spend control matters when an agent can burn $500 reading logs* Startup opportunities around coding-agent analytics, quality, skills, and spend* LTAP, Lakebase, and why Databricks wants to rethink the database stack* OLTP vs OLAP, CDC, and why data pipelines break at 3 a.m.* Why HTAP has historically been the holy grail of database engineering* Why Databricks thinks LTAP is “HTAP done right”* How writing transactional data into column-oriented formats changes analytics* Why agents need live operational context from databases, not just telemetry* How Databricks prototypes strategic systems without endless process* Enterprise vs tech customers, governance, procurement, and DIY culture* The “second system syndrome” risk of rewriting a database engine* Building a database engine from a decade of traces and quadrillions of data points* Why vector databases should never have been a separate category* Why open formats and AI changed the race with Snowflake* The Mosaic story, DBRX, Genie, document parsing models, and specialized model training* Why model customization and RL fine-tuning may become mainstream* Why “get the data there, slap some agent on top” may rewrite traditional softwareMatei Zaharia* LinkedIn: https://www.linkedin.com/in/mateizaharia* X: https://x.com/matei_zahariaReynold Xin* LinkedIn: https://www.linkedin.com/in/rxin* X: https://x.com/rxinDatabricks* Website: https://www.databricks.com* X: https://x.com/databricksTimestamps00:00:00 Introduction00:02:22 Omnigent and the Agent Infrastructure Layer00:08:39 Agent Clouds, Common APIs, and Open Source00:16:52 Databricks Scale and Internal AI Workflows00:18:03 Agent Security, Governance, and Spend Controls00:27:34 LTAP and the Database Dream00:30:30 CDC, HTAP, and Why Data Pipelines Break00:34:05 Lakebase, Parquet, and Live Data for Agents00:36:47 Databricks' Culture of Fast Prototyping00:43:40 The Dream Engine and Rewriting the Database Stack00:51:02 Vector Databases, Query Engines, and LTAP00:52:36 Databricks vs Snowflake00:57:48 Mosaic, DBRX, Genie, and Specialized Models01:03:11 Context, AI Runtime, and RL Fine-Tuning01:06:15 Why Data + Agents May Rewrite Software01:07:09 Closing ThoughtsTranscriptIntroduction: Databricks, Data + AI Summit, and Founder DynamicsSwyx [00:00:00]: Matei and Reynold from Databricks, welcome to Latent Space.Reynold Xin [00:00:06]: Hey, thanks for having us.Swyx [00:00:07]: Yeah.Matei Zaharia [00:00:08]: Yeah, thanks so much.Swyx [00:00:09]: thanks for taking time out. You have your Databricks, Data AI Summit going on. You were just telling me how the first summit that you guys ran was just 50 peopleReynold Xin [00:00:17]: Yeah, it wasSwyx [00:00:17]: in BerkeleyReynold Xin [00:00:18]: little meetup at Berkeley, I thinkMatei Zaharia [00:00:19]: YeahReynold Xin [00:00:19]: put togetherMatei Zaharia [00:00:20]: We were doing these tutorials and, yeah, just teach people Spark.Swyx [00:00:23]: Yeah. obviously now it's like, I think like the headline number's like 100,000 people around the world, 30,000 in person.Swyx [00:00:30]: it's a crazyMatei Zaharia [00:00:31]: AmazingSwyx [00:00:31]: community. Well, I just saw the keynote.Swyx [00:00:35]: Ali's just. Did was it obvious or that back when that Ali would be, like, such a great, like, CEO? LikeReynold Xin [00:00:42]: OhSwyx [00:00:42]: such a great presenter?Reynold Xin [00:00:43]: What do you think?Matei Zaharia [00:00:44]: I think among our group of founders it was clear that, I think he'd be the best at this.Swyx [00:00:50]: Yeah.Matei Zaharia [00:00:50]: And yeah, it turned out great. And he's, he's ramped up on so many topics growing a company. He would just go in and, like, study it and, be talk to all the experts. Like, even if he can't hire the person, learn enough about, like, finance and sales and whatever it was, and, and go from there. Yeah.Swyx [00:01:09]: Yeah.Reynold Xin [00:01:10]: he's obviously very high IQ and a very high EQ, but it wasn't. Like, Ali today is quite different from Ali from, like 10 years ago. I think there's a lot of work that he put in to, get to this point.Swyx [00:01:20]: Yeah. no, to me the most appealing thing about him is that he's funny. And like, it, it's, it'Matei Zaharia [00:01:26]: It's true, yeahSwyx [00:01:26]: it's hard to make jokes about, data warehousesReynold Xin [00:01:30]: About serious topicsSwyx [00:01:31]: securityMatei Zaharia [00:01:32]: YeahSwyx [00:01:32]: what have you.Matei Zaharia [00:01:33]: Oh, yeah. That's for sure.Swyx [00:01:34]: Yeah. So you guys launched a whole bunch of things. I'll, I'll just name check briefly, the stuff because we're not gonna cover everything. Omnigentt, your baby. LTAP, your baby, your dream engine.Swyx [00:01:47]: we're also gonna cover Genie, cover CustomerLake, you acquired PantherMatei Zaharia [00:01:52]: YeahSwyx [00:01:52]: Open Sharing, and there's Unity AI Gateway. A lot of these, I think, like, are things that you would expect a Databricks to do. It's, it's like part of the roadmap. Everyone in your category has similar things. But I think, probably the two of you are leading the two most unique and differentiated initiativesOmnigent and the Agent Infrastructure LayerSwyx [00:02:09]: on, in the landscape. Maybe we'll start with, Omnigentt we'll, we'll, we'll, we'll go into it. I do think that a lot of people are exploring this meta harness concept.Matei Zaharia [00:02:21]: Yeah, totally.Swyx [00:02:21]: What led you to it?Matei Zaharia [00:02:22]: Yeah. There were a couple of, like, converging lines, which I think is a good sign that you need something new. So on the one hand, there's all the coding agent info internally. We have really great, dev infra team. they built something called Isaac, that's like a wrapper on Claude Code and Codex, and, lets you use them either on the web in, like, sandboxes or, just on your dev machine or on your laptop or whatever. And then, they were adding all kinds of stuff there. And we saw all the more advanced engineers like, were building their own workflows with tons of agents, and they were building their own UIs and stuff on top or even on top of that. And then the other one was, like, us building agents. We ship this, like, data science agent called Genie on the research team, which I lead. We also build a lot of internal ones for various things, and then we have all the customer ones. And all of them running into this thing of like, “Oh, I need to switch model and harness and so on,” every few months. Plus the agent is, like, completely useless if you can't share sessions with someone and have history and have search and all this, like, layer on top of it for collaboration. I thought a bit about it from both contexts and, at first people thought it was weird. They're like, “Why are you doing coding agents and custom agents in the same thing?” But I said it's, it's the same problems and, you just wanna build the stuff that lets you deliver the agent, maybe control it if you care about security, and, make it portable across things. And then we prototyped some things as experiments. We saw, yeah, we can make it work, and then we built that for real.Swyx [00:04:06]: I'm wondering if this let's call it architectureMatei Zaharia [00:04:11]: YeahSwyx [00:04:11]: maps to anything in your careers in the past. like I always think about how a lot of things just tie back to operating systems.Swyx [00:04:18]: A lot of operatingMatei Zaharia [00:04:19]: YeahSwyx [00:04:20]: systems tie back to databases,Matei Zaharia [00:04:21]: SoSwyx [00:04:21]: or the other way aroundMatei Zaharia [00:04:22]: so the thing, I do think it ties a lot to, like, network protocols, internet protocol. we alsoSwyx [00:04:29]: Communication between entities.Matei Zaharia [00:04:30]: Yeah. We did stuff with, like, data sharing also, which is probably, most viewers probably won't know unless they'Swyx [00:04:36]: Yeah, open protocol is the term.Matei Zaharia [00:04:37]: Yeah.Swyx [00:04:38]: Open sharing. Open sharing.Matei Zaharia [00:04:38]: Open sharing.Swyx [00:04:39]: Yes.Matei Zaharia [00:04:39]: Yeah. So it's like you have a company, you maintain some table, like let's say like a Walmart or something. They have like the, inventory and what's been sold in each store. And then you also have suppliers, and they would love to produce more things and ship them, like, exactly the moment you need them. So they would love, like, real-time access to your table. So instead of like sending emails around or Excel sheets or phone calls, why can't you share like a view of that table in real time with them? Then they query, they, join it with their data, and they decide what to send. So it's one of these things where you, like you might ask like today since we can vibe code anything so fast, why do we even need to design like protocols or APIs or software? Why can't you just vibe code things on demand? But for this type of interoperability where multiple parties that are moving at different speeds are building stuff and you still want some layer on top to coordinate, you do wanna design it and build it. So it reminds me of that, like agents talking to each other and, users talking to agents and tools.Agent Clouds, Cloud Sandboxes, and Keeping Sessions AliveSwyx [00:05:42]: Reynold, any other comments alternative viewpoints?Reynold Xin [00:05:46]: I think, by the way, we had a debate on exactly which set of benefits would, matter a lot, and I think around the time we decided to do this thing I was telling Matei, “Hey,” it just happened to be there's a particular week that I was coding nonstopSwyx [00:06:00]: from the moment I woke up to, like, the moment I went to bed, I was, like, looking at my Claude sessions, my Codex sessions. And one of the things that was particularly annoying was having to keep my laptop open.Swyx [00:06:12]: I was driving to a doctor's appointment, and I remember because I wanted to make sure the whole thing continues working.Matei Zaharia [00:06:18]: But by the way, it's so comforting to hear you say that because I'm like, “I don't know if I'm a clown and I'm doing this or like.”Swyx [00:06:25]: Yeah. Like honestly, I was