Podcasts about REC

(Rec: 2/9/20) Is Quentin Blake top dollar or laddy? And is this a bird protection podcast now? Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

(Rec: 10/9/24) Some stalkerish conduct, walk-in baths, being patronised, a gadget, war on Superdrug, and a shave request. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

In episode 44 of The League, in this episode, Benoy Thanjan (Solar Maverick) and David Magid discuss the growing role of fuel cells powering AI data centers, including how companies like Bloom Energy are enabling on-site, reliable electricity using existing gas infrastructure. They also cover the U.S. Department of Energy's $26 billion loan program supporting major energy infrastructure projects, including nuclear and natural gas facilities. Benoy shares key insights from Intersolar North America in San Diego, highlighting major industry themes such as energy storage growth, distributed energy resources, AI-enabled energy software, automation in solar construction, and ongoing uncertainty around Foreign Entity of Concern (FEOC) guidance. Host Bio: Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market.  As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio.  Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar. Connect with Benoy on LinkedIn: https://www.linkedin.com/in/benoythanjan/ Learn more: https://reneuenergy.com https://www.solarmaverickpodcast.com   Host Bio: David Magid David Magid is a seasoned renewable energy executive with deep expertise in solar development, financing, and operations. He has worked across the clean energy value chain, leading teams that deliver distributed generation and community solar projects. David is widely recognized for his strategic insights on interconnection, market economics, and policy trends shaping the U.S. solar industry. Connect with David on LinkedIn: https://www.linkedin.com/in/davidmagid/  If you have any questions or comments, you can email us at info@reneuenergy.com.  

Artist: Leiba (Haifa, Israel) Label: Sengiley Recordings Genre: Minimal Release Date: 20.02.2026 Beatport: https://www.beatport.com/release/debated-everywhere/5838297 Sengiley Recordings presents: BathHouse (BHS09) Leiba - Debated Everywhere EP (Kolhida Inc Remix) Sengiley Recordings welcomes long-time label affiliate Lev Dyskin (Leiba) to its roster. Founder of the TAKT.REC label and video podcast series, and now based in Israel, Leiba makes his debut in the BathHouse series with the Debated Everywhere EP. The release is the result of months of focused work and a period of artistic reorientation. On this EP, Leiba presents a vision of minimal house in which structure is defined by the balance between isolated events and their duration over time. This is process-driven music: a steady rhythmic foundation and a restrained sound palette allow development to unfold through micro-modulations and subtle textural shifts. Conceived as a complete work, the EP follows a clear internal logic from start to finish. The title track, Debated Everywhere, functions as a thesis, outlining the release's direction and core ideas. The remaining tracks expand on this framework, forming a continuous and cohesive sonic flow. Percussion is used not as a tool of pressure, but as a fixed point of reference, around which deep dub-inflected chords and archival interview fragments are arranged. The vocal elements retain semantic weight while remaining fully integrated into the mix, preserving the record's functional club utility. While Say Hello To Leave moves deeper into a sparse dub aesthetic, No Doubt the People adopts a denser approach, emphasizing the EP's club-oriented side. The release is completed by a remix from Kolhida, co-founder of Taka Taka, which subtly shifts the focus from textural detail toward rhythmic momentum without disrupting the overall balance. Debated Everywhere EP is designed for both club use and attentive listening. Its strength lies in restraint and consistency — a functional tool for long-form sets, where value emerges through immersion in detail and controlled, monotonic progression. Sengiley Recordings: soundcloud.com/sengileywax Instagram: www.instagram.com/sengiley_wax Leiba: soundcloud.com/lleibal Instagram: www.instagram.com/lleibal CONTACT (DHM): Email — deephousemoscow@hotmail.com

Recém-chegado ao Santa Cruz, o executivo de futebol Alex Brasil foi entrevistado pelos jornalistas João de Andrade Neto e Lucas Holanda e falou sobre o planejamento do clube para a disputa da Série C, Entre os temas abordados, contratações e saídas de jogadores, relação com a SAF e o Arruda, com a pretensão do Tricolor de disputar o Campeonato Brasileiro no seu estádio.

(Rec; 26/8/20) Personal hygiene tips from Jesus, Mark Chapman's teeth, Hercules Syndrome, and some stuff about The Twits. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

Bouncing back from a buggy recap episode, the crew returns to the SS Sparks & Rec only to discover a couple more bugs still lingering in the hold. Also among the stowaways are a pair of new cards that have slipped into the Dungeons Promos market deck, along with perhaps the stealthiest change of all – a sneaky buff to War Blessing. The main topic of the show centers on Tuff's tear through the queue with the latest meta menace (Elf Thief) following the most recent balance update.And of course, all your other favorite segments. Thanks for listening. WWYD: 8:34Bugs, new cards, and stealth buff: 26:54Elf Thief Discussion: 52:29Hero Realms Summary emails: 1:32:03Community Round-up: 1:44:52Taps, Scraps, Good-byes: 1:58:51Hero Realms is a fantasy-themed expandable deckbuilding game from Wise Wizard Games.Hosts: Chris "DblDubz" Walberg, Cooper "Filtrophobe" Fitzpatrick, and John "Tuff" LabellaProducer: Chris WalbergHero Helper: https://hero-helper.com/Realms Rising: https://www.realmsrising.comYou can find the WWYD screenshots for this episode here: https://www.realmsrising.com/podcast/sparks-and-recreation-96-bugs-balance-and-breakthroughsPatreon: https://patreon.com/sparksandrecHyperGeometric Calculator: https://aetherhub.com/Apps/HyperGeometricCommunity Tournaments & Events Primer (+ signup links): https://www.realmsrising.com/community-events/Realms Rising Discord: https://discord.gg/8pTxKqzFDcContact S&R: contact@sparks-and-recreation.comSupport Sparks & Rec: https://hero-helper.com/support-usSparks & Recreation Website: https://www.realmsrising.com/sparks-and-recreation/Thank you so much to Level 12 Hero Sarah T., Warden Slayer, as well as Level 7 Hero Nudeltulpe!Specific songs used in this episode were:Intro/Outro Music: "Uplifting Orchestra Pack" by GoodBunny. (Under the Music Standard License)Licensed under Creative Commons BY Attribution 4.0 License Hosted on Acast. See acast.com/privacy for more information.

(Rec: 4/9/24) Car podding, slapping a German, cashpoint woe, top floor filth, Manference, and a sadly departed jigsaw pal. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

