Podcasts about API

Jens Neuse grew up in Germany, originally planning to be a carpenter. In his 2nd year as an apprentice, he was in a motorcycle wreck that thrust him into a process of surgery and healing. Eventually, he decided he wouldn't be doing carpentry, and got into sysadmin work. Once he got bored with this, he moved into startups, learned how to code, and starting digging into programming, API's and eventually - GraphQL federation. Outside of tech, he is married with 3 young kids. He loves to sit ski on the mountain - which is the coolest carbon fiber chair on a ski, where you steer with your knees and hips.After chasing building a better Apollo, Jens and his team ran into a point where their prior product and company was doomed to go under. When they accepted this fact, they started to think about what people actually wanted - and started to dig into the federation of GraphQL.This is the creation story of Wundergraph.SponsorsIncogniNordProtectVentionCodeCrafters helps you become a better engineer by building real-world, production-grade projects. Learn hands-on by creating your own Git, Redis, HTTP server, SQLite, or DNS server from scratch. Sign up for free today using this link and enjoy 40% off.Full ScalePaddle.comSema SoftwarePropelAuthPostmanMeilisearchLinkshttps://wundergraph.com/https://www.linkedin.com/in/jens-neuse-706673195Our Sponsors:* Check out Incogni: https://incogni.com/codestory* Check out NordProtect: https://nordprotect.com/codestorySupport this podcast at — https://redcircle.com/code-story-insights-from-startup-tech-leaders/donationsAdvertising Inquiries: https://redcircle.com/brandsPrivacy & Opt-Out: https://redcircle.com/privacy

In an era dominated by AI-powered security tools and cloud-native architectures, are traditional Web Application Firewalls still relevant? Join us as we speak with Felipe Zipitria, co-leader of the OWASP Core Rule Set (CRS) project. Felipe has been at the forefront of open-source security, leading the development of one of the world's most widely deployed WAF rule sets, trusted by organizations globally to protect their web applications. Felipe explains why WAFs remain a critical layer in modern defense-in-depth strategies. We'll explore what makes OWASP CRS the go-to choice for security teams, dive into the project's current innovations, and discuss how traditional rule-based security is evolving to work alongside — not against — AI. Segment Resources: github.com/coreruleset/coreruleset coreruleset.org The future of CycloneDX is defined by modularity, API-first design, and deeper contextual insight, enabling transparency that is not just comprehensive, but actionable. At its heart is the Transparency Exchange API, which delivers a normalized, format-agnostic model for sharing SBOMs, attestations, risks, and more across the software supply chain. As genAI transforms every sector of modern business, the security community faces a question: how do we protect systems we can't fully see or understand? In this fireside chat, Aruneesh Salhotra, Project Lead for OWASP AIBOM and Co-Lead of OWASP AI Exchange, discusses two groundbreaking initiatives that are reshaping how organizations approach AI security and supply chain transparency. OWASP AI Exchange has emerged as the go-to single resource for AI security and privacy, providing over 200 pages of practical advice on protecting AI and data-centric systems from threats. Through its official liaison partnership with CEN/CENELEC, the project has contributed 70 pages to ISO/IEC 27090 and 40 pages to the EU AI Act security standard OWASP, achieving OWASP Flagship project status in March 2025. Meanwhile, the OWASP AIBOM Project is establishing a comprehensive framework to provide transparency into how AI models are built, trained, and deployed, extending OWASP's mission of making security visible to the rapidly evolving AI ecosystem. This conversation explores how these complementary initiatives are addressing real-world challenges—from prompt injection and data poisoning to model provenance and supply chain risks—while actively shaping international standards and regulatory frameworks. We'll discuss concrete achievements, lessons learned from global collaboration, and the ambitious roadmap ahead as these projects continue to mature and expand their impact across the AI security landscape. Segment Resources: https://owasp.org/www-project-aibom/ https://www.linkedin.com/posts/aruneeshsalhotra_owasp-ai-aisecurity-activity-7364649799800766465-DJGM/ https://www.youtube.com/@OWASPAIBOM https://www.youtube.com/@RobvanderVeer-ex3gj https://owaspai.org/ Agentic AI introduces unique and complex security challenges that render traditional risk management frameworks insufficient. In this keynote, Ken Huang, CEO of Distributedapps.ai and a key contributor to AI security standards, outlines a new approach to manage these emerging threats. The session will present a practical strategy that integrates the NIST AI Risk Management Framework with specialized tools to address the full lifecycle of Agentic AI. Segment Resources: aivss.owasp.org https://kenhuangus.substack.com/p/owasp-aivss-the-new-framework-for https://cloudsecurityalliance.org/blog/2025/02/06/agentic-ai-threat-modeling-framework-maestro This interview is sponsored by the OWASP GenAI Security Project. Visit https://securityweekly.com/owaspappsec to watch all of CyberRisk TV's interviews from the OWASP 2025 Global AppSec Conference! Visit https://www.securityweekly.com/asw for all the latest episodes! Show Notes: https://securityweekly.com/asw-363