driving and I was tethering my laptop to my phone.Matei Zaharia [00:06:29]: huh.Swyx [00:06:29]: Keeping it on the side. Whenever I hit a red light, I started looking at what's going on my laptop.Matei Zaharia [00:06:35]: Yeah.Swyx [00:06:35]: And I just felt that was ridiculous.Matei Zaharia [00:06:37]: Yeah.Swyx [00:06:37]: It felt like we went back to the dark agesMatei Zaharia [00:06:39]: YeahSwyx [00:06:40]: programming. the productivity you gain from all this coding age is amazing, but, yeah.Matei Zaharia [00:06:45]: Have you heard of cloud?Swyx [00:06:47]: Yeah.Swyx [00:06:48]: It was crazy to me.Matei Zaharia [00:06:49]: Oh, the thing you were working on was the sandboxes or was this before that?Swyx [00:06:52]: It was a sandbox.Matei Zaharia [00:06:53]: Okay.Swyx [00:06:54]: I was workMatei Zaharia [00:06:54]: So you were inSwyx [00:06:55]: So I was approaching from a very different angle. I wanted to, “Hey, we're gonna have cloud sandboxes that doesn't shut down. You can get one very quickly,” but not just for running agentic sessions.Matei Zaharia [00:07:06]: Yeah.Swyx [00:07:06]: It's also for running development. So I was personally building that week, and through building that, I ran into all these issues, and then I wroteMatei Zaharia [00:07:15]: YeahSwyx [00:07:15]: a document for Matei, it's like, “Here's my wish list of what the actual environment should do.” And I think he ended up almost implementingMatei Zaharia [00:07:22]: YeahSwyx [00:07:22]: every single one of them.Matei Zaharia [00:07:23]: Yeah, I remember Reynolds saying, ‘cause my first prototype of this had just chats with your agent and he said, “I have to be able to open a shell, like my own shell and like list files and like tail them and stuff.” SoSwyx [00:07:36]: So SSH into a mainframe.Matei Zaharia [00:07:37]: Yeah. it has that now.Swyx [00:07:39]: Tailing my log.Matei Zaharia [00:07:40]: Yeah.Matei Zaharia [00:07:41]: Yeah.Swyx [00:07:41]: And also another thing I think I asked was, I had. I still use cursor for the sole purpose of rendering markdown files.Matei Zaharia [00:07:48]: huh. Yes.Swyx [00:07:49]: So I said, “If you just give me a way to see my markdown files and renderMatei Zaharia [00:07:53]: YeahSwyx [00:07:53]: them properly, I don't need a separate tool anymore.”Matei Zaharia [00:07:55]: Yeah.Swyx [00:07:56]: And I think you also built that in.Matei Zaharia [00:07:57]: Yeah, we, yeah, we did that, yeah. Yeah, we had a lot of engineers building, their own vibe coding setup. But then the other thing they all said is like, “Hey, I built something that's amazing for me, but, like, no one else on the team can use it ‘cause I don't have a server to collaborate.” And this is why we tried to set up, Omnigent, so you can have a server and have the security, set up in there. So, like log in with Google or whatever and, like securely share stuff. which. And that's where we've seen a lot of other agents like hit things. Like people think they prototyped an awesome agent, but it's not allowed to connect to like some really important data or whatever because of the security team.Omnigent Architecture, Open Source, and Common APIsSwyx [00:08:38]: Yeah.Matei Zaharia [00:08:38]: So yeah.Swyx [00:08:39]: Yeah. At this point, so for those watching along on YouTube, we're gonna putting up a image of the structure here, and we can talk a little bit of the architecture. I think I just want to have people understand, ‘cause like when we're talking about software, it can be very abstract and like here is what we're talking about. You've worked out in open source this entire platform and there's a runner component and server component with a uniform API that you've, you've figured out. any other element and obviously you can plug in all this, persistence layers and compute layers. This is a whole cloud. It's an agent cloud.Matei Zaharia [00:09:12]: Yeah. It's, it's got these components to work with it. The, a lot of the action happens like on the machine where you deploy your agent too. So whatever you've got on there, you can run. But yeah, it's, I think it's the minimal thing you want to have hosted, like collaborative agents and to have that server. And one of the reasons we open sourced it is, anyone building agents, this gives them an app they can start with and customize, which we were seeing in Databricks too. Like someone would make a nice, agent app and then other teams would ask, “Oh, can I just use yours for my agent?”Swyx [00:09:45]: Yeah, I think we had like five or six different agentic frameworksMatei Zaharia [00:09:48]: YeahSwyx [00:09:48]: built by every different team. They do all do more or less the same thing. Yeah, you need to. people wanna take something that works in Forkit, and you might as well have something open source. Yeah, which also was another question, which is interesting for Databricks. Like what do you choose to open source? What do you choose to make it proprietary? It's in. this goes back to Spark, right?Matei Zaharia [00:10:05]: Yeah.Matei Zaharia [00:10:06]: One, so one of the reasons to open source something is if you think it's a layer that will there'll be some network effect, it'll benefit from many, people collaborating, on it. So, for example, with Spark, I don't know if when Spark came out, we also focused a lot on letting you have libraries on top. So like there used to be differentSwyx [00:10:28]: EcosystemMatei Zaharia [00:10:28]: distributed computing engines for like machine learning and graph computation. We said they should all be libraries that you can compose. And we made it super easy to add connectors to data sources too. And then we benefit because, we don't have the time to write like connectors to like, 1,000 like different databases and file formats, but we can just use the ones people make, and of course they benefit from joining, this thing. So that's like one of these as it. Another way to think about it is like imagine, we our thing wasn't open. We had some agent hosting thing, but it's not open and then there is an open one. if you're. Which one's gonna win in the long run? So like here, because there is this benefit from like people writing integrations, it'll be, it'll be that. And then there are other things that like you just can't, even deliver as open source that are things the company does. Like for example, how do you make sure you're like streaming, jobs or your Lakebase database doesn't like, lose all your data at night? Well, that requires an operational team that's gonna sit there. There's no way it has to be a service. So like we wanna make sure as a company we're really good at those infra services and then we're as open as we can in terms of like what you build on top.Swyx [00:11:42]: speaking from a benefits, I think we are already seeing pull requestsMatei Zaharia [00:11:45]: YeahSwyx [00:11:45]: of all kinds of ecosystem integration, even though it was only released on Saturday.Matei Zaharia [00:11:50]: Yeah, Saturday. Yeah. So someoneSwyx [00:11:51]: Let's see, let's see what's going on. Yeah, you can look at the merge ones. I asked Sam Nigon this morning aboutMatei Zaharia [00:11:59]: 400 merge already?Matei Zaharia [00:12:00]: Yeah. I think Recent quite, I would guess around half are not from our team. but for example, someone added support for running it on Kubernetesrnetes. people added, many cloud sandboxes, so this can launch a cloud sandbox and run your agent in there, which is great for sharing too, ‘cause it's not, like, on your laptop and someone's, like, running scary code on there. so yeah, many startups have put those in, and, we expect to see more of them. We also have more agent harnesses already. Cursor, CLI, and Antigravity also.The Modern Data Stack and the Emerging AI StackMatei Zaharia [00:12:34]: Yeah. That's all, beautiful. And I, I feel like the last time this happens, there was the rise of the modern data stack.Matei Zaharia [00:12:42]: I don't know if it's that useful. I'm, I'm curious in your postmortem.Matei Zaharia [00:12:46]: I think most peopleSwyx [00:12:47]: AgreeMatei Zaharia [00:12:47]: will agree that it is finally dead. but maybe this arises to a new modern AI stack that, like, does the same thing.Matei Zaharia [00:12:52]: I don't know.Reynold Xin [00:12:54]: I think the modern data stack was a pretty useful thing, probably even up until this day. I think what, maybe for the audience who don't understand the history, I think the modern data stack is effectively decomposed into you need a layer to ingest the data in, you need a layer to transform your data, and then all of this are run, and then you need a layer to maybe visualize your data. And all of this runs on some data warehouse, or later on, as we're doing data warehouse or lakehouse.Reynold Xin [00:13:21]: I think that concepts are all very powerful and very useful. They enable a lot of workloads. What people eventually run into is a question of unification and consolidation is, hey, do you really need to chop all this into different pieces and work with so many different vendors and platforms in order to get, like, a very simple visualization done, right? So I think, like, over time, everybody started realizing that customers are pushing us. We started, we can realize that, so we started building more and more capabilities and trying to consolidate. And at the end of the day now, customers don't have to worry about having me hook up five different systems in orderMatei Zaharia [00:13:55]: YeahReynold Xin [00:13:55]: produce a chart. But the. I think, honestly, something like this is probably happening, in how many different frameworks do you want to hook up together in order to produce, like do a very simple agent.Matei Zaharia [00:14:06]: Just to be clear, I would say the core of this is this common API on top of all the harnesses. So the API is like, you've got an agent session, and you can send in a message or, like, a file. That's what you can send in, and then you get out, these streams as it's streaming text or as it's doing tool calls. And, or the other thing you can send in is you can, like, tell it to cancel a turn. So