Join Kyle, Nader, Vibhu, and swyx live at NVIDIA GTC next week!Now that AIE Europe tix are ~sold out, our attention turns to Miami and World's Fair!The definitive AI Accelerator chip company has more than 10xed this AI Summer:And is now a $4.4 trillion megacorp… that is somehow still moving like a startup. We are blessed to have a unique relationship with our first ever NVIDIA guests: Kyle Kranen who gave a great inference keynote at the first World's Fair and is one of the leading architects of NVIDIA Dynamo (a Datacenter scale inference framework supporting SGLang, TRT-LLM, vLLM), and Nader Khalil, a friend of swyx from our days in Celo in The Arena, who has been drawing developers at GTC since before they were even a glimmer in the eye of NVIDIA:Nader discusses how NVIDIA Brev has drastically reduced the barriers to entry for developers to get a top of the line GPU up and running, and Kyle explains NVIDIA Dynamo as a data center scale inference engine that optimizes serving by scaling out, leveraging techniques like prefill/decode disaggregation, scheduling, and Kubernetes-based orchestration, framed around cost, latency, and quality tradeoffs. We also dive into Jensen's “SOL” (Speed of Light) first-principles urgency concept, long-context limits and model/hardware co-design, internal model APIs (https://build.nvidia.com), and upcoming Dynamo and agent sessions at GTC.Full Video pod on YouTubeTimestamps00:00 Agent Security Basics00:39 Podcast Welcome and Guests07:19 Acquisition and DevEx Shift13:48 SOL Culture and Dynamo Setup27:38 Why Scale Out Wins29:02 Scale Up Limits Explained30:24 From Laptop to Multi Node33:07 Cost Quality Latency Tradeoffs38:42 Disaggregation Prefill vs Decode41:05 Kubernetes Scaling with Grove43:20 Context Length and Co Design57:34 Security Meets Agents58:01 Agent Permissions Model59:10 Build Nvidia Inference Gateway01:01:52 Hackathons And Autonomy Dreams01:10:26 Local GPUs And Scaling Inference01:15:31 Long Running Agents And SF ReflectionsTranscriptAgent Security BasicsNader: Agents can do three things. They can access your files, they can access the internet, and then now they can write custom code and execute it. You literally only let an agent do two of those three things. If you can access your files and you can write custom code, you don't want internet access because that's one to see full vulnerability, right?If you have access to internet and your file system, you should know the full scope of what that agent's capable of doing. Otherwise, now we can get injected or something that can happen. And so that's a lot of what we've been thinking about is like, you know, how do we both enable this because it's clearly the future.But then also, you know, what, what are these enforcement points that we can start to like protect?swyx: All right.Podcast Welcome and Guestsswyx: Welcome to the Lean Space podcast in the Chromo studio. Welcome to all the guests here. Uh, we are back with our guest host Viu. Welcome. Good to have you back. And our friends, uh, Netter and Kyle from Nvidia. Welcome.Kyle: Yeah, thanks for having us.swyx: Yeah, thank you. Actually, I don't even know your titles.Uh, I know you're like architect something of Dynamo.Kyle: Yeah. I, I'm one of the engineering leaders [00:01:00] and a architects of Dynamo.swyx: And you're director of something and developers, developer tech.Nader: Yeah.swyx: You're the developers, developers, developers guy at nvidia,Nader: open source agent marketing, brev,swyx: and likeNader: Devrel tools and stuff.swyx: Yeah. BeenNader: the focus.swyx: And we're, we're kind of recording this ahead of Nvidia, GTC, which is coming to town, uh, again, uh, or taking over town, uh, which, uh, which we'll all be at. Um, and we'll talk a little bit about your sessions and stuff. Yeah.Nader: We're super excited for it.GTC Booth Stunt Storiesswyx: One of my favorite memories for Nader, like you always do like marketing stunts and like while you were at Rev, you like had this surfboard that you like, went down to GTC with and like, NA Nvidia apparently, like did so much that they bought you.Like what, what was that like? What was that?Nader: Yeah. Yeah, we, we, um. Our logo was a chaka. We, we, uh, we were always just kind of like trying to keep true to who we were. I think, you know, some stuff, startups, you're like trying to pretend that you're a bigger, more mature company than you are. And it was actually Evan Conrad from SF Compute who was just like, you guys are like previousswyx: guest.Yeah.Nader: Amazing. Oh, really? Amazing. Yeah. He was just like, guys, you're two dudes in the room. Why are you [00:02:00] pretending that you're not? Uh, and so then we were like, okay, let's make the logo a shaka. We brought surfboards to our booth to GTC and the energy was great. Yeah. Some palm trees too. They,Kyle: they actually poked out over like the, the walls so you could, you could see the bread booth.Oh, that's so funny. AndNader: no one else,Kyle: just from very far away.Nader: Oh, so you remember it backKyle: then? Yeah I remember it pre-acquisition. I was like, oh, those guys look cool,Nader: dude. That makes sense. ‘cause uh, we, so we signed up really last minute, and so we had the last booth. It was all the way in the corner. And so I was, I was worried that no one was gonna come.So that's why we had like the palm trees. We really came in with the surfboards. We even had one of our investors bring her dog and then she was just like walking the dog around to try to like, bring energy towards our booth. Yeah.swyx: Steph.Kyle: Yeah. Yeah, she's the best,swyx: you know, as a conference organizer, I love that.Right? Like, it's like everyone who sponsors a conference comes, does their booth. They're like, we are changing the future of ai or something, some generic b******t and like, no, like actually try to stand out, make it fun, right? And people still remember it after three years.Nader: Yeah. Yeah. You know what's so funny?I'll, I'll send, I'll give you this clip if you wanna, if you wanna add it [00:03:00] in, but, uh, my wife was at the time fiance, she was in medical school and she came to help us. ‘cause it was like a big moment for us. And so we, we bought this cricket, it's like a vinyl, like a vinyl, uh, printer. ‘cause like, how else are we gonna label the surfboard?So, we got a surfboard, luckily was able to purchase that on the company card. We got a cricket and it was just like fine tuning for enterprises or something like that, that we put on the. On the surfboard and it's 1:00 AM the day before we go to GTC. She's helping me put these like vinyl stickers on.And she goes, you son of, she's like, if you pull this off, you son of a b***h. And so, uh, right. Pretty much after the acquisition, I stitched that with the mag music acquisition. I sent it to our family group chat. Ohswyx: Yeah. No, well, she, she made a good choice there. Was that like basically the origin story for Launchable is that we, it was, and maybe we should explain what Brev is andNader: Yeah.Yeah. Uh, I mean, brev is just, it's a developer tool that makes it really easy to get a GPU. So we connect a bunch of different GPU sources. So the basics of it is like, how quickly can we SSH you into a G, into a GPU and whenever we would talk to users, they wanted A GPU. They wanted an A 100. And if you go to like any cloud [00:04:00] provisioning page, usually it's like three pages of forms or in the forms somewhere there's a dropdown.And in the dropdown there's some weird code that you know to translate to an A 100. And I remember just thinking like. Every time someone says they want an A 100, like the piece of text that they're telling me that they want is like, stuffed away in the corner. Yeah. And so we were like, what if the biggest piece of text was what the user's asking for?And so when you go to Brev, it's just big GPU chips with the type that you want withswyx: beautiful animations that you worked on pre, like pre you can, like, now you can just prompt it. But back in the day. Yeah. Yeah. Those were handcraft, handcrafted artisanal code.Nader: Yeah. I was actually really proud of that because, uh, it was an, i I made it in Figma.Yeah. And then I found, I was like really struggling to figure out how to turn it from like Figma to react. So what it actually is, is just an SVG and I, I have all the styles and so when you change the chip, whether it's like active or not it changes the SVG code and that somehow like renders like, looks like it's animating, but it, we just had the transition slow, but it's just like the, a JavaScript function to change the like underlying SVG.Yeah. And that was how I ended up like figuring out how to move it from from Figma. But yeah, that's Art Artisan. [00:05:00]Kyle: Speaking of marketing stunts though, he actually used those SVGs. Or kind of use those SVGs to make these cards.Nader: Oh yeah. LikeKyle: a GPU gift card Yes. That he handed out everywhere. That was actually my first impression of thatNader: one.Yeah,swyx: yeah, yeah.Nader: Yeah.swyx: I think I still have one of them.Nader: They look great.Kyle: Yeah.Nader: I have a ton of them still actually in our garage, which just, they don't have labels. We should honestly like bring, bring them back. But, um, I found this old printing press here, actually just around the corner on Ven ness. And it's a third generation San Francisco shop.And so I come in an excited startup founder trying to like, and they just have this crazy old machinery and I'm in awe. ‘cause the the whole building is so physical. Like you're seeing these machines, they have like pedals to like move these saws and whatever. I don't know what this machinery is, but I saw all three generations.Like there's like the grandpa, the father and the son, and the son was like, around my age. Well,swyx: it's like a holy, holy trinity.Nader: It's funny because we, so I just took the same SVG and we just like printed it and it's foil printing, so they make a a, a mold. That's like an inverse of like the A 100 and then they put the foil on it [00:06:00] and then they press it into the paper.And I remember once we got them, he was like, Hey, don't forget about us. You know, I guess like early Apple and Cisco's first business cards were all made there. And so he was like, yeah, we, we get like the startup businesses but then as they mature, they kind of go somewhere else. And so I actually, I think we were talking with marketing about like using them for some, we should go back and make some cards.swyx: Yeah, yeah, yeah. You know, I remember, you know, as a very, very small breadth investor, I was like, why are we spending time like, doing these like stunts for GPUs? Like, you know, I think like as a, you know, typical like cloud hard hardware person, you go into an AWS you pick like T five X xl, whatever, and it's just like from a list and you look at the specs like, why animate this GP?And, and I, I do think like it just shows the level of care that goes throughout birth and Yeah. And now, and also the, and,Nader: and Nvidia. I think that's what the, the thing that struck me most when we first came in was like the amount of passion that everyone has. Like, I think, um, you know, you talk to, you talk to Kyle, you talk to, like, every VP that I've met at Nvidia goes so close to the metal.Like, I remember it was almost a year ago, and like my VP asked me, he's like, Hey, [00:07:00] what's cursor? And like, are you using it? And if so, why? Surprised at this, and he downloaded Cursor and he was asking me to help him like, use it. And I thought that was, uh, or like, just show him what he, you know, why we were using it.And so, the amount of care that I think everyone has and the passion, appreciate, passion and appreciation for the moment. Right. This is a very unique time. So it's really cool to see everyone really like, uh, appreciate that.swyx: Yeah.Acquisition and DevEx Shiftswyx: One thing I wanted to do before we move over to sort of like research topics and, uh, the, the stuff that Kyle's working on is just tell the story of the acquisition, right?Like, not many people have been, been through an acquisition with Nvidia. What's it like? Uh, what, yeah, just anything you'd like to say.Nader: It's a crazy experience. I think, uh, you know, we were the thing that was the most exciting for us was. Our goal was just to make it easier for developers.We wanted to find access to GPUs, make it easier to do that. And then all, oh, actually your question about launchable. So launchable was just make one click exper, like one click deploys for any software on top of the GPU. Mm-hmm. And so what we really liked about Nvidia was that it felt like we just got a lot more resources to do all of that.I think, uh, you [00:08:00] know, NVIDIA's goal is to make things as easy for developers as possible. So there was a really nice like synergy there. I think that, you know, when it comes to like an acquisition, I think the amount that the soul of the products align, I think is gonna be. Is going speak to the success of the acquisition.Yeah. And so it in many ways feels like we're home. This is a really great outcome for us. Like we you know, I love brev.nvidia.com. Like you should, you should use it's, it's theKyle: front page for GPUs.Nader: Yeah. Yeah. If you want GP views,Kyle: you go there, getswyx: it there, and it's like internally is growing very quickly.I, I don't remember You said some stats there.Nader: Yeah, yeah, yeah. It's, uh, I, I wish I had the exact numbers, but like internally, externally, it's been growing really quickly. We've been working with a bunch of partners with a bunch of different customers and ISVs, if you have a solution that you want someone that runs on the GPU and you want people to use it quickly, we can bundle it up, uh, in a launchable and make it a one click run.If you're doing things and you want just like a sandbox or something to run on, right. Like open claw. Huge moment. Super exciting. Our, uh, and we'll talk into it more, but. You know, internally, people wanna run this, and you, we know we have to be really careful from the security implications. Do we let this run on the corporate network?Security's guidance was, Hey, [00:09:00] run this on breath, it's in, you know, it's, it's, it's a vm, it's sitting in the cloud, it's off the corporate network. It's isolated. And so that's been our stance internally and externally about how to even run something like open call while we figure out how to run these things securely.But yeah,swyx: I think there's also like, you almost like we're the right team at the right time when Nvidia is starting to invest a lot more in developer experience or whatever you call it. Yeah. Uh, UX or I don't know what you call it, like software. Like obviously NVIDIA is always invested in software, but like, there's like, this is like a different audience.Yeah. It's aNader: widerKyle: developer base.swyx: Yeah. Right.Nader: Yeah. Yeah. You know, it's funny, it's like, it's not, uh,swyx: so like, what, what is it called internally? What, what is this that people should be aware that is going on there?Nader: Uh, what, like developer experienceswyx: or, yeah, yeah. Is it's called just developer experience or is there like a broader strategy hereNader: in Nvidia?Um, Nvidia always wants to make a good developer experience. The thing is and a lot of the technology is just really complicated. Like, it's not, it's uh, you know, I think, um. The thing that's been really growing or the AI's growing is having a huge moment, not [00:10:00] because like, let's say data scientists in 2018, were quiet then and are much louder now.The pie is com, right? There's a whole bunch of new audiences. My mom's wondering what she's doing. My sister's learned, like taught herself how to code. Like the, um, you know, I, I actually think just generally AI's a big equalizer and you're seeing a more like technologically literate society, I guess.Like everyone's, everyone's learning how to code. Uh, there isn't really an excuse for that. And so building a good UX means that you really understand who your end user is. And when your end user becomes such a wide, uh, variety of people, then you have to almost like reinvent the practice, right? Yeah. You haveKyle: to, and actually build more developer ux, right?Because the, there are tiers of developer base that were added. You know, the, the hackers that are building on top of open claw, right? For example, have never used gpu. They don't know what kuda is. They, they, they just want to run something.Nader: Yeah.Kyle: You need new UX that is not just. Hey, you know, how do you program something in Cuda and run it?And then, and then we built, you know, like when Deep Learning was getting big, we built, we built Torch and, and, but so recently the amount of like [00:11:00] layers that are added to that developer stack has just exploded because AI has become ubiquitous. Everyone's using it in different ways. Yeah. It'sNader: moving fast in every direction.Vertical, horizontal.Vibhu: Yeah. You guys, you even take it down to hardware, like the DGX Spark, you know, it's, it's basically the same system as just throwing it up on big GPU cluster.Nader: Yeah, yeah, yeah. It's amazing. Blackwell.swyx: Yeah. Uh, we saw the preview at the last year's GTC and that was one of the better performing, uh, videos so far, and video coverage so far.Awesome. This will beat it. Um,Nader: that wasswyx: actually, we have fingersNader: crossed. Yeah.DGX Spark and Remote AccessNader: Even when Grace Blackwell or when, um, uh, DGX Spark was first coming out getting to be involved in that from the beginning of the developer experience. And it just comes back to what youswyx: were involved.Nader: Yeah. St. St.swyx: Mars.Nader: Yeah. Yeah. I mean from, it was just like, I, I got an email, we just got thrown into the loop and suddenly yeah, I, it was actually really funny ‘cause I'm still pretty fresh from the acquisition and I'm, I'm getting an email from a bunch of the engineering VPs about like, the new hardware, GPU chip, like we're, or not chip, but just GPU system that we're putting out.And I'm like, okay, cool. Matters. Now involved with this for the ux, I'm like. What am I gonna do [00:12:00] here? So, I remember the first meeting, I was just like kind of quiet as I was hearing engineering VPs talk about what this box could be, what it could do, how we should use it. And I remember, uh, one of the first ideas that people were idea was like, oh, the first thing that it was like, I think a quote was like, the first thing someone's gonna wanna do with this is get two of them and run a Kubernetes cluster on top of them.And I was like, oh, I think I know why I'm here. I was like, the first thing we're doing is easy. SSH into the machine. And then, and you know, just kind of like scoping it down of like, once you can do that every, you, like the person who wants to run a Kubernetes cluster onto Sparks has a higher propensity for pain, then, then you know someone who buys it and wants to run open Claw right now, right?If you can make sure that that's as effortless as possible, then the rest becomes easy. So there's a tool called Nvidia Sync. It just makes the SSH connection really simple. So, you know, if you think about it like. If you have a Mac, uh, or a PC or whatever, if you have a laptop and you buy this GPU and you want to use it, you should be able to use it like it's A-A-G-P-U in the cloud, right?Um, but there's all this friction of like, how do you actually get into that? That's part of [00:13:00] Revs value proposition is just, you know, there's a CLI that wraps SSH and makes it simple. And so our goal is just get you into that machine really easily. And one thing we just launched at CES, it's in, it's still in like early access.We're ironing out some kinks, but it should be ready by GTC. You can register your spark on Brev. And so now if youswyx: like remote managed yeah, local hardware. Single pane of glass. Yeah. Yeah. Because Brev can already manage other clouds anyway, right?Vibhu: Yeah, yeah. And you use the spark on Brev as well, right?Nader: Yeah. But yeah, exactly. So, so you, you, so you, you set it up at home you can run the command on it, and then it gets it's essentially it'll appear in your Brev account, and then you can take your laptop to a Starbucks or to a cafe, and you'll continue to use your, you can continue use your spark just like any other cloud node on Brev.Yeah. Yeah. And it's just like a pre-provisioned centerswyx: in yourNader: home. Yeah, exactly.swyx: Yeah. Yeah.Vibhu: Tiny little data center.Nader: Tiny little, the size ofVibhu: your phone.SOL Culture and Dynamo Setupswyx: One more thing before we move on to Kyle. Just have so many Jensen stories and I just love, love mining Jensen stories. Uh, my favorite so far is SOL. Uh, what is, yeah, what is S-O-L-S-O-LNader: is actually, i, I think [00:14:00] of all the lessons I've learned, that one's definitely my favorite.Kyle: It'll always stick with you.Nader: Yeah. Yeah. I, you know, in your startup, everything's existential, right? Like we've, we've run out of money. We were like, on the risk of, of losing payroll, we've had to contract our team because we l ran outta money. And so like, um, because of that you're really always forcing yourself to I to like understand the root cause of everything.If you get a date, if you get a timeline, you know exactly why that date or timeline is there. You're, you're pushing every boundary and like, you're not just say, you're not just accepting like a, a no. Just because. And so as you start to introduce more layers, as you start to become a much larger organization, SOL is is