  Welcome to Season 5, Episode 52! This is it, the final episode of Season 5! As we close out 2025, we take a moment to reflect on the guests we've had on the show as well as the different topics we've talked about. We'd link them all here, but it would take a LOT of space to honor everyone. So let's just say that we've had a great year, highlighted by some very special guests. Our guests this season included well-known academics like Gordon H. Chang, Ann Ishimaru, and Beth Lew-Williams; entertainers from the stage and screen like Olivia Cheng, Troy Iwata, and Nancy Wang; Journalists like Vicky Nguyen, Michael Luo, and Karin K. Jensen; and authors galore like Kimberly Tso, Abigail Hing Wen, Sarah Myer, Camey Yeh, Andrea Wang, and Jamie Jo Hoang. There were so many others who deserve mention, but it's just way easier if you go back, see the episodes, you missed, and listen to them! We also love that we continue to have episodes on topics like Egg Foo Yung, Aloha Shirts, Dumplings, the Chinese Labour Corps, API Garment Workers, the Supreme Court Ruling Lau v Nichols, and API in Formula 1 Driving… and that's just a small sample.  Thanks for listening! We appreciate the support, and we're excited to bring you more topics and guests in 2026. If you like what we do, please share, follow, and like us in your podcast directory of choice or on Instagram @AAHistory101. For previous episodes and resources, please visit our site at https://asianamericanhistory101.libsyn.com or our links at http://castpie.com/AAHistory101. If you have any questions, comments or suggestions, email us at info@aahistory101.com.  

OpenAI banks on ChatGPT app's $3 billion to seek $100 billion funding. Revenue streams from pro tiers and API calls explode. OpenAI positions for AI infrastructure dominance.Get the top 40+ AI Models for $20 at AI Box: ⁠⁠https://aibox.aiAI Chat YouTube Channel: https://www.youtube.com/@JaedenSchaferJoin my AI Hustle Community: https://www.skool.com/aihustleSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

OpenAI sprints toward $100 billion funding leveraging ChatGPT app's $3 billion revenue milestone. App growth explodes from enterprise API demand and consumer subscriptions worldwide. This funding chase positions OpenAI to own AI's trillion-dollar infrastructure future.Get the top 40+ AI Models for $20 at AI Box: ⁠⁠https://aibox.aiAI Chat YouTube Channel: https://www.youtube.com/@JaedenSchaferJoin my AI Hustle Community: https://www.skool.com/aihustleSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

ChatGPT app backs $3 billion revenue as OpenAI seeks $100 billion capital. Growth fueled by API ecosystem and consumer virality. OpenAI forges ahead in AI's economic frontier.Get the top 40+ AI Models for $20 at AI Box: ⁠⁠https://aibox.aiAI Chat YouTube Channel: https://www.youtube.com/@JaedenSchaferJoin my AI Hustle Community: https://www.skool.com/aihustleSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

A weekly magazine-style radio show featuring the voices and stories of Asians and Pacific Islanders from all corners of our community. The show is produced by a collective of media makers, deejays, and activists. A weekly magazine-style radio show featuring the voices and stories of Asians and Pacific Islanders from all corners of our community. The show is produced by a collective of media makers, deejays, and activists. APEX Express and Lavender Phoenix are both members of AACRE, Asian Americans for Civil Rights and Equality. AACRE focuses on long-term movement building, capacity infrastructure, and leadership support for Asian Americans and Pacific Islanders committed to social justice.   To learn more about Lavender Phoenix, please visit their website. You can also listen to a previous APEX Express episode honoring Lavender Phoenix's name change.    Miata Tan: ​[00:00:00] Hello and welcome. You are tuning in to APEX Express, a weekly radio show uplifting the voices and stories of Asian Americans. I am your host, Miata Tan. And before we get started, I wanted to let you know that this show was recorded on December 16th, 2025. Things may have changed by the time you hear this. I also wanted to take a moment to acknowledge [00:01:00] some recent gun violence tragedies, not only in the US but globally. As you might be able to tell from my accent, I'm Australian.  