that's the API. Now, the thing we did is we could get you that on top of, like, cloud code running in a terminal, Codex, Py, OpenAI SDK, all that stuff. We map them all to that same interface. So that is something that you'd have to maintain yourself if you built your own, like, agent orchestrator, and then whenever cloud changes its API, you gotta, tweak your thing or it's gonna lose some messages. So that's the thing that's valuable to maintain. Then on top of that, like, we built a few apps. I think we built a pretty cool UI and stuff, but that's, And we built a security and control piece, which I'm excited about. But it's that common interface, so we don't. We. That doesn't try to be a stack. And in fact, you could plug in your own UI on top of this, server. That, and that's one of the use cases we care a lot about, ‘cause we want to use this in our own products.Compute, Sandboxes, and Databricks ScaleSwyx [00:15:20]: Yeah. It should be everywhere.Matei Zaharia [00:15:22]: Yeah.Swyx [00:15:22]: I think one of those things that is really interesting to me is, like, well, first of all, I'll, I'll endeavor to do everything and not call it the modern AI stack because like it needs a different name.Matei Zaharia [00:15:32]: Yeah.Swyx [00:15:32]: But like, yes, like, so one of the first people that told me about compute, sandboxing was Nikita from Neon.Swyx [00:15:39]: Because a lot of people think about Neon as like, well, it's serverless Postgres with, like, the separation of compute and storage and, instant branching and all those things. But every database company is also a compute company.Matei Zaharia [00:15:51]: Yeah. Yeah.Swyx [00:15:52]: And so he was showing to me his whole, his sandboxing solution. I don't think he have ever launched it.Matei Zaharia [00:15:57]: So our sandbox solution, the reason we could build it so quickly was because we realized if you just take the actual Lakebase architectureSwyx [00:16:05]: YeahMatei Zaharia [00:16:05]: and remove the database from it, by the coming from NeonSwyx [00:16:08]: Exactly, rightMatei Zaharia [00:16:09]: you have this sandboxSwyx [00:16:09]: Every database company has it already, yeah.Matei Zaharia [00:16:11]: Now, there are some differences. For example, in the one to support this particular workflow, it's important to have local persistence,Swyx [00:16:19]: YeahMatei Zaharia [00:16:19]: because you want your state to persist. Your libraries, you don't have to install your library every time, right?Matei Zaharia [00:16:24]: whereas the Neon architecture, because of the separation of storage from compute, you don't need persistent local disk.Swyx [00:16:30]: Yeah.Matei Zaharia [00:16:30]: So there's some differences.Swyx [00:16:32]: Yeah.Matei Zaharia [00:16:32]: But the, at the end of the day, yeah, it's, Yeah, so this is when you run, like, a coding sandbox. Like, if I use it, yeah, we have the dev env internally at Databricks. There's, like, many, like, tens of gigabytes of data just for, like, all the source code and, like, artifacts and stuff that I built, and I want that to come back next time, so.Matei Zaharia [00:16:51]: Yeah.Matei Zaharia [00:16:51]: But yeah.Matei Zaharia [00:16:52]: Before the show, we was talking about some statistics that might be surprising at the adoption.Matei Zaharia [00:16:56]: It could be internal, it could be external, whatever comes to mind, just to impress people the scale this is happening.Swyx [00:17:02]: So we, on the analytics side, I think we launchedReynold Xin [00:17:06]: Maybe 50 or 60 million virtual machines a day across all three clouds, so we're one of the biggest compute orchestrators out there.Reynold Xin [00:17:13]: Stuff for sure for CPU compute.Swyx [00:17:14]: Yeah.Matei Zaharia [00:17:14]: Yeah.Reynold Xin [00:17:15]: the. And all of this process, I think exabytes of data, I joked about depending on which time zone you are, typically before you have breakfast, Databricks would have processed exabytes of data already on that day. and on Neon, it's pretty interesting, too. It's launching, I think, 13 million databasesSwyx [00:17:34]: YeahReynold Xin [00:17:34]: a day now.Swyx [00:17:35]: Yeah, to me that was, like, aReynold Xin [00:17:36]: And that's just likeSwyx [00:17:37]: Like, what do you mean?Matei Zaharia [00:17:38]: Yeah. And that's the point.Reynold Xin [00:17:40]: And a lot of those were thanks to agent- agents and branching experimentationSwyx [00:17:44]: YeahReynold Xin [00:17:44]: because we made it so easy and so quickly, and thanks a lot to Nikita's team, to launch databases. It's, the. So it's changing the way people use databases.Swyx [00:17:54]: Yeah. Okay, we're gonna go into more database talk in a bit, but I wanna make sure we close up anything on Omnigentt. you mentioned, you were excited about the securityOmnigent Security, Contextual Policies, and Spend ControlsSwyx [00:18:03]: control side.Matei Zaharia [00:18:04]: Yeah.Swyx [00:18:04]: a lot of companies are figuring that out right now, as well as the spend side.Matei Zaharia [00:18:08]: Yep.Swyx [00:18:09]: what have you found there?Matei Zaharia [00:18:11]: Yeah, so I spent quite a bit of time talking to internal users, developers, security team, managers, and also lots of customers, and there's a few things. Like, first of all, one thing, that immediately was. became obvious is for security, there's this tension between, like, usability and security. And, the way people do. Like, a lot of coding agents today have very basic things like you can tell me which tool patterns I'll allow or disallow or whatever. It's like yes or no. But that puts you in a very tough spot. So just as an example, like, should my agent be able to read, some confidential documents, or let's say, should it be able to install new packages from npm, which, maybe it's compromised. Yes or no? Like, maybe I wanna allow it. Should my agent be able to publish stuff to the company website? Well, if I'm using it to code on the website, yes. But should it be able to do both, so it can, like grab a confidential document and be prompt injected and leak it? Probably not. So the thing we decided we need is stateful or what we call contextual policies where you keep track of the state of that session. It's not like is it allowed to push to the marketing site or not, but, like, hey, if it did a risky thing, like it installed, a old package from npm, or it read, like, 1,000 confidential docs, then no. Then don't, don't do it. Otherwise, maybe it's okay. That's one example of, like, moving that trade-off so it's both more secure and more useful by having a more powerful engine, essentially. This requires tracking sessions. The other piece that was interesting there is, like, there are these very level events it's doing, and you want some libraries on top that parse them. Like, for example, we have a, MCP server on Google Drive internally. It's got 60 API calls. like, how do I know which of those, like, will share a document with stuff on the internet and which ones won't? It's, it's annoying. So we designed in Omnigentt the policy layer so that it's functions and you can have libraries. Like, someone can make something that maps the level events to high-level ones, and then you write a policy about the high-level things that came out. so and thatSwyx [00:20:25]: This is related to the Panther,Matei Zaharia [00:20:27]: Yeah, Panther is. will help with that. PantherSwyx [00:20:30]: YeahMatei Zaharia [00:20:30]: a similar idea on the event processing side, and it's Python-based versus a weird custom language. this is more, as in realSwyx [00:20:39]: I didn't even know we were good yeah.Matei Zaharia [00:20:41]: Those things are happening, yeah.Swyx [00:20:42]: Yeah.Matei Zaharia [00:20:42]: So yeah, but these are the cool things. I think the contextual or stateful part, and then the way it can be libraries, and that was another reason to make it open source because others will write libraries and, like, we and our customers can use them. And the final thing, because it's stateful, one of the states we track is how much you spent in that session. So I can. I've had, like, I ask an agent to debug something, and it spent $500 because it decided to read a lot of log files and burn a lot of tokens. but I can literally say, “Okay, launch a agent to do this and cap it to spending $5.” Like, ask me for permission if it needs more. And because we're counting that within that session, it'll pop up and tell me, “Okay, you spent five, $5. Do you wanna go on?”Reynold Xin [00:21:27]: So important context here. Matei spent the last five years, a lot of his time was architecting Unity Catalog at DatabricksMatei Zaharia [00:21:34]: YeahReynold Xin [00:21:34]: which is the governance layer for data.Matei Zaharia [00:21:35]: That's right, yeah.Reynold Xin [00:21:36]: And he's combining expertise at that layer together with all the AI governance he knows.Matei Zaharia [00:21:41]: Yeah.Swyx [00:21:41]: DoMatei Zaharia [00:21:41]: But I also spent a lot of time being annoyed by coding agents and getting prompts.Matei Zaharia [00:21:46]: And also as theReynold Xin [00:21:48]: All the aboveMatei Zaharia [00:21:48]: I don't want to end up on the front page as, like, I installed some weird npm package and leakedSwyx [00:21:53]: YeahMatei Zaharia [00:21:53]: all the code, so I'm especially paranoid. But also I have very little time, so I don't want to sit there approving, like, do you want to run a 20-line, bash script, yes or no? so that's why I spend a lot of time figuring out, like, how can I make it as safe as possible and not annoying?Swyx [00:22:10]: Yeah. Is safety and mmm, let's call it security a bigger concern than token maxing or token budgets? which one is, likeMatei Zaharia [00:22:19]: Oh, yeah, they're both there. I don't know. I guess it depends on the type of company you are. So I think, some companies, like, the budget is, limited and, they really care about thatSwyx [00:22:34]: you can be Uber and still be concerned?Matei Zaharia [00:22:36]: Yeah. Oh, yeah, totally. Yeah. If you haveReynold Xin [00:22:38]: for us, securityMatei Zaharia [00:22:39]: YeahReynold Xin [00:22:40]: super paramount.Matei Zaharia [00:22:40]: For us, security is absolutely critical as a, cloud provider. It's, it's the most important thing, and, token maxing, we're not so worried about it yet, but I've seen the Like, for example, I talked to some consulting companies. They have, like, 100,000 employees who are all coding for customers. If those each spend, like, an extra $1,000 a month, that's, that's not fun.Swyx [00:23:04]: YeahMatei Zaharia [00:23:04]: we have, like, only a few thousand engineers.Swyx [00:23:06]: What's the policy in Databricks? Is it just unlimited or what'Matei Zaharia [00:23:08]: It's, it's unlimited, but we do. we use our own product to, like, analyze the traces and stuff, and we have a team that'looking to optimize and to see if anyone's doing something weird. And, we had some really cool insights just from analyzing current traces, like whichSwyx [00:23:24]: YeahMatei Zaharia [00:23:25]: models are better at, say, Rust versus like TypeScript or whatever. So yeah, at least in our code base.Swyx [00:23:31]: Yeah. Amazing. Obviously, I have to ask the token question, obviously.Matei Zaharia [00:23:34]: Yeah.Swyx [00:23:34]: I think it'sReynold Xin [00:23:34]: YeahSwyx [00:23:34]: it's a key thing. But yes, security and control above that, and figuring out a sane layer there you can have some autonomy, but, not too much.Matei Zaharia [00:23:43]: Yeah. Yeah, and we wanna make it super easy. As a engineer, you should set a thing. So in Omnigentt, you can ask your agent, “Set a policy on yourself to do this.” So it can likeSwyx [00:23:52]: But if there's something I should be showingMatei Zaharia [00:23:53]: YeahSwyx [00:23:53]: I don't, I don't see it on the GitHub, but,Matei Zaharia [00:23:55]: Oh, yeahSwyx [00:23:56]: there's justMatei Zaharia [00:23:56]: Well, in the docs there's something.Swyx [00:23:57]: Yeah, this is it.Matei Zaharia [00:23:58]: You can look at it later.Swyx [00:23:59]: Okay. Yeah.Matei Zaharia [00:23:59]: Just look in the docsSwyx [00:24:00]: YeahMatei Zaharia [00:24:00]: contextual policies if you wanna see.Swyx [00:24:04]: I just like to point peopleMatei Zaharia [00:24:05]: look at the built-in policies.Swyx [00:24:06]: Yeah.Reynold Xin [00:24:06]: Yeah.Swyx [00:24:06]: If you want to, follow up on this is exactly where to look, right?Reynold Xin [00:24:10]: Yeah.Matei Zaharia [00:24:10]: Yeah. yeah, and the story of these is, like, I just wrote, like, I wrote a doc with like 10 ideas for things before as you were working on them. Well, that was, like, my wish list of things people asked, and I told the team, like, “Hey, can you do like at least five of these for the launch?” And then they just got back with all of them, so.Swyx [00:24:29]: Oh, wow.Matei Zaharia [00:24:29]: so you can come up with more, but them- some of them are just meant to be examples. really you can intercept, like, any event the agent is making, and you can then either block or force it to ask the user or, like, allow, and you can update state to keepSwyx [00:24:45]: YeahMatei Zaharia [00:24:45]: track stuff.Swyx [00:24:46]: Yeah, ‘cause ultimately you're, I think of you as, like, a systems designer.Swyx [00:24:50]: You let people plug in, right? That's the wholeMatei Zaharia [00:24:51]: YeahSwyx [00:24:52]: modus operandi of what you do.Matei Zaharia [00:24:53]: Yeah.Swyx [00:24:54]: It's likeMatei Zaharia [00:24:54]: And we care a lot about also composab- like, can someone else write a library that others use, whichSwyx [00:24:59]: YeahMatei Zaharia [00:24:59]: this is meant to.Reynold Xin [00:25:00]: There's also a batteries included philosophy hereMatei Zaharia [00:25:03]: YesReynold Xin [00:25:03]: probably very similar to how you did Spark, which is you could just start using.Swyx [00:25:06]: Yeah.Matei Zaharia [00:25:06]: Yeah, that's right. It has to be good out of the box at certain things, and then you can build your own things on top that, like, we don't wanna do. But in Spark, if you just wanna like, I don't know, like read a table or do, like, a aggregation, it should be awesome at that out of the box.Building on Omnigent: Contributions, Startups, and AnalyticsSwyx [00:25:23]: Yeah. People wanna catch up on Omnigentt, they should watch your keynote.Swyx [00:25:26]: they should go through the GitHub and the docs. If they wanted to contribute, or they want to build on this ecosystem what would you call out as the most high-leverage places get involved?Matei Zaharia [00:25:36]: Yeah, do get involved in the Discord and in GitHub. Our team is there, is monitoring, and, some of the things people ask for we just built ourselves. Some of them, we're, we're collaborating with them to build it. and also tell us, likeSwyx [00:25:49]: Yeah, they're gonna be veryMatei Zaharia [00:25:49]: how you would like to use it because I think especially for developers, like, everyone wants it to work their own way, and a really good developer tool, like you have to hear the feedback on all the ways and figure out the abstractions and how to let people customize. So we'd love to hear, like, if you think, “Hey, I, I don't want it to work this way,” tell us. We really just wanna get that compatibility layer across agents and then let you do stuff on top.Swyx [00:26:14]: Yeah. is there any, in terms of like the startup side, I'm, I'm a founder.Swyx [00:26:18]: I wantMatei Zaharia [00:26:18]: YeahSwyx [00:26:18]: I see an opportunity, I wanna get in front of you. What's your request for, like, a startup that, like, I wish someoneMatei Zaharia [00:26:23]: Oh, like you wanna integrate with us?Swyx [00:26:24]: someone was working on this.Matei Zaharia [00:26:26]: Oh, for a startup?Swyx [00:26:27]: Yeah.Swyx [00:26:28]: Like, your, you got your own startup. It's doing well.Matei Zaharia [00:26:30]: Yeah.Swyx [00:26:30]: But like, if you weren't working on your own startup, what is, like, obvious that you should You advise many startups too, obviously.Matei Zaharia [00:26:37]: I do think, just as a company with a lot of engineers, like anything that helps me make sense of how people are usingSwyx [00:26:46]: SpendMatei Zaharia [00:26:46]: coding agents and,Swyx [00:26:48]: Yeah. AnalyticsMatei Zaharia [00:26:48]: spend, but also quality or like you should write, you should add this skill, or you should write this thing, or your agents are really horrible at tasks involving this service, so I go spend time. That would be nice. yeah.Swyx [00:27:00]: Yeah. The closest I've found is, this team, GitAI.Matei Zaharia [00:27:03]: Oh, cool. Yeah.Swyx [00:27:04]: They started with, like, we will just do, code and human attribution, but they're building the analytics layer on top of that.Matei Zaharia [00:27:12]: Yeah.Swyx [00:27:12]: I do think, like, there are a bunch of, like, artificial analysis is obviously,Matei Zaharia [00:27:18]: Yeah, they have their benchmarksSwyx [00:27:18]: doing super wellMatei Zaharia [00:27:19]: YeahSwyx [00:27:19]: with their stuff. so there's, there will be people. I think this is like the domain of consultants first, but then peopleMatei Zaharia [00:27:26]: YeahSwyx [00:27:26]: will build software that, let's say, it's kinda like the management planeMatei Zaharia [00:27:29]: YeahSwyx [00:27:30]: for coding agents.Matei Zaharia [00:27:30]: Yeah, I think there'll be a lot of insights there. You have it in other areas.Swyx [00:27:34]: Okay. Well, and then the other, big thing is your dream engine.LTAP: Lake Transactional/Analytical ProcessingSwyx [00:27:39]: maybe you wanna tell the story of, LTAP.Reynold Xin [00:27:45]: So, and background with. I'm, I'm gonna make people listen to our Ankur Goyal episode where we talked about SingleStore, HTAPMatei Zaharia [00:27:52]: YeahReynold Xin [00:27:52]: and all that history.Matei Zaharia [00:27:52]: Yeah. The LTAP idea is pretty simple. so if people have heard of the, Ankur's, talk about HTAP, it's effectively the world of databases. Sorry, there's like maybe a lot of context needs to be injected here. The world of databasesSwyx [00:28:06]: I am happy to be the database podcast that I'm forcing people to, like, learn your databases, guys.Swyx [00:28:11]: You cannot vibe code with just markdown files.Reynold Xin [00:28:13]: Yeah.Swyx [00:28:13]: Like,Reynold Xin [00:28:14]: It's one of the most important fundamental systems technologies out there. But the world of database effectively split into roughly two halves. There's what we call OLTP databases, which are transactional, and think of your Postgres, your MySQL, your Oracle databases, and the other side is what we call analytics, and sometime might refer to term OLAP. And the difference is on OLTP, you typically have maybe run some transaction on some event that looks up at one specific row. We update that row, right? It's a very oriented data structure. And on analytics, you're trying to reason on the data. You're trying to compute, “Hey, what's my revenue per store? What's my. How's my website doing every day?” And then you, eventually want to probably end up running anal- machine learning on it to predict, “Hey, how will my maybe sales be going in the future?” they are so very different architecture, and everybody start with OLTP databases. Every app, when you become serious enough, that needs more than markdown files, you need to have a database. You want to lose your data, you want to have some transactional consistency. But once you want to reason on the data, if you only have like- A hundred rows, it's probably okay to run it on your Postgres or your own, your MySQL database. But once you have more data and want to run more complicated analysis, the very analysis might crush your Postgres database. So you start doing, getting data out of the OLTP databaseSwyx [00:29:35]: Replication.Reynold Xin [00:29:36]: Replicate them into the analytic systems and just startSwyx [00:29:39]: Yeah, which for people, Elasticsearch is, like, aReynold Xin [00:29:42]: Yeah. So some of them get into Elasticsearch for, like, blocked analysis. A lot of our customers obviously get into Databricks to run more sophisticated things.Swyx [00:29:51]: Yeah.Reynold