essentially like what is the physics, right?The speed of light moves at a certain speed. So if flight's moving some slower, then you know something's in the way. So before trying to like layer reality back in of like, why can't this be delivered at some date? Let's just understand the physics. What is the theoretical limit to like, uh, how fast this can go?And then start to tell me why. ‘cause otherwise people will start telling you why something can't be done. But actually I think any great leader's goal is just to create urgency. Yeah. [00:15:00] There's an infiniteKyle: create compelling events, right?Nader: Yeah.Kyle: Yeah. So l is a term video is used to instigate a compelling event.You say this is done. How do we get there? What is the minimum? As much as necessary, as little as possible thing that it takes for us to get exactly here and. It helps you just break through a bunch of noise.swyx: Yeah.Kyle: Instantly.swyx: One thing I'm unclear about is, can only Jensen use the SOL card? Like, oh, no, no, no.Not everyone get the b******t out because obviously it's Jensen, but like, can someone else be like, no, likeKyle: frontline engineers use it.Nader: Yeah. Every, I think it's not so much about like, get the b******t out. It's like, it's like, give me the root understanding, right? Like, if you tell me something takes three weeks, it like, well, what's the first principles?Yeah, the first principles. It's like, what's the, what? Like why is it three weeks? What is the actual yeah. What's the actual limit of why this is gonna take three weeks? If you're gonna, if you, if let's say you wanted to buy a new computer and someone told you it's gonna be here in five days, what's the SOL?Well, like the SOL is like, I could walk into a Best Buy and pick it up for you. Right? So then anything that's like beyond that is, and is that practical? Is that how we're gonna, you know, let's say give everyone in the [00:16:00] company a laptop, like obviously not. So then like that's the SOL and then it's like, okay, well if we have to get more than 10, suddenly there might be some, right?And so now we can kind of piece the reality back.swyx: So, so this is the. Paul Graham do things that don't scale. Yeah. And this is also the, what people would now call behi agency. Yeah.Kyle: It's actually really interesting because there's a, there's a second hardware angle to SOL that like doesn't come up for all the org sol is used like culturally at aswyx: media for everything.I'm also mining for like, I think that can be annoying sometimes. And like someone keeps going IOO you and you're like, guys, like we have to be stable. We have to, we to f*****g plan. Yeah.Kyle: It's an interesting balance.Nader: Yeah. I encounter that with like, actually just with, with Alec, right? ‘cause we, we have a new conference so we need to launch, we have, we have goals of what we wanna launch by, uh, by the conference and like, yeah.At the end of the day, where isswyx: this GTC?Nader: Um, well this is like, so we, I mean we did it for CES, we did for GT CDC before that we're doing it for GTC San Jose. So I mean, like every, you know, we have a new moment. Um, and we want to launch something. Yeah. And we want to do so at SOL and that does mean that some, there's some level of prioritization that needs [00:17:00] to happen.And so it, it is difficult, right? I think, um, you have to be careful with what you're pushing. You know, stability is important and that should be factored into S-O-L-S-O-L isn't just like, build everything and let it break, you know, that, that's part of the conversation. So as you're laying, layering in all the details, one of them might be, Hey, we could build this, but then it's not gonna be stable for X, y, z reasons.And so that was like, one of our conversations for CES was, you know, hey, like we, we can get this into early access registering your spark with brev. But there are a lot of things that we need to do in order to feel really comfortable from a security perspective, right? There's a lot of networking involved before we deliver that to users.So it's like, okay. Let's get this to a point where we can at least let people experiment with it. We had it in a booth, we had it in Jensen's keynote, and then let's go iron out all the networking kinks. And that's not easy. And so, uh, that can come later. And so that was the way that we layered that back in.Yeah. ButKyle: It's not really about saying like, you don't have to do the, the maintenance or operational work. It's more about saying, you know, it's kind of like [00:18:00] highlights how progress is incremental, right? Like, what is the minimum thing that we can get to. And then there's SOL for like every component after that.But there's the SOL to get you, get you to the, the starting line. And that, that's usually how it's asked. Yeah. On the other side, you know, like SOL came out of like hardware at Nvidia. Right. So SOL is like literally if we ran the accelerator or the GPU with like at basically full speed with like no other constraints, like how FAST would be able to make a program go.swyx: Yeah. Yeah. Right.Kyle: Soswyx: in, in training that like, you know, then you work back to like some percentage of like MFU for example.Kyle: Yeah, that's a, that's a great example. So like, there's an, there's an S-O-L-M-F-U, and then there's like, you know, what's practically achievable.swyx: Cool. Should we move on to sort of, uh, Kyle's side?Uh, Kyle, you're coming more from the data science world. And, uh, I, I mean I always, whenever, whenever I meet someone who's done working in tabular stuff, graph neural networks, time series, these are basically when I go to new reps, I go to ICML, I walk the back halls. There's always like a small group of graph people.Yes. Absolute small group of tabular people. [00:19:00] And like, there's no one there. And like, it's very like, you know what I mean? Like, yeah, no, like it's, it's important interesting work if you care about solving the problems that they solve.Kyle: Yeah.swyx: But everyone else is just LMS all the time.Kyle: Yeah. I mean it's like, it's like the black hole, right?Has the event horizon reached this yet in nerves? Um,swyx: but like, you know, those are, those are transformers too. Yeah. And, and those are also like interesting things. Anyway, uh, I just wanted to spend a little bit of time on, on those, that background before we go into Dynamo, uh, proper.Kyle: Yeah, sure. I took a different path to Nvidia than that, or I joined six years ago, seven, if you count, when I was an intern.So I joined Nvidia, like right outta college. And the first thing I jumped into was not what I'd done in, during internship, which was like, you know, like some stuff for autonomous vehicles, like heavyweight object detection. I jumped into like, you know, something, I'm like, recommenders, this is popular. Andswyx: yeah, he did RexiKyle: as well.Yeah, Rexi. Yeah. I mean that, that was the taboo data at the time, right? You have tables of like, audience qualities and item qualities, and you're trying to figure out like which member of [00:20:00] the audience matches which item or, or more practically which item matches which member of the audience. And at the time, really it was like we were trying to enable.Uh, recommender, which had historically been like a little bit of a CP based workflow into something that like, ran really well in GPUs. And it's since been done. Like there are a bunch of libraries for Axis that run on GPUs. Uh, the common models like Deeplearning recommendation model, which came outta meta and the wide and deep model, which was used or was released by Google were very accelerated by GPUs using, you know, the fast HBM on the chips, especially to do, you know, vector lookups.But it was very interesting at the time and super, super relevant because like we were starting to get like. This explosion of feeds and things that required rec recommenders to just actively be on all the time. And sort of transitioned that a little bit towards graph neural networks when I discovered them because I was like, okay, you can actually use graphical neural networks to represent like, relationships between people, items, concepts, and that, that interested me.So I jumped into that at [00:21:00] Nvidia and, and got really involved for like two-ish years.swyx: Yeah. Uh, and something I learned from Brian Zaro Yeah. Is that you can just kind of choose your own path in Nvidia.Kyle: Oh my God. Yeah.swyx: Which is not a normal big Corp thing. Yeah. Like you, you have a lane, you stay in your lane.Nader: I think probably the reason why I enjoy being in a, a big company, the mission is the boss probably from a startup guy. Yeah. The missionswyx: is the boss.Nader: Yeah. Uh, it feels like a big game of pickup basketball. Like, you know, if you play one, if you wanna play basketball, you just go up to the court and you're like, Hey look, we're gonna play this game and we need three.Yeah. And you just like find your three. That's honestly for every new initiative that's what it feels like. Yeah.Vibhu: It also like shows, right? Like Nvidia. Just releasing state-of-the-art stuff in every domain. Yeah. Like, okay, you expect foundation models with Nemo tron voice just randomly parakeet.Call parakeet just comes out another one, uh, voice. TheKyle: video voice team has always been producing.Vibhu: Yeah. There's always just every other domain of paper that comes out, dataset that comes out. It's like, I mean, it also stems back to what Nvidia has to do, right? You have to make chips years before they're actually produced.Right? So you need to know, you need to really [00:22:00] focus. TheKyle: design process starts likeVibhu: exactlyKyle: three to five years before the chip gets to the market.Vibhu: Yeah. I, I'm curious more about what that's like, right? So like, you have specialist teams. Is it just like, you know, people find an interest, you go in, you go deep on whatever, and that kind of feeds back into, you know, okay, we, we expect predictions.Like the internals at Nvidia must be crazy. Right? You know? Yeah. Yeah. You know, you, you must. Not even without selling to people, you have your own predictions of where things are going. Yeah. And they're very based, very grounded. Right?Kyle: Yeah. It, it, it's really interesting. So there's like two things that I think that Amed does, which are quite interesting.Uh, one is like, we really index into passion. There's a big. Sort of organizational top sound push to like ensure that people are working on the things that they're passionate about. So if someone proposes something that's interesting, many times they can just email someone like way up the chain that they would find this relevant and say like, Hey, can I go work on this?Nader: It's actually like I worked at a, a big company for a couple years before, uh, starting on my startup journey and like, it felt very weird if you were to like email out of chain, if that makes [00:23:00] sense. Yeah. The emails at Nvidia are like mosh pitsswyx: shoot,Nader: and it's just like 60 people, just whatever. And like they're, there's this,swyx: they got messy like, reply all you,Nader: oh, it's in, it's insane.It's insane. They justKyle: help. You know, Maxim,Nader: the context. But, but that's actually like, I've actually, so this is a weird thing where I used to be like, why would we send emails? We have Slack. I am the entire, I'm the exact opposite. I feel so bad for anyone who's like messaging me on Slack ‘cause I'm so unresponsive.swyx: Your emailNader: Maxi, email Maxim. I'm email maxing Now email is a different, email is perfect because man, we can't work together. I'm email is great, right? Because important threads get bumped back up, right? Yeah, yeah. Um, and so Slack doesn't do that. So I just have like this casino going off on the right or on the left and like, I don't know which thread was from where or what, but like the threads get And then also just like the subject, so you can have like working threads.I think what's difficult is like when you're small, if you're just not 40,000 people I think Slack will work fine, but there's, I don't know what the inflection point is. There is gonna be a point where that becomes really messy and you'll actually prefer having email. ‘cause you can have working threads.You can cc more than nine people in a thread.Kyle: You can fork stuff.Nader: You can [00:24:00] fork stuff, which is super nice and just like y Yeah. And so, but that is part of where you can propose a plan. You can also just. Start, honestly, momentum's the only authority, right? So like, if you can just start, start to make a little bit of progress and show someone something, and then they can try it.That's, I think what's been, you know, I think the most effective way to push anything for forward. And that's both at Nvidia and I think just generally.Kyle: Yeah, there's, there's the other concept that like is explored a lot at Nvidia, which is this idea of a zero billion dollar business. Like market creation is a big thing at Nvidia.Like,swyx: oh, you want to go and start a zero billion dollar business?Kyle: Jensen says, we are completely happy investing in zero billion dollar markets. We don't care if this creates revenue. It's important for us to know about this market. We think it will be important in the future. It can be zero billion dollars for a while.I'm probably minging as words here for, but like, you know, like, I'll give an example. NVIDIA's been working on autonomous driving for a a long time,swyx: like an Nvidia car.Kyle: No, they, they'veVibhu: used the Mercedes, right? They're around the HQ and I think it finally just got licensed out. Now they're starting to be used quite a [00:25:00] bit.For 10 years you've been seeing Mercedes with Nvidia logos driving.Kyle: If you're in like the South San Santa Clara, it's, it's actually from South. Yeah. So, um. Zero billion dollar markets are, are a thing like, you know, Jensen,swyx: I mean, okay, look, cars are not a zero billion dollar market. But yeah, that's a bad example.Nader: I think, I think he's, he's messaging, uh, zero today, but, or even like internally, right? Like, like it's like, uh, an org doesn't have to ruthlessly find revenue very quickly to justify their existence. Right. Like a lot of the important research, a lot of the important technology being developed that, that's kind ofKyle: where research, research is very ide ideologically free at Nvidia.Yeah. Like they can pursue things that they wereswyx: Were you research officially?Kyle: I was never in research. Officially. I was always in engineering. Yeah. We in, I'm in an org called Deep Warning Algorithms, which is basically just how do we make things that are relevant to deep warning go fast.swyx: That sounds freaking cool.Vibhu: And I think a lot of that is underappreciated, right? Like time series. This week Google put out time. FF paper. Yeah. A new time series, paper res. Uh, Symantec, ID [00:26:00] started applying Transformers LMS to Yes. Rec system. Yes. And when you think the scale of companies deploying these right. Amazon recommendations, Google web search, it's like, it's huge scale andKyle: Yeah.Vibhu: You want fast?Kyle: Yeah. Yeah. Yeah. Actually it's, it, I, there's a fun moment that brought me like full circle. Like, uh, Amazon Ads recently gave a talk where they talked about using Dynamo for generative recommendation, which was like super, like weirdly cathartic for me. I'm like, oh my God. I've, I've supplanted what I was working on.Like, I, you're using LMS now to do what I was doing five years ago.swyx: Yeah. Amazing. And let's go right into Dynamo. Uh, maybe introduce Yeah, sure. To the top down and Yeah.Kyle: I think at this point a lot of people are familiar with the term of inference. Like funnily enough, like I went from, you know, inference being like a really niche topic to being something that's like discussed on like normal people's Twitter feeds.It's,Nader: it's on billboardsKyle: here now. Yeah. Very, very strange. Driving, driving, seeing just an inference ad on 1 0 1 inference at scale is becoming a lot more important. Uh, we have these moments like, you know, open claw where you have these [00:27:00] agents that take lots and lots of tokens, but produce, incredible results.There are many different aspects of test time scaling so that, you know, you can use more inference to generate a better result than if you were to use like a short amount of inference. There's reasoning, there's quiring, there's, adding agency to the model, allowing it to call tools and use skills.Dyno sort came about at Nvidia. Because myself and a couple others were, were sort of talking about the, these concepts that like, you know, you have inference engines like VLMS, shelan, tenor, TLM and they have like one single copy. They, they, they sort of think about like things as like one single copy, like one replica, right?Why Scale Out WinsKyle: Like one version of the model. But when you're actually serving things at scale, you can't just scale up that replica because you end up with like performance problems. There's a scaling limit to scaling up replicas. So you actually have to scale out to use a, maybe some Kubernetes type terminology.We kind of realized that there was like. A lot of potential optimization that we could do in scaling out and building systems for data [00:28:00] center scale inference. So Dynamo is this data center scale inference engine that sits on top of the frameworks like VLM Shilling and 10 T lm and just makes things go faster because you can leverage the economy of scale.The fact that you have KV cash, which we can define a little bit later, uh, in all these machines that is like unique and you wanna figure out like the ways to maximize your cash hits or you want to employ new techniques in inference like disaggregation, which Dynamo had introduced to the world in, in, in March, not introduced, it was a academic talk, but beforehand.But we are, you know, one of the first frameworks to start, supporting it. And we wanna like, sort of combine all these techniques into sort of a modular framework that allows you to. Accelerate your inference at scale.Nader: By the way, Kyle and I became friends on my first date, Nvidia, and I always loved, ‘cause like he always teaches meswyx: new things.Yeah. By the way, this is why I wanted to put two of you together. I was like, yeah, this is, this is gonna beKyle: good. It's very, it's very different, you know, like we've, we, we've, we've talked to each other a bunch [00:29:00] actually, you asked like, why, why can't we scale up?Nader: Yeah.Scale Up Limits ExplainedNader: model, you said model replicas.Kyle: Yeah. So you, so scale up means assigning moreswyx: heavier?Kyle: Yeah, heavier. Like making things heavier. Yeah, adding more GPUs. Adding more CPUs. Scale out is just like having a barrier saying, I'm gonna duplicate my representation of the model or a representation of this microservice or something, and I'm gonna like, replicate it Many times.Handle, load. And the reason that you can't scale, scale up, uh, past some points is like, you know, there, there, there are sort of hardware bounds and algorithmic bounds on, on that type of scaling. So I'll give you a good example that's like very trivial. Let's say you're on an H 100. The Maxim ENV link domain for H 100, for most Ds H one hundreds is heus, right?So if you scaled up past that, you're gonna have to figure out ways to handle the fact that now for the GPUs to communicate, you have to do it over Infin band, which is still very fast, but is not as fast as ENV link.swyx: Is it like one order of magnitude, like hundreds or,Kyle: it's about an order of magnitude?Yeah. Okay. Um, soswyx: not terrible.Kyle: [00:30:00] Yeah. I, I need to, I need to remember the, the data sheet here, like, I think it's like about 500 gigabytes. Uh, a second unidirectional for ENV link, and about 50 gigabytes a second unidirectional for Infin Band. I, it, it depends on the, the generation.swyx: I just wanna set this up for people who are not familiar with these kinds of like layers and the trash speedVibhu: and all that.Of course.From Laptop to Multi NodeVibhu: Also, maybe even just going like a few steps back before that, like most people are very familiar with. You see a, you know, you can use on your laptop, whatever these steel viol, lm you can just run inference there. All, there's all, you can, youcan run it on thatVibhu: laptop. You can run on laptop.Then you get to, okay, uh, models got pretty big, right? JLM five, they doubled the size, so mm-hmm. Uh, what do you do when you have to go from, okay, I can get 128 gigs of memory. I can run it on a spark. Then you have to go multi GPU. Yeah. Okay. Multi GPU, there's some support there. Now, if I'm a company and I don't have like.I'm not hiring the best researchers for this. Right. But I need to go [00:31:00] multi-node, right? I have a lot of servers. Okay, now there's efficiency problems, right? You can have multiple eight H 100 nodes, but, you know, is that as a, like, how do you do that efficiently?Kyle: Yeah. How do you like represent them? How do you choose how to represent the model?Yeah, exactly right. That's a, that's like a hard question. Everyone asks, how do you size oh, I wanna run GLM five, which just came out new model. There have been like four of them in the past week, by the way, like a bunch of new models.swyx: You know why? Right? Deep seek.Kyle: No comment. Oh. Yeah, but Ggl, LM five, right?We, we have this, new model. It's, it's like a large size, and you have to figure out how to both scale up and scale out, right? Because you