Over the weekend, 15 people were killed in Sydney, on Bondi Beach in a mass shooting. The likes not seen in 30 years. . Australia's gun control laws are different to the US in a number of ways that I won't get into right now, but this massacre is one of the few we've seen since the nineties. In the US we've also seen the shooting at Brown University where two of their students were killed by a still active shooter. It's strange. Guns and weapons are horrific. Tools used to take the life of people every day globally. An everyday occurrence now brings a degree of complacency. Although you personally might not have been [00:02:00] impacted by these recent shootings, the wars going on abroad, or government attacks on immigrant communities, and ICE deportation cases taking place here in America, the impact of horrific acts of violence have ripple effects that spread across this country and world. Careless violence motivated by hate for another be that racially charged conflicting ideologies. It's all awful. And I, and I guess I wanted to acknowledge that here at the top of this episode. Profound hatred and judgment toward others is not only incredibly sad, it's self-defeating. And I don't mean to sound all preachy and I understand it's December 25th and perhaps you're sick of the sound of my voice and you're about to change the station. In all honesty, I, I would've by [00:03:00] now. It's easy to tune out suffering. It's easy to tune out violence, but if you're still listening. Today, as many of us are gathering for the holiday ,season, whether or not you believe in a higher power or acknowledge that big guy in a red suit that brings kids presents, I invite you to sit with some of these thoughts. To acknowledge and reflect on the violence that exists around us, the hatred and dehumanization. We as humans are capable of feeling toward one another. Let's just sit here for a moment with that uncomfortability. Now. Think, what can I do today to make another's life [00:04:00] just that tiny bit brighter? Okay. Now to reintroduce myself and this show, my name is Miata Tan and this is APEX Express. A show that honors Asian American communities far and wide, uplifting the voices of artists, activists, organizers, and more. We have two incredible guests today from Lavender Phoenix, a Bay Area based organization supporting queer and trans Asian and Pacific Islander youth. I really enjoyed my conversation with these two, and I'm sure you will as well. And a quick note throughout both of these conversations, you'll hear us referring to the organization as both Lavender Phoenix and it's very cute nickname Lav Nix. Without further ado, here's [00:05:00] my conversation with Yuan Wang, the outgoing director at Lavender Phoenix.   Miata Tan: Yuan, thank you so much for joining us today. Would you be able to share a little bit about yourself with our listeners to get started?  Yuan Wang: Yeah. I'm so excited to be here. , My name is Yuan. My pronouns are she, and they, and I'm actually the outgoing executive director of Lavender Phoenix. You're catching me on my second to last week in this role after about four years as the executive director, and more years on our staff team as an organizer and also as a part of our youth summer organizer program. So this is a really exciting and special time and I'm really excited to reflect about it with you.  Miata Tan: Yay. I'm so excited. I'd love for you to give us an overview of Lavender Phoenix and the work that y'all do, what communities you support,  Yuan Wang: Lavender Phoenix was founded about 21 years ago, and we are based in the Bay [00:06:00] Area. We're a grassroots organization that builds the power of transgender non-binary and queer Asian and Pacific Islander communities right here in the Bay. Right now our work focuses on three major Areas. The first is around fighting for true community safety. There are so, so many ways that queer, trans, and more broadly, uh, working class communities in the San Francisco Bay Area. Are needing ways to keep ourselves and each other safe, that don't rely on things like policing, that don't rely on things like incarceration that are actually taking people out of our communities and making us less safe. The second big pillar of our work is around healing justice. We know that a lot of folks in our community. Struggle with violence, struggle with trauma, struggle with isolation, and that a lot of the systems that exist aren't actually really designed for queer and trans API people, to thrive and feel connected. And [00:07:00] so, we've been leading programs and campaigns around healing justice. And the last thing is we're trying to build a really principled, high integrity leaderful movement. So we do a ton of base building work, which just means that, everyday queer and trans API people in our community can come to Lavender Phoenix, who want to be involved in organizing and political work. And we train folks to become organizers. Miata Tan: And you yourself came into Lavender Phoenix through one of those programs, is that right?  Yuan Wang: Yeah. Um, that is so true. I came into Lavender Phoenix about seven or eight years ago through the Summer organizer program, which is kind of our flagship youth organizing fellowship. And I was super lucky to be a part of that.  Miata Tan: How has that felt coming into Lavender Phoenix? Like as a participant of one of those programs? Yeah. And now, uh, over the past few years, being able to [00:08:00] lead the organization?  