Xin [00:29:51]: And there's this term called CDC, whichMatei Zaharia [00:29:54]: Change data captureReynold Xin [00:29:55]: change data capture. and what it does, it reads the binlog of the database, and if you don't understand what binlog is, it's fine. The, but it's a little delta of the data, and it reconstructs based on the delta, the state of the database, on the analytics side. But CDC is, like, a very painful thing. It's how standard in the industry, everybody uses it, but, it ends up being. I think many data engineers ends up being waken up at, like, 3:00 a.m, because there's some pipeline thing.Swyx [00:30:22]: my explanation is, like, Airbyte is like a, became a $5 billion company just doing CDC.Reynold Xin [00:30:27]: Yeah, exactly.Reynold Xin [00:30:28]: CDC is, like, a veryMatei Zaharia [00:30:30]: It's hard.Reynold Xin [00:30:30]: It's one of the most boring but one of the most fundamental operations, like, powering modern society.Matei Zaharia [00:30:37]: huh.Reynold Xin [00:30:37]: But it's so brittle that, we joke that it's, should be called continuous data corruption, because you might change your schema on your OLTP database, and then the CDC pipeline fails to handleSwyx [00:30:48]: YeahReynold Xin [00:30:48]: the schema change.Swyx [00:30:49]: Yeah.Reynold Xin [00:30:49]: And then everything goes out.Swyx [00:30:51]: And there's all sorts of tricks that you can do, like, you add in, like, some versioning or whatever, but yeah.Reynold Xin [00:30:55]: Yeah, but it's a very, in general, very complicated. Like, I think at my keynote, I asked the audience put up their hand if they love their CDC pipeline. Only, like, maybe two people put it up. So if single store, like, about maybe a decade ago, I think the industry had this idea, hey, what if I built a single database that can handle both workloads? Now I don't.Swyx [00:31:12]: Which, like, by the way, every database person ever has ever always dreamed about this.Reynold Xin [00:31:15]: Yes. Yes.Reynold Xin [00:31:16]: This is the holy grail of database engineering is why not build a single system that can do both of this? But it ends up just being a lot of compromises. one, I think one of the first issue is that, hey, each. they say Postgres has a massive ecosystem, right? You want to be using the tools that's built for Postgres. And Spark, for example, had a massive ecosystem. There's a lot of libraries you want to use. If you were to create now a new thing, you don't have a ecosystem. You tend to create a new, smaller proprietary API, and you're lacking both, and it's also very difficult to make it performance-wise to be, comparable on either side. So it ends up being sucking on both. And our whole idea of LTAP, it's obviously a wordplay on the term HTAP, is that we think this is HTAP done right. HTAP wants to build a single engine for both. We think you can get 99% of what you need by unifying the storage, and just have a single storage layer. And once you have the single storage layer, if your Postgres databases are writing data in a column-oriented format, everything analytics can just go read that data directly without any delay, right? There's no pipeline in between, so all the data will immediately be available for reasoning analytics. I think I was telling some customers earlier, hey, when we talked about this is gonna be super useful for agents, I at first didn't really believe in it myself, even though we wrote that positioning.Lakebase, Agents, and Live Operational DataMatei Zaharia [00:32:39]: Yeah.Reynold Xin [00:32:40]: But then last night I was having dinner with a Australian customer, and they told me, “Oh, hey, one of the big issue we have is we have all these logs from our services, and we see SLA dips and want to investigate. But then there's no way for those agents to even understand what's going on in the actual databases themselves. All we see is just, like, product telemetry of the database and the services.” It would make those agents 10 times more powerful if understand, for example, who's placing those orders, what is happening, what exactly are they doing. So now I'm sold on our own message.Swyx [00:33:13]: Yeah.Reynold Xin [00:33:14]: I think it's really. It gets you the almost all of the benefits of the HTAP holy grail, which is, hey, make the data available immediately for reasoning analyticsSwyx [00:33:26]: Yeah, I think,Reynold Xin [00:33:27]: without compromiseSwyx [00:33:28]: in the way that humans are generally intelligent and want to have the ability and access to query anythingReynold Xin [00:33:34]: YeahSwyx [00:33:35]: while they do the work, they also need history and need context.Swyx [00:33:38]: And, like, where else does they get context? That's it's an analytical workload.Reynold Xin [00:33:41]: Exactly.Matei Zaharia [00:33:42]: Yeah. Yeah. And I remember when we had incidents with our databases and engineers said, “Well, I can't just run a giant query on it to see what's going on because that's gonna bring down the database and hoard it even more.” Like, that's the stuff that this gets rid of, because you spin up a whole separate fleet of machines that's doing the analytics. You're not overloading, like, the main databaseReynold Xin [00:34:02]: RightMatei Zaharia [00:34:02]: that's still trying to serve stuff.Reynold Xin [00:34:04]: Yeah.Matei Zaharia [00:34:04]: Yeah.Why LTAP Works Now: Parquet, Postgres, and LakebaseSwyx [00:34:05]: So this has been a dream for a while. what had to get done in order to get to today? Like,Reynold Xin [00:34:11]: Yeah.Swyx [00:34:11]: I feel like, you have announced variants of this several times, but it wasn't as clear as LTAP.Reynold Xin [00:34:18]: Yeah.Swyx [00:34:18]: I think LTAP is like Like, okay, we've got it, guys.Matei Zaharia [00:34:21]: This thing, yeah.Reynold Xin [00:34:21]: I was talking to somebody at Meta, and then he was asking me, “Hey, what's the catch? Why is it possible now?” And I think the reality is we took a lot of time to work on the Lakebase architecture. obviously a lot of it came from the Neon team, which is a separation of storage from compute. And it turned out it was just a tiny little step away going from that to this LTAP idea, which is, hey, we just. in the Neon architecture and in Lakebase architecture, we're writing data in oriented format to the open data lake, but in there we're writing in Postgres pages. Ali and I were spending a lot of time debating, hey, can we just change that to write in column-oriented format? And we're just debating, and one day, one of our engineers who's, like, super smart came in, he's like, “Hey, I just prototyped it. It works.”Swyx [00:35:07]: Wait, it's, prototype what?Reynold Xin [00:35:09]: Prototype, instead of storing the data in the data lake in the oriented formatSwyx [00:35:15]: ColumnReynold Xin [00:35:15]: like Postgres pagesSwyx [00:35:15]: YeahReynold Xin [00:35:16]: write them in Parquet.Swyx [00:35:17]: Yeah.Reynold Xin [00:35:18]: and he just made the observation that, hey, our storage fleet has a lot of extra idle CPUs And we could use those CPUs to do the transcoding from row to column, where row is good for OLTP, but column is good for analytics. so let's do that transcoding at that time. And as a matter of fact, once you transcode the data compresses better. So from those services writing to, for example, S3 or other data lake, like object stores, you can write them faster ‘cause now they are now smaller.Matei Zaharia [00:35:49]: Yeah.Reynold Xin [00:35:49]: So there's no overhead, it's no compromise in performanceMatei Zaharia [00:35:52]: Some CPU overhead.Swyx [00:35:54]: Yeah, because,Matei Zaharia [00:35:55]: YeahSwyx [00:35:55]: we had extra CPUs anyway.Matei Zaharia [00:35:56]: We had that fleet anyway, yeah.Swyx [00:35:57]: so the debate ended. it's one of the classics of, tech, issue of a lot of debate, but then somebody went ahead and just tried to prototype it and it worked.Matei Zaharia [00:36:06]: But, like, something this strategicSwyx [00:36:07]: That's rightMatei Zaharia [00:36:07]: and important to the company, I expect there to be, like, a kickoff thing, like a design doc. Nothing like that.Swyx [00:36:13]: Nothing like that.Swyx [00:36:14]: He just. We were debating in many meetingsMatei Zaharia [00:36:17]: Yeah.Swyx [00:36:17]: and then we're just debating whether it's possible or not from first principle.Matei Zaharia [00:36:20]: YeahSwyx [00:36:20]: and then, somebody just did it.Matei Zaharia [00:36:23]: Yeah, if you set yourself up so people do that'll be great. And that happened a bit with Omnigentt too. I think if I just had a doc on, like, we can make these together, everyone would, would think, “Oh, what about this? What about this?” But then you. if you try it out, it helps. And then if you have real users and they bash it and, like, it's still working, or in this case, if you have the workload, what the workload looks like, you can just test the same pattern then.Databricks' Culture of Fast PrototypingSwyx [00:36:47]: Yeah.Matei Zaharia [00:36:47]: Yeah.Swyx [00:36:47]: Tech aside, which is very cool, this is, like, the most important thing, the culture of innovation, and you don't have to ask my permission, you don't have like, do a whole form- formal process, just do it?Matei Zaharia [00:36:59]: Well, especially these days, I think withSwyx [00:37:01]: YeahMatei Zaharia [00:37:01]: AI, it's easier to buildSwyx [00:37:02]: But so, likeMatei Zaharia [00:37:03]: a prototypeSwyx [00:37:03]: I think you are very I made a lot of suite of, like, large companies and, like, I think that at scale, things slow down, and I'm sure you felt it already, but somehow you have this core of people that, like, are exempt. How? I think we hire and we work with really good people, and that's a very important part of it, and empowering them, but also spending a lot of time, maybe us in the trenches matter a lot also.Matei Zaharia [00:37:28]: Yeah, I think, I think first, people can adapt to being in the larger company, so that helps. And we wanna make sure they know that they can try stuff and settle debates and have a lot of examples