have to find the right representation that you care about. Everyone does this differently. Let's be very clear. Everyone figures this out in their own path.Nader: I feel like a lot of AI or ML even is like, is like this. I think people think, you know, I, I was, there was some tweet a few months ago that was like, why hasn't fine tuning as a service taken off? You know, that might be me. It might have been you. Yeah. But people want it to be such an easy recipe to follow.But even like if you look at an ML model and specificKyle: to you Yeah,Nader: yeah.Kyle: And the [00:32:00] model,Nader: the situation, and there's just so much tinkering, right? Like when you see a model that has however many experts in the ME model, it's like, why that many experts? I don't, they, you know, they tried a bunch of things and that one seemed to do better.I think when it comes to how you're serving inference, you know, you have a bunch of decisions to make and there you can always argue that you can take something and make it more optimal. But I think it's this internal calibration and appetite for continued calibration.Vibhu: Yeah. And that doesn't mean like, you know, people aren't taking a shot at this, like tinker from thinking machines, you know?Yeah. RL as a service. Yeah, totally. It's, it also gets even harder when you try to do big model training, right? We're not the best at training Moes, uh, when they're pre-trained. Like we saw this with LAMA three, right? They're trained in such a sparse way that meta knows there's gonna be a bunch of inference done on these, right?They'll open source it, but it's very trained for what meta infrastructure wants, right? They wanna, they wanna inference it a lot. Now the question to basically think about is, okay, say you wanna serve a chat application, a coding copilot, right? You're doing a layer of rl, you're serving a model for X amount of people.Is it a chat model, a coding model? Dynamo, you know, back to that,Kyle: it's [00:33:00] like, yeah, sorry. So you we, we sort of like jumped off of, you know, jumped, uh, on that topic. Everyone has like, their own, own journey.Cost Quality Latency TradeoffsKyle: And I, I like to think of it as defined by like, what is the model you need? What is the accuracy you need?Actually I talked to NA about this earlier. There's three axes you care about. What is the quality that you're able to produce? So like, are you accurate enough or can you complete the task with enough, performance, high enough performance. Yeah, yeah. Uh, there's cost. Can you serve the model or serve your workflow?Because it's not just the model anymore, it's the workflow. It's the multi turn with an agent cheaply enough. And then can you serve it fast enough? And we're seeing all three of these, like, play out, like we saw, we saw new models from OpenAI that you know, are faster. You have like these new fast versions of models.You can change the amount of thinking to change the amount of quality, right? Produce more tokens, but at a higher cost in a, in a higher latency. And really like when you start this journey of like trying to figure out how you wanna host a model, you, you, you think about three things. What is the model I need to serve?How many times do I need to call it? What is the input sequence link was [00:34:00] the, what does the workflow look like on top of it? What is the SLA, what is the latency SLA that I need to achieve? Because there's usually some, this is usually like a constant, you, you know, the SLA that you need to hit and then like you try and find the lowest cost version that hits all of these constraints.Usually, you know, you, you start with those things and you say you, you kind of do like a bit of experimentation across some common configurations. You change the tensor parallel size, which is a form of parallelismVibhu: I take, it goes even deeper first. Gotta think what model.Kyle: Yes, course,ofKyle: course. It's like, it's like a multi-step design process because as you said, you can, you can choose a smaller model and then do more test time scaling and it'll equate the quality of a larger model because you're doing the test time scaling or you're adding a harness or something.So yes, it, it goes way deeper than that. But from the performance perspective, like once you get to the model you need, you need to host, you look at that and you say, Hey. I have this model, I need to serve it at the speed. What is the right configuration for that?Nader: You guys see the recent, uh, there was a paper I just saw like a few days ago that, uh, if you run [00:35:00] the same prompt twice, you're getting like double Just try itagain.Nader: Yeah, exactly.Vibhu: And you get a lot. Yeah. But the, the key thing there is you give the context of the failed try, right? Yeah. So it takes a shot. And this has been like, you know, basic guidance for quite a while. Just try again. ‘cause you know, trying, just try again. Did you try again? All adviceNader: in life.Vibhu: Just, it's a paper from Google, if I'm not mistaken, right?Yeah,Vibhu: yeah. I think it, it's like a seven bas little short paper. Yeah. Yeah. The title's very cute. And it's just like, yeah, just try again. Give it ask context,Kyle: multi-shot. You just like, say like, hey, like, you know, like take, take a little bit more, take a little bit more information, try and fail. Fail.Vibhu: And that basic concept has gone pretty deep.There's like, um, self distillation, rl where you, you do self distillation, you do rl and you have past failure and you know, that gives some signal so people take, try it again. Not strong enough.swyx: Uh, for, for listeners, uh, who listen to here, uh, vivo actually, and I, and we run a second YouTube channel for our paper club where, oh, that's awesome.Vivo just covered this. Yeah. Awesome. Self desolation and all that's, that's why he, to speed [00:36:00] on it.Nader: I'll to check it out.swyx: Yeah. It, it's just a good practice, like everyone needs, like a paper club where like you just read papers together and the social pressure just kind of forces you to just,Nader: we, we,there'sNader: like a big inference.Kyle: ReadingNader: group at a video. I feel so bad every time. I I, he put it on like, on our, he shared it.swyx: One, one ofNader: your guys,swyx: uh, is, is big in that, I forget es han Yeah, yeah,Kyle: es Han's on my team. Actually. Funny. There's a, there's a, there's a employee transfer between us. Han worked for Nater at Brev, and now he, he's on my team.He wasNader: our head of ai. And then, yeah, once we got in, andswyx: because I'm always looking for like, okay, can, can I start at another podcast that only does that thing? Yeah. And, uh, Esan was like, I was trying to like nudge Esan into like, is there something here? I mean, I don't think there's, there's new infant techniques every day.So it's like, it's likeKyle: you would, you would actually be surprised, um, the amount of blog posts you see. And ifswyx: there's a period where it was like, Medusa hydra, what Eagle, like, youKyle: know, now we have new forms of decode, uh, we have new forms of specula, of decoding or new,swyx: what,Kyle: what are youVibhu: excited? And it's exciting when you guys put out something like Tron.‘cause I remember the paper on this Tron three, [00:37:00] uh, the amount of like post train, the on tokens that the GPU rich can just train on. And it, it was a hybrid state space model, right? Yeah.Kyle: It's co-designed for the hardware.Vibhu: Yeah, go design for the hardware. And one of the things was always, you know, the state space models don't scale as well when you do a conversion or whatever the performance.And you guys are like, no, just keep draining. And Nitron shows a lot of that. Yeah.Nader: Also, something cool about Nitron it was released in layers, if you will, very similar to Dynamo. It's, it's, it's essentially it was released as you can, the pre-training, post-training data sets are released. Yeah. The recipes on how to do it are released.The model itself is released. It's full model. You just benefit from us turning on the GPUs. But there are companies like, uh, ServiceNow took the dataset and they trained their own model and we were super excited and like, you know, celebrated that work.ZoomVibhu: different. Zoom is, zoom is CGI, I think, uh, you know, also just to add like a lot of models don't put out based models and if there's that, why is fine tuning not taken off?You know, you can do your own training. Yeah,Kyle: sure.Vibhu: You guys put out based model, I think you put out everything.Nader: I believe I know [00:38:00]swyx: about base. BasicallyVibhu: without baseswyx: basic can be cancelable.Vibhu: Yeah. Base can be cancelable.swyx: Yeah.Vibhu: Safety training.swyx: Did we get a full picture of dymo? I, I don't know if we, what,Nader: what I'd love is you, you mentioned the three axes like break it down of like, you know, what's prefilled decode and like what are the optimizations that we can get with Dynamo?Kyle: Yeah. That, that's, that's, that's a great point. So to summarize on that three axis problem, right, there are three things that determine whether or not something can be done with inference, cost, quality, latency, right? Dynamo is supposed to be there to provide you like the runtime that allows you to pull levers to, you know, mix it up and move around the parade of frontier or the preto surface that determines is this actually possible with inference And AI todayNader: gives you the knobs.Kyle: Yeah, exactly. It gives you the knobs.Disaggregation Prefill vs DecodeKyle: Uh, and one thing that like we, we use a lot in contemporary inference and is, you know, starting to like pick up from, you know, in, in general knowledge is this co concept of disaggregation. So historically. Models would be hosted with a single inference engine. And that inference engine [00:39:00] would ping pong between two phases.There's prefill where you're reading the sequence generating KV cache, which is basically just a set of vectors that represent the sequence. And then using that KV cache to generate new tokens, which is called Decode. And some brilliant researchers across multiple different papers essentially made the realization that if you separate these two phases, you actually gain some benefits.Those benefits are basically a you don't have to worry about step synchronous scheduling. So the way that an inference engine works is you do one step and then you finish it, and then you schedule, you start scheduling the next step there. It's not like fully asynchronous. And the problem with that is you would have, uh, essentially pre-fill and decode are, are actually very different in terms of both their resource requirements and their sometimes their runtime.So you would have like prefill that would like block decode steps because you, you'd still be pre-filing and you couldn't schedule because you know the step has to end. So you remove that scheduling issue and then you also allow you, or you yourself, to like [00:40:00] split the work into two different ki types of pools.So pre-fill typically, and, and this changes as, as model architecture changes. Pre-fill is, right now, compute bound most of the time with the sequence is sufficiently long. It's compute bound. On the decode side because you're doing a full Passover, all the weights and the entire sequence, every time you do a decode step and you're, you don't have the quadratic computation of KV cache, it's usually memory bound because you're retrieving a linear amount of memory and you're doing a linear amount of compute as opposed to prefill where you retrieve a linear amount of memory and then use a quadratic.You know,Nader: it's funny, someone exo Labs did a really cool demo where for the DGX Spark, which has a lot more compute, you can do the pre the compute hungry prefill on a DG X spark and then do the decode on a, on a Mac. Yeah. And soVibhu: that's faster.Nader: Yeah. Yeah.Kyle: So you could, you can do that. You can do machine strat stratification.Nader: Yeah.Kyle: And like with our future generation generations of hardware, we actually announced, like with Reuben, this [00:41:00] new accelerator that is prefilled specific. It's called Reuben, CPX. SoKubernetes Scaling with GroveNader: I have a question when you do the scale out. Yeah. Is scaling out easier with Dynamo? Because when you need a new node, you can dedicate it to either the Prefill or, uh, decode.Kyle: Yeah. So Dynamo actually has like a, a Kubernetes component in it called Grove that allows you to, to do this like crazy scaling specialization. It has like this hot, it's a representation that, I don't wanna go too deep into Kubernetes here, but there was a previous way that you would like launch multi-node work.Uh, it's called Leader Worker Set. It's in the Kubernetes standard, and Leader worker set is great. It served a lot of people super well for a long period of time. But one of the things that it's struggles with is representing a set of cases where you have a multi-node replica that has a pair, right?You know, prefill and decode, or it's not paired, but it has like a second stage that has a ratio that changes over time. And prefill and decode are like two different things as your workload changes, right? The amount of prefill you'll need to do may change. [00:42:00] The amount of decode that you, you'll need to do might change, right?Like, let's say you start getting like insanely long queries, right? That probably means that your prefill scales like harder because you're hitting these, this quadratic scaling growth.swyx: Yeah.And then for listeners, like prefill will be long input. Decode would be long output, for example, right?Kyle: Yeah. So like decode, decode scale. I mean, decode is funny because the amount of tokens that you produce scales with the output length, but the amount of work that you do per step scales with the amount of tokens in the context.swyx: Yes.Kyle: So both scales with the input and the output.swyx: That's true.Kyle: But on the pre-fold view code side, like if.Suddenly, like the amount of work you're doing on the decode side stays about the same or like scales a little bit, and then the prefilled side like jumps up a lot. You actually don't want that ratio to be the same. You want it to change over time. So Dynamo has a set of components that A, tell you how to scale.It tells you how many prefilled workers and decoded workers you, it thinks you should have, and also provides a scheduling API for Kubernetes that allows you to actually represent and affect this scheduling on, on, on your actual [00:43:00] hardware, on your compute infrastructure.Nader: Not gonna lie. I feel a little embarrassed for being proud of my SVG function earlier.swyx: No, itNader: wasreallyKyle: cute. I, Iswyx: likeNader: it's all,swyx: it's all engineering. It's all engineering. Um, that's where I'mKyle: technical.swyx: One thing I'm, I'm kind of just curious about with all with you see at a systems level, everything going on here. Mm-hmm. And we, you know, we're scaling it up in, in multi, in distributed systems.Context Length and Co Designswyx: Um, I think one thing that's like kind of, of the moment right now is people are asking, is there any SOL sort of upper bounds. In terms of like, let's call, just call it context length for one for of a better word, but you can break it down however you like.Nader: Yeah.swyx: I just think like, well, yeah, I mean, like clearly you can engage in hybrid architectures and throw in some state space models in there.All, all you want, but it looks, still looks very attention heavy.Kyle: Yes. Uh, yeah. Long context is attention heavy. I mean, we have these hybrid models, um,swyx: to take and most, most models like cap out at a million contexts and that's it. Yeah. Like for the last two years has been it.Kyle: Yeah. The model hardware context co-design thing that we're seeing these days is actually super [00:44:00] interesting.It's like my, my passion, like my secret side passion. We see models like Kimmy or G-P-T-O-S-S. I'm use these because I, I know specific things about these models. So Kimmy two comes out, right? And it's an interesting model. It's like, like a deep seek style architecture is MLA. It's basically deep seek, scaled like a little bit differently, um, and obviously trained differently as well.But they, they talked about, why they made the design choices for context. Kimmy has more experts, but fewer attention heads, and I believe a slightly smaller attention, uh, like dimension. But I need to remember, I need to check that. Uh, it doesn't matter. But they discussed this actually at length in a blog post on ji, which is like our pu which is like credit puswyx: Yeah.Kyle: Um, in, in China. Chinese red.swyx: Yeah.Kyle: It's, yeah. So it, it's, it's actually an incredible blog post. Uh, like all the mls people in, in, in that, I've seen that on GPU are like very brilliant, but they, they talk about like the creators of Kimi K two [00:45:00] actually like, talked about it on, on, on there in the blog post.And they say, we, we actually did an experiment, right? Attention scales with the number of heads, obviously. Like if you have 64 heads versus 32 heads, you do half the work of attention. You still scale quadratic, but you do half the work. And they made a, a very specific like. Sort of barter in their system, in their architecture, they basically said, Hey, what if we gave it more experts, so we're gonna use more memory capacity.But we keep the amount of activated experts the same. We increase the expert sparsity, so we have fewer experts act. The ratio to of experts activated to number of experts is smaller, and we decrease the number of attention heads.Vibhu: And kind of for context, what the, what we had been seeing was you make models sparser instead.So no one was really touching heads. You're just having, uh,Kyle: well, they, they did, they implicitly made it sparser.Vibhu: Yeah, yeah. For, for Kimmy. They did,Kyle: yes.Vibhu: They also made it sparser. But basically what we were seeing was people were at the level of, okay, there's a sparsity ratio. You want more total parameters, less active, and that's sparsity.[00:46:00]But what you see from papers, like, the labs like moonshot deep seek, they go to the level of, okay, outside of just number of experts, you can also change how many attention heads and less attention layers. More attention. Layers. Layers, yeah. Yes, yes. So, and that's all basically coming back to, just tied together is like hardware model, co-design, which isKyle: hardware model, co model, context, co-design.Vibhu: Yeah.Kyle: Right. Like if you were training a, a model that was like. Really, really short context, uh, or like really is good at super short context tasks. You may like design it in a way such that like you don't care about attention scaling because it hasn't hit that, like the turning point where like the quadratic curve takes over.Nader: How do you consider attention or context as a separate part of the co-design? Like I would imagine hardware or just how I would've thought of it is like hardware model. Co-design would be hardware model context co-designKyle: because the harness and the context that is produced by the harness is a part of the model.Once it's trained in,Vibhu: like even though towards the end you'll do long context, you're not changing architecture through I see. Training. Yeah.Kyle: I mean you can try.swyx: You're saying [00:47:00] everyone's training the harness into the model.Kyle: I would say to some degree, orswyx: there's co-design for harness. I know there's a small amount, but I feel like not everyone has like gone full send on this.Kyle: I think, I think I think it's important to internalize the harness that you think the model will be running. Running into the model.swyx: Yeah. Interesting. Okay. Bash is like the universal harness,Kyle: right? Like I'll, I'll give. An example here, right? I mean, or just like a, like a, it's easy proof, right? If you can train against a harness and you're using that harness for everything, wouldn't you just train with the harness to ensure that you get the best possible quality out of,swyx: Well, the, uh, I, I can provide a counter argument.Yeah, sure. Which is what you wanna provide a generally useful model for other people to plug into their harnesses, right? So if youKyle: Yeah. Harnesses can be open, open source, right?swyx: Yeah. So I mean, that's, that's effectively what's happening with Codex.Kyle: Yeah.swyx: And, but like you may want like a different search tool and then you may have to name it differently or,Nader: I don't know how much people have pushed on this, but can you.Train a model, would it be, have you have people compared training a model for the for the harness versus [00:48:00] like post training forswyx: I think it's the same thing. It's the same thing. It's okay. Just extra post training. INader: see.swyx: And so, I mean, cognition does this course, it does this where you, you just have to like, if your tool is slightly different, um, either force your tool to be like the tool that they train for.Hmm. Or undo their training for their tool and then Oh, that's re retrain. Yeah. It's, it's really annoying and like,Kyle: I would hope that eventually we hit like a certain level of generality with respect to training newswyx: tools. This is not a GI like, it's, this is a really stupid like. Learn my tool b***h.Like, I don't know if, I don't know if I can say that, but like, you know, um, I think what my point kind of is, is that there's, like, I look at slopes of the scaling laws and like, this slope is not working, man. We, we are at a million token con