Yuan Wang: Yeah. It feels like the most incredible gift. I share this a lot, but you know, when I had come into Lavender Phoenix through the summer organizer program, I had already had some experience, doing organizing work, you know, doing door knocking, working on campaigns. but I really wanted to be in a space where I felt like I could be all of myself, and that included being trans, you know, that included. Being in a really vulnerable part of my gender transition journey and wanting to feel like I was around people all the time who maybe were in a similar journey or could understand that in a really intimate way. I really found that at Lavender Phoenix. It was pretty unbelievable, to be honest. I remember, uh, the first day that I walked in. There were members and volunteers leading a two hour long political education that was just about the histories of trans and non-binary people in different Asian and Pacific Islander communities. So just being in a room [00:09:00] full of people who shared my identities and where, where we were prioritizing these histories was really, really exciting. I think for the years it's just been so amazing to see Lavender Phoenix grow. The time when I joined, we had a totally different name. It was API equality, Northern California, or we called ourselves a pink and we were really focused on projects like the Dragon Fruit Project, which was a, a series of more than a hundred oral histories that we did with elders and other members members of our community. Things like the Trans Justice Initiative, which were our first efforts at really building a community that was trans centered and that was, was building trans leaders. And now those things are so deeply integrated into our work that they've allowed us to be focused on some more, I think what we call like issue based work, and that that is that community safety, healing justice work. That I mentioned earlier. So, it's just been amazing to witness multiple generations of the organization that has shaped [00:10:00] me so much as a person.  Miata Tan: That's really nice. Seven, eight years that, that whole  Yuan Wang: Yeah, I joined in 2018 in June, so you can maybe do, I think that's about seven and a half years. Yeah. I'm bad at math though.  Miata Tan: Me too. So you've been executive director since late 2021 then? This, these few years since then we've seen a lot of shifts and changes in our I guess global political culture and the way conversations around racial solidarity issues mm-hmm. as you've navigated being executive director, what, what has changed in your approach maybe from 2021 till this year? 2025?  Yuan Wang: Wow, that's such an interesting question. You're so right to say that. I think for anyone who's listening, I, I imagine this resonates that the last four years have [00:11:00] been. Really a period of extraordinary violence and brutality and grief in our world. And that's definitely true for a lot of folks in Lavender Phoenix. You mentioned that we've been living through, you know, continued pandemic that our government is providing so little support and recognition for. We've seen multiple uprisings, uh, in the movement for black lives to defend, you know, and, and bring dignity to the lives of people who were killed and are police. And obviously we're still facing this immense genocide in Gaza and Palestine bombings that continue. So I think if there's, if there's anything that I could say to your question about how my approach has changed. I would say that we as a whole, as an organization have had to continue to grow stronger and stronger in balancing our long-term vision. Intensifying urgent needs of right now and [00:12:00] balancing doing the work that it takes to defend our people and try to change institutions with the incredible and at times overwhelming grief of living in this moment. Yeah, you know, in this past year, um. Have been members of our community and, and our larger community who have passed away. Uh, I'm sure there are some listeners who know, Alice Wong, Patty by architects of the disability justice movement that Lavender Phoenix has learned so much from who have passed away. And we've had to balance, you know. Like one week there's threats that the National Guard and that ICE will be deployed and even higher numbers to San Francisco and, and across the Bay Area. And oh my gosh, so many of us are sitting with an incredible personal grief that we're trying to hold too. So, I think that's been one of the biggest challenges of the last few years is, is finding that balance. Yeah. I can say that some of the things that I feel proudest of are, [00:13:00] you know, just as an example, in our healing justice work, over the past four years, our members have been architecting a, a trans, API peer counseling program. And, through that program they've been able to provide, first of all, train up. So many trans API, people as skilled, as attentive, as loving peer counselors who are then able to provide that. Free, uh, accessible peer mental health support to other people who need it. So I think that's just one example. Something that gives me a lot of hope is seeing the way that our members are still finding ways to defend and love and support each other even in a time of really immense grief.  