of how it was done before, or launch a thing in beta or whatever. and then the other thing I do think as a company, like despite the size, we don't launch that many, like, products. We try to keep it pretty coherent. That's, that was the whole, like, theory of the company, was like instead of having, like, 20 Amazon services you need to set up, like a analytics and machine learning stack, you just have one, and it's, like, the same API, the same semantics across all of them, the same copy of the data. So that requires, like, unification. And then we added one more thing at a time. Like, we added storage with Delta Lake. We didn't used to do any storage. Then we added SQL, we added, machine learning platform stuff. So, but yeah, don't, don't do too many, but do those things well and, that also helps, it helps keep it manageable.Reynold Xin [00:38:33]: Yeah. The other thing we encourage a lot is instead of building, boil the ocean for everything, let's figure out how do we do it incrementally, how do we do it very quickly. Like, many of our productsMatei Zaharia [00:38:43]: YeahReynold Xin [00:38:43]: they're built in the span of weeks, and then we go to, hey. Like, usually my first question to whoever team is building is who's the target customer? Who are you working with? Are you on a first-name basis with them? Are you texting with them? I think having that very tight loop,Matei Zaharia [00:38:59]: Can you bring up another launch that comes to mind when, in this thing? I just want to give examples.Reynold Xin [00:39:04]: Omnigentt itself happened that way.Reynold Xin [00:39:05]: Yeah.Matei Zaharia [00:39:06]: Who's the customer? That's a good oneReynold Xin [00:39:34]: storage layer we did. we had, our largest customer at the time said like, “Okay, I need some. I want something in the cloud ‘cause, I. if the rest of our network is compromised, like this thing needs to be separate to store and query the events.” And then, talked to us, he said, “Okay, this is the rate of events per second. This is, like, the freshness I want. Can you do it?” So that was, like, way larger than any workload we had, and we had our, engineer, working on that, Michael Armbrust, and he worked just to make this work. And once it worked for them, it worked for everyone else. Yeah. This was early in the company, probably like four years in or something.Matei Zaharia [00:40:24]: 20- 2018?Swyx [00:40:26]: Yeah, ‘17, ‘18.Matei Zaharia [00:40:28]: Few companiesSwyx [00:40:28]: Do you have other examples?Matei Zaharia [00:40:30]: there'Swyx [00:40:31]: Maybe you have othersMatei Zaharia [00:40:31]: yeah, Clean Room, which is how you share data in a way without sharingSwyx [00:40:35]: YeahMatei Zaharia [00:40:35]: underlying data, but you allow specific operations. Those were done effectively initially just for two customers. I think the industry has a sense of, hey, maybe if you overfit to, like, one or two customers, it's gonna be really bad for you. But I think the, downside of overfitting is much smaller than the upside itself. And if you try to be too ambitious and boil the ocean, it's a much bigger problem.Swyx [00:40:58]: Yeah. Yeah.Matei Zaharia [00:40:58]: ‘Cause you might end up having no customer.Swyx [00:41:00]: Yeah, that's more, that's the more likely outcome.Matei Zaharia [00:41:02]: Yeah.Tech Companies vs. EnterprisesSwyx [00:41:03]: than you can pivot from there. I do think there is such a thing as a bad customer that sometimes you should fire. Yeah.Matei Zaharia [00:41:08]: They could exist sometimes if you drive. well, one of the challenge I think we probably see, and maybe many AI, so newer generation companies are seeing is, so tech companies are very different from tech companies or traditional enterprises.Swyx [00:41:22]: Yeah.Matei Zaharia [00:41:22]: And, if you optimize everything just for tech companies, you might have various challengesSwyx [00:41:27]: OhMatei Zaharia [00:41:27]: scaling them outside of tech companies.Swyx [00:41:28]: Okay, what likeMatei Zaharia [00:41:30]: YeahSwyx [00:41:30]: what like top three differences that you always think about?Reynold Xin [00:41:33]: Governance is a big oneMatei Zaharia [00:41:34]: I think, yeah, a big one is like, yeah, security, data privacy, governance, all that stuff. So usually if you're building some kinda like B2B or developer tool, like your biggest market is gonna be enterprises, but it's just very different. A company that's existed for like, it's had some form of IT for like 30 years, they have so many legacy systems or they operate in a regulated space. whereas a startup or, even like a, like sorta more recent tech company, all the. everything is new and pristine. So yeah, it's just different, and if you've never worked with enterprises or been in one, you just won't know about it.Reynold Xin [00:42:13]: Yeah.Matei Zaharia [00:42:13]: Yeah.Reynold Xin [00:42:13]: And the procurement process is probably quite different. There's far more stakeholders.Matei Zaharia [00:42:17]: Yeah, that is one. Yeah.Matei Zaharia [00:42:18]: Another piece that's interesting is I think some tech companies, people, will say, “Oh, I can build that myself,” right? I'll just build that myself.Matei Zaharia [00:42:27]: So then you go,Reynold Xin [00:42:28]: I don't think people say that about Databricks, butMatei Zaharia [00:42:31]: yeah, it dependsReynold Xin [00:42:32]: They do.Matei Zaharia [00:42:32]: They do?Matei Zaharia [00:42:32]: Yeah, the. Yeah, and it depends on the teams and things. So, but, on the other hand, like many of the enterprises say, “I don't, I never wanna be in the business of building that.” Like, I don't want my, whatever, I'm a retailer or something, I never wannaReynold Xin [00:42:45]: Yeah, sell clothes,Matei Zaharia [00:42:46]: be down because like some weird like nerd like couldn't get streaming pipelines working.Matei Zaharia [00:42:51]: That is not what I'm doing.Reynold Xin [00:42:53]: Yeah.Reynold Xin [00:42:53]: Yeah. This makes them great customers, to be honest, right?Matei Zaharia [00:42:55]: Yeah. But you have to understand that it's hard without having worked there and stuff, like you may not appreciate.Reynold Xin [00:43:01]: Look, I think they're all great. don't get me wrong, they have different challenges. But the, many of the tech companies, for sure there's a lot, far more DIY.Matei Zaharia [00:43:10]: On the flip side, you have people who are. they're very much experts in their domain, like they're building airplanes, they're, designing medicines, whatever, and they just want to bridge the technology, where like they don't wanna learn, databases or whatever. As cool as we think it is, even as interesting as the average software engineer might think it is to read a little bit, like they just never wanna know. They just say, “I have a, giant like, matrix or whatever with my, clinical data, like how do I, how do I like cluster it or whatever?” So yeah.The Dream Engine and Rewriting the Database StackReynold Xin [00:43:40]: Yeah. That's true. Okay, so and then I wanted to build out the dream engine, vision. where does this all lead? So one of the thing we, realized maybe a couple years back is that every single database engine out there, especially on the analytics side, are a decade old. pretty much everything that have reasonable traction are about a decade old. And they all started targeting some very specific narrow use cases, and then over time it's become more and more successful. They have grown in their ambition, and then they try to support more and more use cases. But the fastest way to support those use cases tend to be hacked around the abstractions that were initially created, that were not for those use cases.Matei Zaharia [00:44:23]: Yeah.Reynold Xin [00:44:23]: And then, but you can support them more or less okay. And before it, after 10 years of organic evolution that way, it becomes a gigantic pile of s**t.Reynold Xin [00:44:31]: the. And, but that includes Databricks. And very few company or very few systems, I think, have the gut to say, let's go start from scratch. Let's go back to the drawing board and design, knowing everything we know today after a decade of workloads and probably billions in revenue, let's attempt to rewrite it from scratch and make sure it will work and it can support all of these use cases. So we started doing that, but it's a very ambitious project. by the way, you can search on Wikipedia, there's this thing called second system syndrome.Matei Zaharia [00:45:08]: Yeah, I know that. Yes.Reynold Xin [00:45:09]: Or second system effect.Matei Zaharia [00:45:11]: Every developer must know what a second syndrome is.Reynold Xin [00:45:12]: It's you built your first thing and it works out great, and the second one's bound to fail because you become too ambitious.Reynold Xin [00:45:19]: And then you ask so many requirements.Matei Zaharia [00:45:20]: Or like you think everythingReynold Xin [00:45:21]: YeahMatei Zaharia [00:45:21]: and then you're likeReynold Xin [00:45:22]: You justMatei Zaharia [00:45:22]: you're, “I'm gonna design the perfect system this time.”Reynold Xin [00:45:24]: Yeah. And it turned out it's not perfect, and then it start failing and you're too ambitious, never launch, and you get killed. The, and the engineering team that started this, they were brilliant. I think we hired some of the best database engineers, on the planet into Databricks, and they were brilliant. Thank God it's not their second system. Many of them have built more than two in the past.Matei Zaharia [00:45:44]: Ah, nice.Reynold Xin [00:45:45]: But they were still worried about this, hey, building a database engine from scratch, I think the conventional wisdom is gonna take like five years to mature. This would be a very long-term project. It could fail. I think one of the engineers jokingly said, “Hey, maybe we just call it Reynolds Stream Engine.” If we name after a founder, maybe we then may get canceled or killed. But I think they built something pretty remarkable. they went back to. They changed the way the database engines were built from a paradigm point of view. Usually when y