On this week of Here For The Craic I'm spilling my thoughts on the K-Pop Belfast concert lore, discussing the end of the two party system that has reined UK politics for as long as we can remember, and the female urge to get a tramp stamp. Rec of the week: Harry Styles on Brittany Broski's Royal Court Learn more about your ad choices. Visit podcastchoices.com/adchoices

Recém voltando das orações da madrugada em Qom, analista político Salman fala ao TUTAMÉIA sobre a eleição de Mojtaba Khamenei, filho do líder assassinado pelos Estados Unidos em 28 de fevereiro de 2026.Inscreva-se no TUTAMÉIA TV e visite o site TUTAMÉIA, https://tutameia.jor.br, serviço jornalístico criado por Eleonora de Lucena e Rodolfo Lucena.Acesse este link para entrar no grupo AMIG@S DO TUTAMÉIA, exclusivo para divulgação e distribuição de nossa produção jornalística: https://chat.whatsapp.com/Dn10GmZP6fV...

In this classic episode of Outside Lands, Nicole welcomes Nancy Botkin - who tells us about the remarkable Bernice Rodgers. Bernice was a ground-breaking Rec and Park employee whose was later honored with street named after her in Golden Gate Park.

En aquel tiempo, se acercaban a Jesús los publicanos y los pecadores para escucharlo. Por lo cual los fariseos y los escribas murmuraban entre sí: “Éste recibe a los pecadores y come con ellos”.Jesús les dijo entonces esta parábola: “Un hombre tenía dos hijos, y el menor de ellos le dijo a su padre: ‘Padre, dame la parte de la herencia que me toca'. Y él les repartió los bienes.No muchos días después, el hijo menor, juntando todo lo suyo, se fue a un país lejano y allá derrochó su fortuna, viviendo de una manera disoluta. Después de malgastarlo todo, sobrevino en aquella región una gran hambre y él empezó a padecer necesidad. Entonces fue a pedirle trabajo a un habitante de aquel país, el cual lo mandó a sus campos a cuidar cerdos. Tenía ganas de hartarse con las bellotas que comían los cerdos, pero no lo dejaban que se las comiera.Se puso entonces a reflexionar y se dijo: ‘¡Cuántos trabajadores en casa de mi padre tienen pan de sobra, y yo, aquí, me estoy muriendo de hambre! Me levantaré, volveré a mi padre y le diré: Padre, he pecado contra el cielo y contra ti; ya no merezco llamarme hijo tuyo. Recíbeme como a uno de tus trabajadores'.Enseguida se puso en camino hacia la casa de su padre. Estaba todavía lejos, cuando su padre lo vio y se enterneció profundamente. Corrió hacia él, y echándole los brazos al cuello, lo cubrió de besos. El muchacho le dijo: ‘Padre, he pecado contra el cielo y contra ti; ya no merezco llamarme hijo tuyo'.Pero el padre les dijo a sus criados: ‘¡Pronto!, traigan la túnica más rica y vístansela; pónganle un anillo en el dedo y sandalias en los pies; traigan el becerro gordo y mátenlo. Comamos y hagamos una fiesta, porque este hijo mío estaba muerto y ha vuelto a la vida, estaba perdido y lo hemos encontrado'. Y empezó el banquete.El hijo mayor estaba en el campo y al volver, cuando se acercó a la casa, oyó la música y los cantos. Entonces llamó a uno de los criados y le preguntó qué pasaba. Éste le contestó: ‘Tu hermano ha regresado y tu padre mandó matar el becerro gordo, por haberlo recobrado sano y salvo'. El hermano mayor se enojó y no quería entrar.Salió entonces el padre y le rogó que entrara; pero él replicó: ‘¡Hace tanto tiempo que te sirvo, sin desobedecer jamás una orden tuya, y tú no me has dado nunca ni un cabrito para comérmelo con mis amigos! Pero eso sí, viene ese hijo tuyo, que despilfarró tus bienes con malas mujeres, y tú mandas matar el becerro gordo'.El padre repuso: ‘Hijo, tú siempre estás conmigo y todo lo mío es tuyo. Pero era necesario hacer fiesta y regocijarnos, porque este hermano tuyo estaba muerto y ha vuelto a la vida, estaba perdido y lo hemos encontrado' ”.Lucas 15,1-3.11-32

“Tu hermano estaba muerto y ha vuelto a la vida.”Del santo Evangelio según san Lucas: 15, 1-3. 11-32.Lectura y reflexión: Pbro. Hediberto García Gómez.En aquel tiempo, se acercaban a Jesús los publicanos y los pecadores para escucharlo; por lo cual los fariseos y los escribas murmuraban entre sí: «Éste recibe a los pecadores y come con ellos».Jesús les dijo entonces esta parábola: «Un hombre tenía dos hijos, y el menor de ellos le dijo a su padre: ‘Padre, dame la parte de la herencia que me toca'. Y él les repartió los bienes.No muchos días después, el hijo menor, juntando todo lo suyo, se fue a un país lejano y allá derrochó su fortuna, viviendo de una manera disoluta. Después de malgastarlo todo, sobrevino en aquella región una gran hambre y él empezó a pasar necesidad. Entonces fue a pedirle trabajo a un habitante de aquel país, el cual lo mandó a sus campos a cuidar cerdos. Tenía ganas de hartarse con las bellotas que comían los cerdos, pero no lo dejaban que se las comiera.Se puso entonces a reflexionar y se dijo: `¡Cuántos trabajadores en casa de mi padre tienen pan de sobra, y yo, aquí, me estoy muriendo de hambre! Me levantaré, volveré a mi padre y le diré: Padre, he pecado contra el cielo y contra ti; ya no merezco llamarme hijo tuyo. Recíbeme como a uno de tus trabajadores'.Enseguida se puso en camino hacia la casa de su padre. Estaba todavía lejos, cuando su padre lo vio y se enterneció profundamente. Corrió hacia él, y echándole los brazos al cuello, lo cubrió de besos. El muchacho le dijo: ‘Padre, he pecado contra el cielo y contra ti; ya no merezco llamarme hijo tuyo'.Pero el padre les dijo a sus criados: ‘¡pronto!, traigan la túnica más rica y vístansela; pónganle un anillo en el dedo y sandalias en los pies; traigan el becerro gordo y mátenlo. Comamos y hagamos una fiesta, porque este hijo mío estaba muerto y ha vuelto a la vida, estaba perdido y lo hemos encontrado'. Y empezó el banquete.El hijo mayor estaba en el campo y al volver, cuando se acercó a la casa, oyó la música y los cantos. Entonces llamó a uno de los criados y le preguntó qué pasaba. Éste le contestó: ‘Tu hermano ha regresado y tu padre mandó matar el becerro gordo, por haberlo recobrado sano y salvo'. El hermano mayor se enojó y no quería entrar.Salió entonces el padre y le rogó que entrara; pero él replicó: ‘Hace tanto tiempo que te sirvo, sin desobedecer jamás una orden tuya, y tú no me has dado nunca ni un cabrito para comérmelo con mis amigos! Pero eso sí, viene ese hijo tuyo, que despilfarró tus bienes con malas mujeres, y tú mandas matar el becerro gordo'.El padre repuso: ‘Hijo, tú siempre estás conmigo y todo lo mío es tuyo. Pero era necesario hacer fiesta y regocijarnos, porque este hermano tuyo estaba muerto y ha vuelto a la vida, estaba perdido y lo hemos encontrado' «. Palabra del Señor. Gloria a ti, Señor Jesús.

Episode Summary: In this episode of the Solar Maverick Podcast, Benoy Thanjan sits down with Hervé Billet, CEO and co-founder of Sunvoy, the first white-label customer portal and fleet management app built by solar installers for solar installers. Hervé shares his entrepreneurial journey, from helping design Belgium's first solar car to building and selling a solar installation company in the U.S., and now leading Sunvoy. The conversation covers what solar companies need to do to create long-term enterprise value, how branding and systems drive successful exits, and why clean accounting, process, and operational discipline matter if you want to sell a business. Benoy and Hervé also discuss how Sunvoy helps installers improve operations by bringing critical project and O&M data into one place, reducing time spent hunting for information and improving the customer experience. They also explore current solar industry trends, including the shift toward Third Party Ownership (“TPOs”) and leases, rising electricity prices as a driver of solar adoption, technology improvements in solar hardware and storage, and why installer-built software creates a real competitive advantage.   Biographies Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market. As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio. Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar. Hervé Billet As the CEO of Sunvoy, I'm committed to empowering solar businesses with innovative technology that streamlines operations and enhances customer experience. Sunvoy is the first white-label customer portal and fleet management app, built by solar installers for solar installers. Our platform simplifies the complexities of running a solar business, enabling companies to scale efficiently with seamless integration and effortless results. Sunvoy offers powerful tools to manage solar fleets, automate communication, and deliver an exceptional customer journey, helping companies thrive in an increasingly competitive market. Previously, I served as the CEO of Ipsun Solar, where we revolutionized the residential and commercial solar market by enabling customers to own their power, reduce their utility bills, and add value to their properties through clean, renewable energy. Ipsun Solar, a B-Corporation, was known for its commitment to sustainability, being part of the Amicus and Amicus O&M networks, and serving as a certified Tesla Powerwall installer. Before venturing into the solar industry, I worked at Accenture, where I consulted with Fortune 500 companies, U.S. Federal agencies, and large non-profits. My projects included: Calculating Greenhouse Gas emissions for the U.S. Department of Energy Headquarters. Business development for Accenture's Sustainability Services. Leading digital implementation teams for organizations like Goodwill Industries International. Providing strategic support to global institutions such as the IMF, World Bank, UNICEF, United Nations, and U.S. Department of Labor. At 21, I co-founded my first company, Solar Team, an initiative to showcase the power of solar energy through solar-powered vehicles. This early venture sparked my enduring passion for renewable energy and continues to inspire my work today.   Stay Connected: Benoy Thanjan Email: info@reneuenergy.com  LinkedIn: Benoy Thanjan Website: https://www.reneuenergy.com Website: https://www.solarmaverickpodcast.com/   Hervé Billet Website: https://sunvoy.com/  Linkedin:  https://www.linkedin.com/in/hervebilliet/      Please provide 5 star reviews      If you enjoyed this episode, please rate, review and share the Solar Maverick Podcast so more people can learn how to accelerate the clean energy transition.    Reneu Energy Reneu Energy provides expert consulting across solar and storage project development, financing, energy strategy, and environmental commodities. Our team helps clients originate, structure, and execute opportunities in community solar, C&I, utility-scale, and renewable energy credit markets. Email us at info@reneuenergy.com to learn more.