Miata Tan: That's really beautiful and it's important that you are listening to your community members at this time. How do you, this is kind of specific, but how do you all gather together? Yeah, Yuan Wang: yeah. You know, I feel really lucky 'cause I think for the last 10 years we, Lavender Phoenix as a whole, even before I was a part of it, has been [00:14:00] building towards a model of really collective governance. Um, and, and I don't wanna make it sound like it. You know, it's perfect. It's very challenging. It's very hard. But I think like our comrades at Movement generation often say, if we're not prepared to govern, then we're not prepared to win. And we try to take that, that practice really seriously here. So, you know, I think that, that getting together. That making decisions with each other, that making sure that members and staff are both included. That happens at like a really high strategic level. You know, the three pillars of our theory of change that I mentioned earlier, those were all set through a year of strategy retreats between our staff, but also a. 10 to 15 of our most experienced and most involved members who are at that decision making. The same comes for our name, uh, Lavender Phoenix. You know, it was, it was really our core committee, our, our member leaders who helped decide on that name. And then we invited some of our elders to speak about what it meant for them, for us to choose Lavender Phoenix, because it was an homage to the work [00:15:00] so many of our elders did in the eighties and nineties. It also looks like the day-to-day, because a lot of our work happens through specific committees, whether it's our community safety committee or healing justice committee. Um, and those are all committees where there's one staff person, but it's really a room of 5, 10, 15 members who are leading community safety trainings. The peer counseling program, training new members through our rise up onboarding, um, and setting new goals, new strategic targets every single year. So, it's always in progress. We're in fact right now working on some challenges and getting better at it, but we're really trying to practice what governing and self-determination together looks like right in our own organization. Miata Tan: And a lot of these people are volunteers too.  Yuan Wang: yeah, so when I joined the organization there were two staff, two mighty staff people at the time. We've grown to nine full-time staff people, but most of our organization is volunteers. [00:16:00] Yeah. And we call those folks members, you know, committed volunteers who are participants in one of our committees or projects. Um, and I believe right now there's about 80 members in Lavender Phoenix.  Miata Tan: Wow. It's wonderful to hear so much growth has happened in, um, this period that you've been with Lavender Phoenix. The idea of empowering youth, I think is core to a lot of Lavender Phoenix's work. What has that looked like specifically in the last few years, especially this year? Yuan Wang: Yeah, the  Miata Tan: challenges.  Yuan Wang: That's a great question. I think, um, you know, one of those ways is, is really specifically targeted towards young people, right? It's the summer organizer program, which I went through many years ago, and our previous executive director was also an alumnus of the summer organizer program, but that's, you know, an eight to 10 week fellowship. It's paid, it's designed specifically for young trans and queer API people who are working class, who grew up in the [00:17:00] Bay to organize with us and, and really. Hopefully be empowered with tools that they'll use for the next decade or for the rest of their life. But I'll also say, you know, you mentioned that Lavender Phoenix has grown so much in the last few years, and that is such a credit to folks who were here 10 years ago, even 15 years ago, you know, because, the intergenerational parts of our work started years before I was involved. You know, I mentioned earlier the Dragon Fruit Project where we were able to connect so, so many elders in our community with a lot of younger folks in our community who were craving relationships and conversations and like, what happened in the eighties? What happened in the nineties, what did it feel like? Why are you still organizing? Why does this matter to you? And we're actually able to have those conversations with folks in, in our community who. Have lived and fought and organized for decades already. So I think that was like one early way we started to establish that like intergenerational in our work.[00:18:00]  And a lot of those folks have stayed on as volunteers, as supporters, some as members, and as donors or advisors. So I feel really lucky that we're still benefiting in terms of building the leadership of young people, but also intergenerational reality overall because of work that folks did 10 years ago. Miata Tan: That's really important. Having those, those ties that go back. Queer history is so rich, especially in the, in the Bay Area. And there's a lot to honor.  