The C.J Moneyway Show
From $1B Wealth Firm to Top Restaurants | David Steele's Dual Success

The C.J Moneyway Show

Play Episode Listen Later Jun 23, 2026 25:50


Powered by CJ Moneyway Media and Bleav Network. Most entrepreneurs spend their lives trying to master one business. David Steele chose a different path. As CEO and Co-Founder of One Wealth Advisors, David helps oversee a $1 billion independent wealth advisory firm. At the same time, he's the Co-Founder and Executive Chairman of Flour + Water Hospitality Group, one of the most respected restaurant groups in San Francisco. But David's story isn't simply about building businesses. It's about creating culture. It's about community. It's about using entrepreneurship as a vehicle for impact. In this episode, we discuss: • Managing a $1 billion wealth advisory firm • Building acclaimed restaurants in one of America's toughest markets • Balancing multiple passions and industries • Leadership and entrepreneurship • Philanthropy and creating positive change • Why success and happiness aren't always the same thing • The mindset behind becoming a modern Renaissance entrepreneur   Because business isn't just about building wealth. It's about building things that outlive you. If you're new here, welcome to The CJ Moneyway Show. We believe success is measured by seeds planted and lives impacted — not vanity metrics. Legacy Over Likes. Brick By Brick. Podcast: https://pod.link/1707761906 Website: https://cjmoneyway.com Author Page: https://amzn.to/3WnTTYx Instagram: https://instagram.com/c.j_moneyway LinkedIn: https://www.linkedin.com/in/corwin-johnson-3b7b51aa ️ YouTube: https://www.youtube.com/@themoneywayshow8493 Rate the Podcast: https://ratethispodcast.com/cjmoneyway CJ Moneyway Listener Benefit — $40+ savings: https://readyrx.com/treatments/se?coupon=cjmoney #CJMoneywayShow #DavidSteele #Entrepreneurship #Leadership #LegacyBuilding #WealthManagement #Restaurants #FlourAndWater #Business Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

Law Abiding Biker | Street Biker Motorcycle Podcast
LAB-433-STEALTHPORT: 7 NEW MODELS/USB CHARGING OPTIONS-You're Missing This on Your Harley-Davidson

Law Abiding Biker | Street Biker Motorcycle Podcast

Play Episode Listen Later Jun 22, 2026 69:50


StealthPort is made right here in the USA, and we're proud to carry them. Ryan has been running one on his own bike for years, and this update video covers the seven new models he's most excited about, plus a full rundown of charging accessories to help you get the most out of whatever port you install. We've added seven new models to the Law Abiding Biker Store, opening up a ton of new options for heated gear, charging, and accessories. If you already own a StealthPort, this video is going to make you want to upgrade. If you're new to it, this is the perfect time to get one. Shop the full StealthPort lineup — all original models and all seven new ones — at the Law Abiding Biker Store. SUPPORT US AND SHOP IN THE OFFICIAL LAW ABIDING BIKER STORE Nothing is being discontinued. The original mid-frame mounts, top mounts, and heat deflector mounts are all still available and still the right choice for a lot of riders — it just depends on what gear you're running. If a single SAE port is all you need, those original models are solid. I ran a single mid-frame mount for years using a Gerbing SAE-to-barrel plug conversion cord from the Law Abiding Biker Store to power my heated gear. It works great. But as you'll see below, the new models open up options that make it hard to go back. One important note: if your bike has heat deflectors, you need the heat deflector mount — not the standard mid-frame. Both are available in the store with full fitment information. CHECK OUT OUR HUNDREDS OF FREE HELPFUL VIDEOS ON OUR YOUTUBE CHANNEL AND SUBSCRIBE! Think through your setup before ordering: Single port, just need to tender and occasionally run one accessory? Original models or the new single heated panels work great. Want dedicated heated gear plug AND a free SAE port? Mid-frame heated panel or top mount single heated panel. Riding two-up with a passenger who also runs heated gear? Dual heated panel top mount. Want maximum SAE flexibility with conversion options? Double top mount. Softail? Coil mount or tank mount depending on your year. Heat deflectors? Make sure you get the heat deflector mount — it's in the store. For pre-2024 Harleys without factory accessory barrel plugs, LAB carries the conversion cord that lets you connect directly to the battery. You're covered regardless of year. And yes — more models will be added over time. Check back at the Law Abiding Biker Store for the latest. NEW FREE VIDEO RELEASED: Ciro Fairing Vent Light for 2023.5 & Newer Harley-Davidson Touring | DIY Install  Add Style AND Function to Your Harley in 30 Seconds!

Jigs and Bigs
Ep. 328: Happy Father's Day, Daddies! Plus, simplifying color selection!