+ Del Evangelio según San Lucas +En aquel tiempo, se acercaban a Jesús los publicanos y los pecadores para escucharlo. Por lo cual los fariseos y los escribas murmuraban entre sí: «Este recibe a los pecadores y come con ellos».Jesús les dijo entonces esta parábola: «Un hombre tenía dos hijos, y el menor de ellos le dijo a su padre: 'Padre, dame la parte de la herencia que me toca'. Y él les repartió los bienes.No muchos días después, el hijo menor, juntando todo lo suyo, se fue a un país lejano y allá derrochó su fortuna, viviendo de una manera disoluta. Después de malgastarlo todo, sobrevino en aquella región una gran hambre, y el muchacho empezó a padecer necesidad. Entonces fue a pedirle trabajo a un habitante de aquel país, el cual lo mandó a sus campos a cuidar cerdos. Tenía ganas de hartarse con las bellotas que comían los cerdos, pero no dejaban que se las comiera.Se puso entonces a reflexionar y se dijo: '¡Cuántos trabajadores en casa de mi padre tienen pan de sobra, y yo aquí me estoy muriendo de hambre! Me levantaré, volveré a mi padre y le diré: Padre, he pecado contra el cielo y contra ti. Ya no merezco llamarme hijo tuyo. Recíbeme como a uno de tus trabajadores'.Enseguida se puso en camino hacia la casa de su padre. Estaba todavía lejos cuando su padre lo vio, y se enterneció profundamente. Corrió hacia él y, echándole los brazos al cuello, lo cubrió de besos. El muchacho le dijo: 'Padre, he pecado contra el cielo y contra ti; ya no merezco llamarme hijo tuyo'.Pero el padre dijo a sus criados: '¡Pronto!, traigan la túnica más rica y vístansela; pónganle un anillo en el dedo y sandalias en los pies; traigan el becerro gordo y mátenlo. Comamos y hagamos una fiesta, porque este hijo mío estaba muerto y ha vuelto a la vida, estaba perdido y lo hemos encontrado'. Y empezó el banquete.El hijo mayor estaba en el campo y al volver, cuando se acercó a la casa, oyó la música y los cantos. Entonces llamó a uno de los criados y le preguntó qué pasaba. Este le contestó: 'Tu hermano ha regresado, y tu padre mandó matar el becerro gordo, por haberle recobrado sano y salvo'. El hermano mayor se enojó y no quería entrar. Salió entonces el padre y le rogó que entrara, pero él replicó: '¡Hace tanto tiempo que te sirvo sin desobedecer jamás una orden tuya, y tú no me has dado nunca ni un cabrito para comérmelo con mis amigos! Pero eso sí, viene ese hijo tuyo, que despilfarró tus bienes con malas mujeres, y tú mandas matar el becerro gordo'.El padre repuso: 'Hijo, tú siempre estás conmigo, y todo lo mío es tuyo. Pero era necesario hacer fiesta y regocijarnos, porque este hermano tuyo estaba muerto y ha vuelto a la vida, estaba perdido y lo hemos encontrado'».Palabra del Señor.

In this episode: Republican leaders in the Florida House of Representatives are trying to lawyer their way out of taking some tough votes — including on whether or not to fix Senate Bill 180, a hurricane-recovery law that real-estate developers have been using to crush local environmental regulations. Plus: Not one but two favors for the car dealer lobby. And why are some Florida lawmakers pushing to make condo owners pay higher prices for property insurance? (The answer rhymes with “millionaire.”) An update from Day 51 of Florida's 2026 legislative session.Show notesThe bills discussed in today's show: Senate Bill 840 — Land Use Regulations for Local Governments Affected by Natural DisastersSenate Bill 1756 — Medical FreedomSenate Bill 180 (2025) — EmergenciesHouse Bill 1001 (2025) — VesselsSenate Bill 1388 (2025) — VesselsHouse Bill 291 — Common Entities of Motor Vehicle Distributors and ManufacturersSenate Bill 352 — Common Entities of Motor Vehicle Distributors and ManufacturersHouse Bill 989 — Motor Vehicle Manufacturers, Importers, and Distributors and Franchised Motor Vehicle DealersPassed the House of Representatives by a 109-1 vote (vote sheet)Senate Bill 1028 — Citizens Property Insurance CorporationPassed the Florida Senate by a 33-1 vote (vote sheet)Senate Bill 620 — Candidate QualifyingPassed the Florida Senate by a 37-0 vote (vote sheet)House Bill 655 — Pub. Rec. and Pub. Meetings/Attorney Meetings to Discuss Private Property Rights ClaimsPassed the Senate by a 36-0 vote (vote sheet)House Bill 981 — Tributaries of St. Johns RiverPassed the House of Representatives by a 107-3 vote (vote sheet)House Bill 725 — Political Activity at Public Institutions of Higher EducationPassed the House of Representatives by an 81-30 vote (vote sheet)The stories discussed in today's show:Ron DeSantis is helping real estate developers exploit a hurricane relief lawThe last stand for home rule in Florida (podcast)Orders from on highNew State Law Forces Wellington To Change Waterway RulesCar dealers try to keep a chokehold on new car sales in FloridaRepublican megadonor is behind bill that could affect Florida condo ownersQuestions or comments? Send ‘em to Garcia.JasonR@gmail.comListen to the show: Apple | SpotifyWatch the show: YouTube Get full access to Seeking Rents at jasongarcia.substack.com/subscribe

PJ Lovely from the Newport Recreation Department is here as we talk about the school voting next week at the Community Center, the Rec's budget, the busy spring coming up, PJ announced his upcoming retirement, and more.

(Rec; 19/8/20) Shrinking, the benefits of an iron ring, stretched wife insurance, and an adoption story. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

Travis and producer Eric dive into Chipotle's leaked strategy to target high-income customers ($100K+ households, who make up 60% of their base), generational slop wars, portion size drama, and why price hikes won't kill the burrito empire—plus wild tangents on Denny's fried cheese melts and the real McDonald's coffee lawsuit. On this episode we talk about: Chipotle's pivot to affluent "digital natives" who love high-protein bowls, with plans for more price hikes and menu tweaks. Why 60% of Chipotle customers earn over $100K—and how Gen Z calls it "corporate slop bowls" while millennials defend it. Portion shrinkage complaints vs. rising prices, and Vegas's endless Chipotle clones ready to steal market share. Gen Z vs. millennial humor battles over The Office, Parks & Rec, New Girl, and unleashing Chris Pratt on the world. Debunking the McDonald's hot coffee myth: 190°F coffee caused third-degree burns in 3 seconds, not a frivolous lawsuit. Top 3 Takeaways 1.  Chipotle's $50B market cap lets them hike prices guilt-free—focus on affluent customers who still show up in a tough economy.2.  "Best known beats best" applies to fast casual too: loyalty comes from quality portions and protein labeling, not just cheap eats.3.  Generational beef is endless, but money in the bank solves real problems—don't sweat $5 bowls if your business is printing. Notable Quotes "60% of Chipotle customer base makes over $100,000 a year." "Gen Z and Gen Alpha call Chipotle bowls 'corporate slop bowls'." "I don't care if Chipotle raises their prices... as long as they get back to the portions." "McDonald's served its coffee at 180 to 190°F... It caused third degree burns in three seconds." "Money only solves your money problems, but it's easier to solve the rest problems when you got money in the bank." ✖️✖️✖️✖️

(Rec: 29/8/24) A forgotten player, AI tactics, Taffy's hair, Tubby's eel diet, the magic of babies, and a new letters policy. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

We spotlight how the Manhattan Optimists turn a simple motto, Friend of Youth, into concrete programs that open doors for kids and strengthen the city. From a thriving instrument drive to free t‑ball and flexible meetings, the club shows how service scales when people show up.• Purpose and history of the Manhattan Optimists since 1959• Band and orchestra instrument drive for families who cannot afford rentals• Breadth of impact with over 30 programs and grants• Partnerships with schools, Parks and Rec, and local nonprofits• Free t‑ball access for every five and six year old• Fundraising pillars: Christmas tree sales, chili crawl, spaghetti dinner and silent auction• Member recruitment through split breakfast and lunch meetings• Benefits of merging two clubs to expand reach and leadership• Youth recognition programs that build future service leaders• Practical advice for future civic philanthropy awardeesManhattanOptimist.com • Spaghetti Dinner at Pottorf Hall, March 28, 5–8 p.m., with silent auctionGMCFCFAs

Gloucester's impressive win over Sale the previous week unfortunately meant nothing in the end, as they were once again beaten by Bath down at The Rec. We run through the positives (as ever) and in particular pick out the players who have impressed in an otherwise poor season.Meanwhile, English Rugby is being revamped again, with the long overdue permanent removal of promotion and relegation to the Top flight.Will it have the intended consequences or will it be another false dawn?Finally as England head to Rome for this weekends Six Nations game against Italy, will it finally be the year of an Italian triumph?Ed PriceJames Eastwood (Snowy)Russ BrookesJim HarleyCherry Jam is proud to be sponsored by PGT LLP

The League Episode #43 – Show Notes In episode 43 of The League, Treasury has released initial guidance on Foreign Entity of Concern (FEOC) rules, reshaping tax credit eligibility, supply chains, and project financing across the clean energy industry. In this episode, Benoy Thanjan and David Magid break down what the guidance means for developers, investors, and manufacturers and provide a deep dive into the latest trends in New York's interconnection queues. Host Bio: Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market.  As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio.  Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar. Connect with Benoy on LinkedIn: https://www.linkedin.com/in/benoythanjan/ Learn more: https://reneuenergy.com https://www.solarmaverickpodcast.com   Host Bio: David Magid David Magid is a seasoned renewable energy executive with deep expertise in solar development, financing, and operations. He has worked across the clean energy value chain, leading teams that deliver distributed generation and community solar projects. David is widely recognized for his strategic insights on interconnection, market economics, and policy trends shaping the U.S. solar industry. Connect with David on LinkedIn: https://www.linkedin.com/in/davidmagid/  If you have any questions or comments, you can email us at info@reneuenergy.com.  

Guy chats with the Research Council's Detroit office director Doug Ortiz and Citizens Research Council President Eric Lupher about the Detroit February revenue estimating conference (REC) and what it portends for Mayor Sheffield's first executive budget. Detroit's fiscal year begins on July 1, 2026. Detroit, like many cities, counties, and townships in Michigan, is looking at relatively flat revenue growth as it begins to craft its budget for the fiscal year beginning in July. The small increase in revenue estimates was largely due to higher wagering/casino tax revenue than in the September 2025 REC. Annual growth in wagering taxes has been volatile in recent fiscal years and is expected to plateau in the forecast period with no real growth. Annual revenue growth in the forecast from FY2026 to FY2030 is expected to be flat-to-modest. Property and income tax revenues lead forecasted annual growth, but when adjusted for inflation, income tax revenues had virtually no real growth It is a good sign that there is talk of some level of tax reform coming from Lansing. Detroit and many local governments throughout Michigan will be watching.

(Rec: 20/8/24) Just the top 40 rundown. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

Episode Summary: In this episode of the Solar Maverick Podcast, host Benoy Thanjan sits down with H.G. Chissell, Founder and CEO of AEG ("Advanced Energy Group"), live from DistribuTech 2026 in San Diego. H.G. shares how AEG convenes utilities, regulators, agencies, corporates, and community leaders to turn urgent climate and grid challenges into action through a “competitive collaboration” model built around 12-month goals and 90-day sprints. They discuss why trust and affordability are emerging as defining issues of the energy transition, how human-centered outcomes can accelerate adoption, and what it takes to drive real progress across complex stakeholder groups.   Biographies Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market. As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio. Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar. H.G. Chissell H.G. Chissell is the Founder and CEO of Advanced Energy Group (AEG), a stakeholder engagement and action platform that convenes utilities, regulators, policymakers, corporations, and community leaders to accelerate the energy transition. Over the past decade, he has built AEG into a nationally recognized forum for collaborative problem-solving, using a unique “competitive collaboration” model that transforms urgent climate, grid, and infrastructure challenges into 12-month action plans supported by 90-day implementation sprints. Before founding AEG, H.G. worked in leadership consulting and architecture, experiences that shaped his focus on designing human-centered frameworks that inspire accountability, trust, and measurable outcomes. His work has helped catalyze cross-sector initiatives in cities across the United States, advancing solutions in areas such as infrastructure resilience, affordability, grid optimization, and community-centered decarbonization. H.G. is also the founder of the Carbon Leadership Forum (CarbonLEAP) fellowship program, which connects emerging professionals with industry leaders to support real-world climate action projects while developing the next generation of energy transition leaders. Stay Connected: Benoy Thanjan Email: info@reneuenergy.com  LinkedIn: Benoy Thanjan Website: https://www.reneuenergy.com Website: https://www.solarmaverickpodcast.com/       H.G. Chissell     Website: https://aeg.team/     Linkedin:  https://www.linkedin.com/in/hgchissell/     AEG events:  https://luma.com/aeg   Please provide 5 star reviews      If you enjoyed this episode, please rate, review and share the Solar Maverick Podcast so more people can learn how to accelerate the clean energy transition.    Reneu Energy Reneu Energy provides expert consulting across solar and storage project development, financing, energy strategy, and environmental commodities. Our team helps clients originate, structure, and execute opportunities in community solar, C&I, utility-scale, and renewable energy credit markets. Email us at info@reneuenergy.com to learn more.            