With the intersection between queer and immigrant histories here, I wonder if you have anything that comes to mind. Yuan Wang: I think that queer and immigrant histories intersect in the lives of so many of our, our members and, and the people who are inspiration too. You know, I'm not sure that. I think a lot of listeners may not know that Lavender Phoenix is as a name. It's an homage to Lavender, Godzilla, [00:19:00] and Phoenix Rising, which were two of the first publications. They were newsletters launched back in the eighties by groups of. Uh, trans and queer API, folks who are now elders and who were looking around, you know, learning from the Black Power movement, learning from solidarity movements in the Bay Area, and saying we really need to create spaces where. Trans and queer Asian Pacific Islanders can talk about our journeys of migration, our family's journeys as refugees, our experiences with war, and then also about love and joy and finding friendship and putting out advertisements so that people could get together for potlucks. So yeah, I think, um, there's so much about the intersection of immigrant and queer and trans journeys that have been. Just even at the root of how we name ourselves and how we think of ourselves as an or as an organization today.  Miata Tan: I think today, more than ever all of these [00:20:00] communities feel a little more than a little under threat,  Yuan Wang: we could say so much about that. I think one thing that we're really paying attention to is, uh, we're seeing in different communities across the country, the ways in which the right wing is. Uh, kind of wielding the idea of trans people, uh,  the perceived threat that trans people pose. As a wedge issue to try to build more more power, more influence, more connections in immigrant communities and in the process like really invisiblizing or really amplifying the harm that immigrant, trans and queer. People experience every single day. So I think something that we're thinking about on the horizon, you know, whether it's, uh, partnering with organizations in California or in the Bay Area or across the country who are doing that really critical base building work, power building work in immigrant communities is trying to ask, you know. How do we actually proactively as [00:21:00] progressives, as people on the left, how do we proactively have conversations with immigrant communities about trans and queer issues, about the, uh, incredibly overlapping needs that trans and queer people in all people who are marginalized right now have in these political conditions? Um, how can we be proactive about those combinations and making those connections so that, we can kind of inoculate folks against the way that the right wing is targeting trans people, is fear mongering about trans people and trying to make inroads in immigrant communities. Yeah. That's one thing on our radar for the future. Miata Tan: That's so important. Kind of, breaking down those, those stereotypes Yuan Wang: totally breaking down stereotypes, breaking down misinformation. And yeah, it reminds me of a few years ago Lavender Phoenix held a few conversations with a partner organization of ours where there were some younger folks from our organization who are talking to some older immigrant members of that organization and we're just [00:22:00] connecting about, the sacred importance of, parenting trans and queer kids right now of, you know, and, and just having conversations that actually humanize all of us rather than buying into narratives and stories that that dehumanize and, and that flatten us. Yeah. Um, so that we can defend ourselves from the way that the right wing is trying to hurt immigrant communities and trans and queer communities. Miata Tan: the youth that you work directly with each week. Is there anything as you reflect back on your, your time with Laxs that really stand out, things that folks have said or led conversations in?  Yuan Wang: Oh my gosh. Yeah. I mean, I, I could, I could celebrate things that I've witnessed every single year. You know, we the young people in the summer organizer program experience so, so much in, in many ways it's kind of like the faucets, like all the way on, you know, like there's, [00:23:00] they're learning so much about skills and values and projects and, you know, just as some examples this last summer, we had a team of summer organizers who helped lead an event that was about COVID safety and disability justice, where people actually got together to build DIY air filters that could hopefully, you know, make them feel safer in their own homes. And, um, in previous years we've had summer organizers work on the peer counseling program. There's so much that folks have done. I think what I actually hear year after year is oftentimes the thing that sticks out the most, it isn't necessarily just the project, it isn't necessarily like the hard skill training. It's people saying every single week during our team check-ins, someone shared an affirmation with me. I felt more seen. It's people saying, you know, I didn't expect that we were gonna do a three hour training. That was just about why it's so important [00:24:00] to ask for help and why that can be so, so difficult for, um, for queer and trans young folks. It's folks saying, you know, even speaking for myself