Jigs and Bigs

Play Episode Listen Later Jun 22, 2026 174:34


Cover artwork this week kind of gives away the questions I had about the upcoming outing with my lovely wife. She didn't smile that much even at our wedding; so I'm hoping to parlay this into a genuine fishing addiction with her! Anyway, awesome show this week - Binya joins as guest cohost and we try to give some great tips on simplifying the way you choose colors of lures!Link for Identifier Tin Tag! Just Select JBP as the club and the image will update, don't forget to add your name or social handle too!For Ketch: https://www.bluefoxgifts.com/blue-fox-tin-tag-aluminum-kayak-tournament-identifier/For YakAttack: https://www.bluefoxgifts.com/blue-fox-tin-tag-lb-fits-the-leader-board-aluminum-kayak-tournament-identifier/ Online

Pure Trance Radio Podcast with Solarstone
Pure Trance Podcast 487

Pure Trance Radio Podcast with Solarstone

Play Episode Listen Later Jun 18, 2026 126:33


01. Sonority featuring Awali - Eterea [Electronic Architecture] 02. Lean Robotti - Haven [The Soundgarden] 03. DAVI - Oblivion [Bedrock] 04. Gabriel & Dresden x Blake.08 - Velour [Anjunadeep] 05. Tastexperience - Beach Ball (Club Mix) [Black Hole Recordings] 06. Christian Smith - L'Amour Toujours (Gai Barone Remix) [Tronic] 07. Whoriskey - Save Yourself (Ruben Karapetyan Remix) [JOOF] 08. metakomplex - Feeling [Pure Breaks] 09. Summa - Awakening the Spirit (Solarstone Edit) (PTXI) [Pure Trance] 10. X & Ivy - Arcade Lust [X & Ivy] 11. Glenn Morrison & Night Waves - Luna (DJ CØSMIC DREAM Remix) [INSIGNIA] 12. Dual 56 - Another Place (PTXI) [Pure Trance] 13. Mr Sam vs Fred Baker - Forever Waiting (Jamie Baggotts Remix) (PTKI) [Black Hole] Solarstone's Big Tune: 14. Peter Steele - Moment Of Truth 9PTXI) [Pure Trance] 15. Daxson - Shining Bright [FSOE] 16. Reflekt feat. Delline Bass - Need To Feel Loved (Lostly Remix) [White Label] 17. E1forya & Kätsu - Eternia [Yanada] One from the Archive: 18. Solarstone - Voyager [Black Hole] 19. Aeon Shift - Orbital Motion [Pure Trance NEON]  20. Re:locate - Beyond [Pure Trance] 21. Paul van Dyk & Plumb - I Don't Deserve You (FAWZY & André Wildenhues Bootleg)[White Label] Oh Yeah: 22. Phynn x David Forbes - Lucid [In Trance We Trust] Chillout Moment: 23. 4lienetic - You Never Loved Me (Remix) [632477 Records (DK)]

archive dual ka dresden dyk reflekt glenn morrison pure trance trance podcast records dk plumb i don phynn big tune
The John Batchelor Show
S8 Ep987: Peter Huessy details China's growing non-strategic nuclear arsenal and dual-use delivery systems. He explains that Beijing believes it can control escalation to keep the US out of the Western Pacific. Huessy emphasizes that NATO lacks a compar

The John Batchelor Show

Play Episode Listen Later Jun 10, 2026 8:24


Peter Huessy details China's growing non-strategic nuclear arsenal and dual-use delivery systems. He explains that Beijing believes it can control escalation to keep the US out of the Western Pacific. Huessy emphasizes that NATOlacks a comparable response in Asia, as the US withdrew similar theater weapons in 1991. (16)1953

The Patriotically Correct Radio Show with Stew Peters | #PCRadio
TRUMP BOOED & NAPS AT NBA FINALS WHILE ISRAELI DUAL CITIZEN BOTCHED CROOKS AUTOPSY!

The Patriotically Correct Radio Show with Stew Peters | #PCRadio

Play Episode Listen Later Jun 10, 2026 87:12


Last night Trump was booed at Madison Square Garden and fell asleep in his luxury box during the NBA Finals. Taxpayer money paid for the whole spectacle while American paratroopers from the 82nd Airborne sit in Israel waiting for Netanyahu's order to storm Kharg Island.. The Albanians are handling their business and beat us to 110, while Zionist traitors sign away American blood and our military to Israel. Jeff Berwick joins me to expose this fake Rothschild outpost that's merged with America — time to wake up, get a plasma machine, build resilience at TZLA.club, and start acting like the Albanians before these parasites drag us into the abyss.

It's Super Effective: A Pokémon Podcast
Chicago Pokémon GO Fest Recap

It's Super Effective: A Pokémon Podcast

Play Episode Listen Later Jun 8, 2026 55:23


Dual episode with GOCast! We talk about both city play and park play of Chicago Pokémon GO Fest. Some ups and downs, but overall it felt great to return to Chicago to play Pokémon GO with everyone again! Our thoughts were recording live in a Chicago studio and published here.TIMESTAMPS00:00:00-Introduction00:02:00-Pokémon LEGO Sets00:04:45-Fossil Museum Thoughts00:14:30-GO Fest, Part 100:27:45-GO Fest, Part 200:54:30-CreditsLINKS

The John Batchelor Show
S8 Ep972: Henry Sokolski explains the strategic significance of deploying Dual Capable Aircraft (DCA), such as the F-35, to reinforce NATO's nuclear deterrent in Europe. He observes that while Moscow and Beijing oppose these deployments, the aircraft act

The John Batchelor Show

Play Episode Listen Later Jun 6, 2026 5:23


Henry Sokolski explains the strategic significance of deploying Dual Capable Aircraft (DCA), such as the F-35, to reinforce NATO's nuclear deterrent in Europe. He observes that while Moscow and Beijing oppose these deployments, the aircraft act as vital "glue" for alliances, ensuring that American nuclear guarantees remain credible.1920 MARS

The John Batchelor Show
S8 Ep970: Rick Fisher warns of the rapid militarization of the Earth-Moon system. He highlights China's dual-use space program, run by the People's Liberation Army, and the U.S. Space Command's shift toward "offensive space control." Both pow

The John Batchelor Show

Play Episode Listen Later Jun 5, 2026 13:25


Rick Fisher warns of the rapid militarization of the Earth-Moon system. He highlights China's dual-use space program, run by the People's Liberation Army, and the U.S. Space Command's shift toward "offensive space control." Both powers are deploying lunar vehicles to establish and protect territory in cis-lunar space.

The John Batchelor Show
S8 Ep970: Professor Andrew Bayliss discusses the origins and geography of Sparta, a fertile but mountain-locked valley. He explains the unique dual kingship and the Spartan "plantation cult" society, which relied on the brutal enslavement of the

The John Batchelor Show

Play Episode Listen Later Jun 5, 2026 9:43


Professor Andrew Bayliss discusses the origins and geography of Sparta, a fertile but mountain-locked valley. He explains the unique dual kingship and the Spartan "plantation cult" society, which relied on the brutal enslavement of the Helots. Bayliss also notes early military overconfidence, exemplified by their defeat at Tegea.1949

The Peter Attia Drive
#394 ‒ Sleep pharmacology: the role of medications in healthy sleep, the promise of emerging therapies, and the evidence for common sleep supplements

The Peter Attia Drive

Play Episode Listen Later Jun 1, 2026 54:50


View the Show Notes Page for This Episode Become a Member to Receive Exclusive Content Sign Up to Receive Peter's Weekly Newsletter In this episode, Peter dives into the pharmacology of sleep, exploring where sleep medications fit within the broader framework of achieving healthy, restorative sleep. He explains why sleep is a biological imperative, why behavioral and environmental interventions must remain the foundation of good sleep, and how medications can serve as useful tools when carefully matched to a person's specific sleep problem. Peter examines the major classes of prescription sleep medications, including how they work, their effects on sleep architecture, their duration of action, side effects, and risks of tolerance and dependence. He also discusses the dangers of using sleep drugs without a clear understanding of the underlying problem being treated, the role of medications as short-term bridges during periods of acute stress, pain, or anxiety, and the promise that newer drugs like DORAs may hold for Alzheimer's prevention in high-risk individuals. Finally, Peter reviews the evidence for select off-label medications and supplements commonly used for sleep. We discuss: The biological foundations of sleep, the major drivers of sleep dysfunction, and the role sleep medications can play when appropriately matched to specific sleep problems [1:00]; Sleep hygiene, circadian alignment, and the medical causes of insomnia: building the foundation for effective sleep treatment [7:15]; Understanding insomnia: hyperarousal, CBT-I, paradoxical insomnia, and why different sleep problems require different treatments [12:45]; The difference between sedation and physiologic sleep: sleep architecture, restorative sleep stages, and matching medications to specific sleep problems [17:00]; Benzodiazepines for insomnia: mechanisms, effects on sleep architecture, and the risks of long-term use [18:45]; Z-drugs for insomnia: how Ambien, Sonata, and Lunesta work, and the ongoing risks of sleep medications targeting GABA systems [23:00]; Dual orexin receptor antagonists (DORAs) and the future of sleep medicine: orexin signaling, sleep architecture, and the emerging connection between sleep and Alzheimer's disease [27:15]; Melatonin for circadian timing: how timing signals differ from sedatives in the treatment of sleep disorders [36:30]; Trazodone for insomnia: preserving deep sleep while minimizing the risks of traditional sedative-hypnotics [42:00]; First-generation antihistamines for sleep: short-term sedation, anticholinergic risks, and concerns about long-term cognitive health [44:00]; Sleep supplements and the evidence behind them: glycine, magnesium, ashwagandha, phosphatidylserine, and more [45:45]; Takeaways: supplement quality, individualized sleep treatment, and the importance of matching interventions to the biology of insomnia [52:00]; and More. Connect With Peter on Twitter, Instagram, Facebook and YouTube