To start, there is...SO much we didn't talk about. And there's a lot we DID talk about. But there was a lot of it we had to cut for time! In short, we could go on and on about this movie but we'd be here all day—which we're sure a lot of you would love! But as we close out Black History Month, we hope our love and enthusiasm is tangible for the focus of this Special episode of ScaryCrit, devoted to one of 2025's greatest hits, a new crown jewel in Black horror and honestly a piece of Black History itself: Ryan Coogler's Sinners (2025). This special pulls triple-duty as a critique, analysis, and overall appreciation piece for what the phenomenal cast and crew of Sinners (2025) brought into the world, a truly creative disruption in the Hollywood zeitgeist and one that is unabashedly FUBU. Thank you, Ryan! And to our Critters, we hope y'all enjoy listening as much as we did recording. Have fun!Episode Gems from SpecialThem (2021, television series)Them: The Scare (2024, television series)Sinners (2025)Get Out (2017)Hamnet (2025)Obsession (2026)Quarantine (2008)REC (2007)Parasite (2019)Jimmy Kimmel Live! (2003, talk show)The Tonight Show Starring Jimmy Fallon (2014, talk show)Conan (2010, talk show)Relationship Goals (2026)Midnight Mass (2020, limited series)30 Days of Night (2007)Twilight (2008)True Blood (2008, television series)Pluribus (2025, television series)Black as Night (2021)Fruitvale Station (2013)The Wire (2002, television series)Black Panther (2018)Black Panther: Wakanda Forever (2022)Creed (2015)Abigail (2024)Support the show

(Rec: 12/8/20) The link between Dahl and Jacko, the genius that was Rod Temperton, the mystery of frogs, and some stuff about The Twits. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

Stormy seas battered the hatches of the SS Sparks & Recreation as news of a shuffle bug hits the Realms! Join the crew as they talk through this surprising discovery and what it means for players.The storm doesn't stop there – more bug talk follows as the crew discusses the latest update before breaking down which balance changes actually landed.Finally, a breakthrough has been made on Hero Helper development, and Tuff brings the latest from behind the scenes. All that and more on this episode, thanks for listening! WWYD: 7:08Bugs: 21:34Balance: 46:59(Hero-helper) Breakthrough: 1:41:56Community Round-up: 1:47:15Taps, Scrap, and Good-byes: 2:04:10Hero Realms is a fantasy-themed expandable deckbuilding game from Wise Wizard Games.Hosts: Chris "DblDubz" Walberg, Cooper "Filtrophobe" Fitzpatrick, and John "Tuff" LabellaProducer: Chris WalbergHero Helper: https://hero-helper.com/Realms Rising: https://www.realmsrising.comYou can find the WWYD screenshots for this episode here: https://www.realmsrising.com/podcast/sparks-and-recreation-96-bugs-balance-and-breakthroughsPatreon: https://patreon.com/sparksandrecHyperGeometric Calculator: https://aetherhub.com/Apps/HyperGeometricCommunity Tournaments & Events Primer (+ signup links): https://www.realmsrising.com/community-events/Realms Rising Discord: https://discord.gg/8pTxKqzFDcContact S&R: contact@sparks-and-recreation.comSupport Sparks & Rec: https://hero-helper.com/support-usSparks & Recreation Website: https://www.realmsrising.com/sparks-and-recreation/Thank you so much to Level 12 Hero Sarah T., Warden Slayer, as well as Level 7 Hero Nudeltulpe!Specific songs used in this episode were:Intro/Outro Music: "Uplifting Orchestra Pack" by GoodBunny. (Under the Music Standard License)Licensed under Creative Commons BY Attribution 4.0 License Hosted on Acast. See acast.com/privacy for more information.

It's the 11th anniversary of the beloved NBC sitcom's series finale, and we delve into all the fake bands, big and small.  Even with Parks and Rec, we go to 11!

“Wait… his name is WHAT?”In this segment, Ben Rogers, Jeff “Skin” Wade, Kevin “KT” Turner, and Krystina Ray dive into a bizarre small‑town news report that feels so surreal, so unintentionally hilarious, that the guys can't decide whether it's journalism… or a rejected sketch from Parks and Rec.

//The Wire//2300Z February 19, 2026////ROUTINE////BLUF: DOMESTIC TERROR ATTACKS CONTINUE IN UNITED STATES. IRANIAN DRILLS CONTINUE IN STRAIT OF HORMUZ. VEHICLE EXPLOSION REPORTED OUTSIDE AMERICAN EMBASSY IN ARMENIA. FLASHBANG DEVICE DEPLOYED AT POLLING PLACE IN NORTH CAROLINA.// -----BEGIN TEARLINE----- -International Events-Armenia: This afternoon an explosion involving a vehicle was reported outside the US Embassy in Yerevan. As of this report, no details have clarified if the explosion was a deliberate VBIED attack, or some other more benign accident, however the investigation is ongoing.Middle East: The military drills in the Strait of Hormuz have continued as before, largely without incident. Several long-range missile launches have been conducted as part of the exercises, and maritime traffic through the Strait has remained fairly steady despite growing concerns among maritime shipping companies. Various European leaders have continued to express increasing urgency that their citizens should leave Iran as soon as possible, as evacuation will not be an option for much longer.Analyst Comment: Concerning the logistics of Americans who may wish to evacuate Iranian territory before things get hot, air travel (if it's even available) is probably the least-safe option at this point. Officially, the US State Department recommends land-border crossings with Armenia and Turkey. The Armenian border crossing in Agarak is still open, and is by far the most reliable means of exiting the country as a visa is not needed for American citizens fleeing Iran. The Turkish border crossings are more numerous, but coordination with the Turkish Embassy is needed to obtain a visa before Americans will be allowed in. Concerning this morning's vehicle explosion in Armenia, it's likely that security measures will be enhanced for a while, so getting out sooner rather than later would be ideal, for anyone still stuck in Iran.-HomeFront-Florida: As nationwide walkout protests involving students continue, children continue to be hit by vehicles as they conduct anti-ICE protests on busy roadways. This morning a student from Palm Beach Lakes Community High School in West Palm Beach was critically injured after stepping into the street during a protest. The condition of the student is not known at this time.Idaho: Early this morning just after midnight, a vehicle ramming attack was reported at a medical facility in Meridian. Local authorities state that one assailant stole an ambulance from the bay at St. Luke's Meridian Medical Center, which he then used to ram into the Portico West administration building on the corner of Eagle and Franklin. After ramming through the plate-glass entryway, the suspect then abandoned the ambulance, and retrieved multiple cans of gasoline that he had cached in the nearby vegetation before the attack. After obtaining the gas cans, the suspect doused the building with the gasoline, but due to the rapid arrival of authorities, egressed from the scene before he was able to ignite the accelerant. The suspect remains at large, and locals are advised to contact authorities with any information that might assist in the investigation. However, no physical description, clothing, or surveillance footage of the suspect has been provided at this time.Analyst Comment: Considering the multiple weapons used during the attack (the gasoline and the vehicle itself) this meets current criteria for being described as a Complex Coordinated Attack (CCA). As such, this incident is being treated as a deliberate terror attack while the investigation is ongoing.North Carolina: Yesterday evening a possible explosive attack was conducted outside a polling place in Moore County. Aberdeen police state that a loud bang was heard yesterday evening outside the Parks and Rec building on Sandhills Blvd. that was serving as an early voting site. Pol

Episode Summary: Robots Are Building Solar Farms Robots Are Building Solar Farms: How Cosmic Robotics Is Transforming Utility-Scale Construction In this episode of the Solar Maverick Podcast, host Benoy Thanjan sits down with James Emerick, Co-Founder and CEO of Cosmic Robotics, to explore how autonomous robotics are changing the way utility-scale solar is built. Cosmic Robotics is developing an autonomous vehicle with an industrial robotic arm that installs PV modules on to racking, reducing labor intensity while improving safety and predictability on job sites. James shares why module installation is one of the most labor-intensive and OSHA recordable injury-prone tasks in solar construction and how robotics can help crews work faster and safer. They also discuss the company's approach to deploying robots in the field, using real-world data to improve performance, and expanding into adjacent tasks like QA/QC and other construction applications over time. The conversation also touches on the broader drivers accelerating automation, including labor constraints, tighter project economics, and the surge in behind-the-meter power needs from data centers and AI infrastructure.   Key Takeaways Robotics can reduce crew size while maintaining or improving daily module install throughput • Safety is a primary driver, not just cost, since module install has high injury exposure • Well-scoped tasks like module placement are a practical path to field-ready autonomy • The long-term opportunity is a broader robotics platform for solar and adjacent infrastructure   Biographies Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market. As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio. Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar.   James Emerick James Emerick is the Co-Founder and CEO of Cosmic Robotics, a construction equipment company building autonomous equipment for utility-scale solar. Cosmic's first product is an autonomous vehicle with an industrial robotic arm that installs PV modules on racking to make solar construction faster, safer, and more predictable.   Stay Connected: Benoy Thanjan Email: info@reneuenergy.com  LinkedIn: Benoy Thanjan Website: https://www.reneuenergy.com Website: https://www.solarmaverickpodcast.com/       James Emerick     Website: https://www.cosmicrobotics.com/     Linkedin:  https://www.linkedin.com/in/jamesemerick/   Please provide 5 star reviews      If you enjoyed this episode, please rate, review and share the Solar Maverick Podcast so more people can learn how to accelerate the clean energy transition.    Reneu Energy Reneu Energy provides expert consulting across solar and storage project development, financing, energy strategy, and environmental commodities. Our team helps clients originate, structure, and execute opportunities in community solar, C&I, utility-scale, and renewable energy credit markets. Email us at info@reneuenergy.com to learn more.   Solar Maverick Happy Hour During Intersolar San Diego on Feb 18th https://luma.com/7v50llsn            

Un espacio compartido para el encuentro personal con Jesús, ofrecido por SerCreyente.com Más info en https://sercreyente.com/oraciononline/VÍDEO HD de esta Oración Online en https://www.youtube.com/live/Tym6-N1yHOALIBROSTanto el "Libro de Oración" como el "Viacrucis y Vialucis" puedes adquirirlos en papel o ebook, para cualquier país, en https://sercreyente.com/libros/ESTRUCTURA, LECTURA Y ORACIONES Tomadas del “Libro de oración. Mi día a día con Jesús”, editado por SerCreyente.com- Págs. 10-11: Estructura de la oración- (Gracias) Nº 10: “Dad gracias, invocad su nombre” (Isaías 12, 1-6)- (Momento 1) Nº 146: “Te entrego mi vida”- (Momento 3) Nº 164: “Señor, enseña a mi corazón” (San Anselmo)- (Palabra) Marcos 1, 14-15- (Peticiones) Pág. 304: Peticiones 9 (Liturgia de las Horas)- (María) Nº 392: “Tú que has llenado mi alma”MÚSICA - (Instrumental fondo) "Calm Wind” (Peder B. Helland) https://youtu.be/S6jCd2hSVKA - (Inicio y salida) Polvo soy (Paola Pablo) https://youtu.be/QiMn894onYA - (Perdón) Recíbeme (Hna. Glenda, Cover Coro Belén) https://youtu.be/vZg5puby_yQILUSTRACIONES - Bernardo Ramonfaur (Iknuitsin)

Un espacio compartido para el encuentro personal con Jesús, ofrecido por SerCreyente.com Más info en https://sercreyente.com/oraciononline/VÍDEO HD de esta Oración Online en https://www.youtube.com/live/Tym6-N1yHOALIBROSTanto el "Libro de Oración" como el "Viacrucis y Vialucis" puedes adquirirlos en papel o ebook, para cualquier país, en https://sercreyente.com/libros/ESTRUCTURA, LECTURA Y ORACIONES Tomadas del “Libro de oración. Mi día a día con Jesús”, editado por SerCreyente.com- Págs. 10-11: Estructura de la oración- (Gracias) Nº 10: “Dad gracias, invocad su nombre” (Isaías 12, 1-6)- (Momento 1) Nº 146: “Te entrego mi vida”- (Momento 3) Nº 164: “Señor, enseña a mi corazón” (San Anselmo)- (Palabra) Marcos 1, 14-15- (Peticiones) Pág. 304: Peticiones 9 (Liturgia de las Horas)- (María) Nº 392: “Tú que has llenado mi alma”MÚSICA - (Instrumental fondo) "Calm Wind” (Peder B. Helland) https://youtu.be/S6jCd2hSVKA - (Inicio y salida) Polvo soy (Paola Pablo) https://youtu.be/QiMn894onYA - (Perdón) Recíbeme (Hna. Glenda, Cover Coro Belén) https://youtu.be/vZg5puby_yQ- (Momento 2) Grande es tu amor (Hna. Glenda) https://youtu.be/OLO_X5VL40EILUSTRACIONES - Bernardo Ramonfaur (Iknuitsin)

Agradece a este podcast tantas horas de entretenimiento y disfruta de episodios exclusivos como éste. ¡Apóyale en iVoox! El spin off sin filtros de La Guarida del Sith donde se queda todo lo que ocurre antes de darle al REC y después de fingir profesionalidad. Esta semana la deriva es fina: • Que bello es vivir – Drama navideño, crisis existencial y nosotros cuestionando nuestras propias decisiones vitales. • Lost (Final T6) – Cerramos la isla. O eso creemos. Teorías, traumas y algún “yo esto no lo compro”. • KPop Demon Hunters – Demonios, idols y confusión generacional bien llevada. • IT Bienvenidos a Derry – Payasos, alcantarillas y el miedo a que adapten cualquier cosa. • Stranger Things (T5 completa) – Despedidas, nostalgia ochentera y nosotros intentando no llorar en directo. Aquí hay despistes, debates que se van por el arcén y chistes que probablemente no pasarían un comité serio. Pero no somos un comité serio. Si quieres cine, series y caos organizado, este es tu sitio.Escucha este episodio completo y accede a todo el contenido exclusivo de La Guarida del Sith. Descubre antes que nadie los nuevos episodios, y participa en la comunidad exclusiva de oyentes en https://go.ivoox.com/sq/31122