actually. I remember being a summer organizer and one of, uh, my close friends now one of our elders, Vince spoke on a panel for us and, talked about what it was like to be young during the height of the hiv aids crisis, you know, when the government was neglecting to care for folks and so many members of our community were dying without care, were, were passing away without support. And all of the lessons that Vince took from that time holds now, decades later that still make him feel more hopeful, more committed, more full as a person. Um, that meant so much to me to hear when I was 21 and, still feeling really scared and really lonely, about the future. So I think it's those, I, I wouldn't even call them like softer skills, but the [00:25:00] incredible st. Sturdiness and resilience that building long-term relationships creates that seeing people who show you a potential path, if it's been hard to imagine the future. And that building the skills that make relationships more resilient. I feel like it's those things that always stand out the most to a lot of our young people. And then to me, I see them grow in it and be challenged by those things every single year. I feel really good. 'cause I know that at the end of the summer organizer program, there's a group of young, queer and trans API rising leaders who are gonna bring that level of rigorous kindness, attentive attentiveness to emotions, um, of vulnerability that creates more honesty and interdependence. They're gonna be taking that to an another organization, to another environment, to another year in our movement. That makes me feel really happy and hopeful.  Miata Tan: Yes. Community.  Yuan Wang: Yeah.  Miata Tan: . [00:26:00] Looking towards that bright future that you, you shared just now Tina Shelf is coming on as the executive director. What are your hopes for 2026 Yuan Wang: yeah. You know, I'm, I'm so excited that we're welcoming Tina and we're really lucky because Tina joined us in August of this year. So we've had a good, like five months to overlap with each other and to really, um, for all of us, not just me, but our staff, our members, to really welcome and support Tina in onboarding to the role. I feel incredibly excited for Lavender Phoenix's future. I think that in this next year, on one hand, our Care Knock Cops campaign, which has been a huge focus of the organization where uh, we've been rallying other organizations and people across San Francisco to fight to direct funding from policing to. To protect funding that's being threatened every year for housing, for healthcare, for human services that people really [00:27:00] need. I think we're gonna see that campaign grow and there are so many members and staff who are rigorously working on that every single day. And on the other hand, I think that this is a time for Lavender Phoenix to really sturdy itself. We are in we're approaching, the next stage of an authoritarian era that we've been getting ready for many years and is in other ways as so many folks are saying new and unprecedented. So I think, um, a lot of our work in this next year is actually making sure that our members' relationships to each other are stronger, making sure that, responsibility, is shared in, in, in greater ways that encourage more and more leadership and growth throughout our membership so that we are more resilient and less res reliant on smaller and smaller groups of people. I think you're gonna see our program and campaign work continue to be impactful. And I'm really hopeful that when we talk again, maybe in two years, three years, five years, we're gonna be [00:28:00] looking at an organization that's even more resilient and even more connected internally.  Miata Tan: It's really important that y'all are thinking so long term, I guess, and have been preparing for this moment in many ways. On a personal note, as you are coming to an end as executive director, what's what's next for you? I'd love to know.  Yuan Wang: Yeah, that's such a sweet question. I'm going to, I'm gonna rest for a little bit. Yeah. I haven't taken a sustained break from organizing since I was 18 or so. So it's been a while and I'm really looking forward to some rest and reflection. I think from there. I'm gonna figure out, what makes sense for me in terms of being involved with movement and I'm, I'm certain that one of those things will be staying involved. Lavender Phoenix as a member. Really excited to keep supporting our campaign work. Really excited to keep supporting the organization as a whole just from a role that I've never had as a volunteer member. So, I'm just psyched for that and I can't [00:29:00] wait to be a part of Lavender Phoenix's future in this different way.  Miata Tan: Have fun. You'll be like on the other side almost. Yeah,  Yuan Wang: totally. Totally. And, and getting to see and support our incredible staff team just in a different way.  