(Rec: 5/8/20) We meet Mrs Twit, Roald Dahl clashes with his publishers over the insult levels, and how to enhance a marriage with bunk beds. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

Ernesto Prieto Gratacós es investigador transdisciplinario con más de tres décadas dedicadas a la biología tumoral, la biomatemática y la optimización biológica. Es creador del sistema EISA para el abordaje metabólico de tumores sólidos y de algoritmos clínicos orientados a la detección temprana y la restauración cognitiva. Ha desarrollado modelos integrales para enfermedades complejas y lideró el programa Radical Human Performance™ durante el ciclo olímpico de Río 2016.En este episodio converso con Ernesto Prieto Gratacós sobre inteligencia artificial, demografía, capitalismo y espiritualidad en un momento en el que la tecnología parece avanzar más rápido que nuestra conciencia. Es una conversación profunda y densa, que juega en varios planos y dimensiones al mismo tiempo: biológico, económico, filosófico y espiritual. Hoy, más que nunca, preguntas como qué es lo humano y qué es la inteligencia se vuelven fundamentales, especialmente cuando emerge una forma de inteligencia no basada en carbono sino en silicio. Hablamos de abundancia, de implosión demográfica, del riesgo de una adolescencia tecnológica sin madurez ética y de la posibilidad de que la supervivencia ya no dependa del desarrollo mecánico, sino de decisiones conscientes. Lejos de llegar a conclusiones, la conversación abre nuevas posibilidades para seguir pensando, conversando y creando hacia el futuro.Como siempre, tus comentarios son muy valiosos para mí. Gracias por compartir y co-crear conmigo mejores preguntas. Con cariño,Victor____¿No quieres perderte el estreno de nuevos episodios?Recíbelos directamente en tu correo. Regístrate aquí: unique-author-3554.kit.com/volver-al-futuroMás contenido en:

(Rec: 14/8/24) Our bodies, uptown, Bruce Forsyth, being rich, and Gandhi. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

The League Episode #42 – Show Notes In episode 42 of The League, David Magid and Benoy Thanjan break down major developments shaping power markets, grid modernization, and clean energy investment. David highlights PJM's proposed emergency capacity auction featuring 15-year contracts, a potential game changer for project finance and new generation. He also covers Massachusetts' vehicle-to-grid pilot, signaling early progress toward virtual power plants. Benoy shares insights from DistribuTech, where AI-driven load growth, microgrids, and grid resiliency dominated conversations. He also reports from the Cleantech Forum, where venture capital is becoming more cautious and capital efficiency is now critical for startups. The big picture: the energy transition continues, but market signals, grid constraints, and tighter capital are reshaping how projects get built and financed.   Host Bio: Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market.  As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio.  Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar. Connect with Benoy on LinkedIn: https://www.linkedin.com/in/benoythanjan/ Learn more: https://reneuenergy.com https://www.solarmaverickpodcast.com   Host Bio: David Magid David Magid is a seasoned renewable energy executive with deep expertise in solar development, financing, and operations. He has worked across the clean energy value chain, leading teams that deliver distributed generation and community solar projects. David is widely recognized for his strategic insights on interconnection, market economics, and policy trends shaping the U.S. solar industry. Connect with David on LinkedIn: https://www.linkedin.com/in/davidmagid/  If you have any questions or comments, you can email us at info@reneuenergy.com.  

Stand-Up On The Spot! Featuring completely improvised sets from Dax Flame, Tony Baker, Kirk Fox, Nate Jackson, Andrea Jin & Jeremiah Watkins. No material. Comedians create Stand-Up On The Spot off audience suggestions. Everything is covered from Horror Movies to Mexican Twilight, addiction, ghosts, and more! Jeremiah Watkins you know from Trailer Tales, Dr. Phil Live, his special DADDY, and as the host and creator of Stand-Up On The Spot. Dax Flame has appeared in the movie 21 Jump Street and is a Youtube Legend! Tony Baker is the co-host of Bald Brothers with Kevonstage, and you know him from Animal Voiceovers, and his special Scaredy Cat. Kirk Fox has appeared on Trailer Tales as Uncle Gary, Parks and Rec, Kill Tony, The Harland Highway, and more! Nate Jackson has a Netflix special called and is known for his viral Crowd Work Joint series. Andrea Jin has appeared on Tigerbelly with Bobby Lee, the Fat Fish podcast with Jaime Garcia, and opens for John Mulaney across the country. Follow the Comedians! Jeremiah Watkins  @jeremiahwatkins   @TrailerTalesPod   @standupots  https://www.instagram.com/jeremiahstandup Dax Flame  @Daxflame  https://www.instagram.com/daxflame Tony Baker  @TonyBakercomedy  https://www.instagram.com/tonybaker Nate Jackson  @NateJackson  https://www.instagram.com/natejackson Kirk Fox  @kirkfox  https://www.instagram.com/kirkfox Andrea Jin  @andreajin1  https://www.instagram.com/andreajin Stand-Up On The Spot https://www.instagram.com/standupots  @standupots  Sponsored by: Blue Chew Get 10% off your first month of BlueChew Gold w/ code SPOT @ http://BlueChew.com/ Sponsored by: Mint Mobile Get premium wireless for $15/month on a 3, 6, or 12 month plan at http://mintmobile.com/STANDUP Sponsored by: Hello Fresh Get 10 free meals + a free Zwilling knife at http://HelloFresh.com/standup10FM Interested in sponsoring the show? Email standupots@gmail.com for inquiries #1HourSpecial #StandupComedy #NateJackson #DaxFlame #TonyBaker #KirkFox #AndreaJin #JeremiahWatkins #StandUpOnTheSpot #SOTS SOTS: Dax Flame, Tony Baker, Kirk Fox, Nate Jackson, Andrea Jin & Jeremiah Watkins | Ep 91 Learn more about your ad choices. Visit podcastchoices.com/adchoices

Description First-time guest Alasdair Green joins Joe to discuss Ron Swanson from Parks and Rec. Parks and Rec aired 125 episodes between 2009-2015 and Nick Offerman’s Ron Swanson was an iconic character from the series.  Support Patreon Show Notes Parks … Continue reading →

Stand-Up On The Spot! Featuring completely improvised sets from Dax Flame, Tony Baker, Kirk Fox, Nate Jackson, Andrea Jin & Jeremiah Watkins. No material. Comedians create Stand-Up On The Spot off audience suggestions. Everything is covered from Horror Movies to Mexican Twilight, addiction, ghosts, and more! Jeremiah Watkins you know from Trailer Tales, Dr. Phil Live, his special DADDY, and as the host and creator of Stand-Up On The Spot. Dax Flame has appeared in the movie 21 Jump Street and is a Youtube Legend! Tony Baker is the co-host of Bald Brothers with Kevonstage, and you know him from Animal Voiceovers, and his special Scaredy Cat. Kirk Fox has appeared on Trailer Tales as Uncle Gary, Parks and Rec, Kill Tony, The Harland Highway, and more! Nate Jackson has a Netflix special called and is known for his viral Crowd Work Joint series. Andrea Jin has appeared on Tigerbelly with Bobby Lee, the Fat Fish podcast with Jaime Garcia, and opens for John Mulaney across the country. Follow the Comedians! Jeremiah Watkins  @jeremiahwatkins   @TrailerTalesPod   @standupots https://www.instagram.com/jeremiahstandup Dax Flame  @Daxflame https://www.instagram.com/daxflame Tony Baker  @TonyBakercomedy https://www.instagram.com/tonybaker Nate Jackson  @NateJackson https://www.instagram.com/natejackson Kirk Fox  @kirkfox https://www.instagram.com/kirkfox Andrea Jin  @andreajin1 https://www.instagram.com/andreajin Stand-Up On The Spot https://www.instagram.com/standupots  @standupots  Sponsored by: Blue Chew Get 10% off your first month of BlueChew Gold w/ code SPOT @ http://BlueChew.com/ Sponsored by: Mint Mobile Get premium wireless for $15/month on a 3, 6, or 12 month plan at http://mintmobile.com/STANDUP Sponsored by: Hello Fresh Get 10 free meals + a free Zwilling knife at http://HelloFresh.com/standup10FM Interested in sponsoring the show? Email standupots@gmail.com for inquiries #1HourSpecial #StandupComedy #NateJackson #DaxFlame #TonyBaker #KirkFox #AndreaJin #JeremiahWatkins #StandUpOnTheSpot #SOTS SOTS: Dax Flame, Tony Baker, Kirk Fox, Nate Jackson, Andrea Jin & Jeremiah Watkins | Ep 91

Television is filled with "will they or won't they" couples. Friends had Ross and Rachel. Parks and Rec had Leslie and Ben. The Gilmore Girls, had Lorelei and Luke. But what happens after the couple's kiss? Do we keep watching? One statistician dug into the data behind the kiss effect, and that's the focus of this episode of Stats and Stories with guest Ashley Mullan.  Ashley Mullan is a PhD student and research assistant in Vanderbilt University's Department of biostatistics. Currently, Mullan works on a team focusing on the care children receive in Tennessee's child welfare and juvenile justice systems. She's also interested in pop culture, and in her spare time, analyzes her own consumption of popular media. That led Mullan to author a Significance article on The Kiss Effect, the impact of a "will they won't they?" couple's first kiss on a TV show's ratings.

(Rec: 29/7/20) Roald Dahl touches down in his helicopter and unveils his self-loathing-fuelled hatred of hairy men. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

In this episode of the Solar Maverick Podcast, Benoy Thanjan sits down with Peter Davidson, CEO of Aligned Climate Capital, to discuss how private capital is driving the deployment of solar projects and climate technologies. Aligned Climate Capital manages approximately $2.1 billion in assets and invests in companies and projects accelerating the clean energy transition. Peter explains how climate-focused investors evaluate opportunities, where capital is flowing today, and what separates bankable projects. What We Covered How Aligned Climate Capital approaches solar and climate investing • What makes a project or company fundable in today's market • The real impact of IRA incentives on capital deployment • How investors think about risk, returns, and execution • The difference between investing in operating assets versus early-stage climate tech • Where the next wave of opportunity lies in clean energy   Biographies Benoy Thanjan Benoy Thanjan is the Founder and CEO of Reneu Energy, solar developer and consulting firm, and a strategic advisor to multiple cleantech startups. Over his career, Benoy has developed over 100 MWs of solar projects across the U.S., helped launch the first residential solar tax equity funds at Tesla, and brokered $45 million in Renewable Energy Credits (“REC”) transactions. Prior to founding Reneu Energy, Benoy was the Environmental Commodities Trader in Tesla's Project Finance Group, where he managed one of the largest environmental commodities portfolios. He originated REC trades and co-developed a monetization and hedging strategy with senior leadership to enter the East Coast market. As Vice President at Vanguard Energy Partners, Benoy crafted project finance solutions for commercial-scale solar portfolios. His role at Ridgewood Renewable Power, a private equity fund with 125 MWs of U.S. renewable assets, involved evaluating investment opportunities and maximizing returns. He also played a key role in the sale of the firm's renewable portfolio. Earlier in his career, Benoy worked in Energy Structured Finance at Deloitte & Touche and Financial Advisory Services at Ernst & Young, following an internship on the trading floor at D.E. Shaw & Co., a multi billion dollar hedge fund. Benoy holds an MBA in Finance from Rutgers University and a BS in Finance and Economics from NYU Stern, where he was an Alumni Scholar.   Peter W. Davidson Peter Davidson is Chief Executive Officer at Aligned Climate Capital, an asset manager investing in companies and real assets driving the clean energy transition. He leads Aligned's overall strategy and investment direction, building on a career at the intersection of finance, infrastructure, and public policy. Previously, Peter was appointed by the Obama Administration to serve as Executive Director of the U.S. Department of Energy's Loan Programs Office (LPO), where he oversaw a $32 billion portfolio in renewable energy, energy storage, advanced automotive technologies, and other low-carbon technologies. Prior to leading the LPO, Peter was Senior Advisor for Energy and Economic Development at the Port Authority of New York and New Jersey and Executive Director of New York State's Empire State Development Corporation. Before his government service, Peter was an entrepreneur who founded and managed six companies and held leadership roles in the investment banking division of Morgan Stanley & Co. He serves on several boards, including Summit Ridge Energy, Nyle Water Heating Systems, and BrightNight. He is also the chairman of two nonprofit organizations, the J.M. Kaplan Fund and Green-Wood Cemetery. Additionally, he is a member of the CFTC's Climate-Related Market Risk Subcommittee. Peter holds degrees from Stanford University and Harvard Business School. He is based in the New York office.   Stay Connected: Benoy Thanjan Email: info@reneuenergy.com  LinkedIn: Benoy Thanjan Website: https://www.reneuenergy.com Website: https://www.solarmaverickpodcast.com/   Peter Davidson Website: https://alignedclimatecapital.com/ Linkedin:  https://www.linkedin.com/in/peter-davidson-4b652318/   Please provide 5 star reviews      If you enjoyed this episode, please rate, review and share the Solar Maverick Podcast so more people can learn how to accelerate the clean energy transition.    Reneu Energy Reneu Energy provides expert consulting across solar and storage project development, financing, energy strategy, and environmental commodities. Our team helps clients originate, structure, and execute opportunities in community solar, C&I, utility-scale, and renewable energy credit markets. Email us at info@reneuenergy.com to learn more.   Solar Maverick Happy Hour During Intersolar San Diego on Feb 18th https://luma.com/7v50llsn

(Rec: 6/8/24) The lunar ark, sleep sync worries, feet on grass, job boss demands, and kidney career woes. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.

(Rec: 1/8/24) The Rothmans, a one-man comeback, Jan Race, moustache confiscation, some truly shocking developments, and a helicopter. Join the Iron Filings Society: https://www.patreon.com/topflighttimemachine and on Apple Podcast Subscriptions. Get a 7-day full access free trial and pay for 10 months up front for the price of 12 if you like a bargain. Hosted on Acast. See acast.com/privacy for more information.