Miata Tan: One final question As you are sort of moving into this next stage, and this idea of community and base building being so incredibly important to your work and time with Lavender Phoenix, is there anything you'd like to say, I guess for someone who might be considering. Joining in some way or Yeah. Where they could get involved, but they're not, not quite sure. Yuan Wang: Yeah, absolutely. Um, I think that if you are a queer and trans, API person who is looking for community, um, looking to channel what you care about into action, looking to be with other people who care about you Lavender Phoenix is here. [00:30:00] And I think that there is no more critical time. Than the one we're in to get activated and to try to organize. ‘Cause our world really needs us right now. The world needs all of us and it also really needs the wisdom, the experience, and the love of queer and trans people. So, I will be rejoining our membership at some point and I'd really like to meet you and I hope that we get to, to grow in this work and to, um, to fight for our freedom together. Miata Tan: Thank you so much. We, this was a really lovely conversation.  Yuan Wang: Yeah, thank you so much And also welcome Tina. Good luck. [00:31:00] [00:32:00] [00:33:00]  Miata Tan: That was the Love by Jason Chu, featuring Fuzzy. If you're just joining us, you are tuned into APEX Express on 94.1 KPFA, 89.3 KPFB in Berkeley, 88.1 KFCF in Fresno and [00:34:00] online@kpfa.org. I am your host, Miata Tan, and today we are joined by the Lavender Phoenix team at a transitional point in the organization's story. Our next guest is Tina Shauf-Bajar, the incoming director of this local organization, supporting queer and trans Asian and Pacific Islander Youth. As a reminder throughout this conversation, you'll hear us referring to the org as both Lavender, Phoenix and Lani.     Miata Tan: Hi Tina. Tina Shauf-Bajar: Hi Miata.  Miata Tan: How you going today? Tina Shauf-Bajar: I'm doing well, thank you. How are you? Miata Tan: Yeah, not so bad. Just excited to speak with you. tell me more about yourself what's bringing you into Lavender Phoenix. Tina Shauf-Bajar: Sure, sure. Well I am the incoming executive director of Lavender Phoenix. Prior to this, I was working at the California Domestic Workers Coalition [00:35:00] and had also worked at the Filipino Community Center and, um, have done some grassroots organizing, building, working class power, um, over the last 20 years, of my time in the Bay Area. And I've been alongside Lavender Phoenix as an organization that I've admired for a long time. Um, and now at the beginning of this year, I was I had the opportunity to apply for this executive director position and talked with un, um, had a series of conversations with UN about, um, what this role looks like and I got really excited about being a part of this organization. Miata Tan: That's super cool. So you, you, you weren't quite in the space with Lavender Phoenix, but moving alongside them through your work, like what were what were the organizations that you were part of when you were, were working in tandem, I guess. Tina Shauf-Bajar: Well the organization that I feel like is most, most closely, relates with Lavender. Phoenix is, [00:36:00] um, Gabriela, which is a Filipino organization. It's a Filipino organization that's a part of a national democratic movement of the Philippines. And we advance national democracy in the Philippines. And, liberation for our people and our homeland. Sovereignty for our homeland. And Gabriela here in the US does organizing with other multi-sectoral organizations, including like migrant organizations, like Ante and youth organizations like Naan and we organize in diaspora. And the reason for that is because many of our families actually leave the Philippines due to, um, corrupt government governance, um, also like foreign domination and exploitation and plunder of our resources. And so many of us actually have to leave our countries to, to survive. And so we're still very connected. Gabriela is still very connected to, [00:37:00] um, the movement in the Philippines. And yeah, so we're advancing liberation for our people and have been alongside Lavender Phoenix for many years. And here we are. Miata Tan: That's beautiful. I love hearing about, all of these partnerships and, and colLavoration works that happen in the San Francisco Bay Area and, and beyond as well. it sounds like you're speaking from a personal place when you talk about, um, a lot of these immigrant communities. Could you speak more to your family background and what brings you into this? Tina Shauf-Bajar: The, the fight for immigrant justice? So I was born in the Philippines and um, I spent my childhood and adolescent since the, in the South Bay of LA and then came here to the Bay Area in the year 2000. Flashing back to when my parents immigrated here, my dad's family first came to the US um, by way of the Bay Area in the late sixties and [00:38:00] early seventies. My dad actually was a few years after he had arrived, was uh, drafted into the military so that they can send him to Vietnam, but instead of going to Vietnam, he took the test to go into the Air Force and traveled everywhere in the Air Force and ended up in the Philippines and met my, met my mom there. And so. That became like they got married and they had me, I was born in the Philippines. I have a younger sibling. And, um, and I think, um, growing up in, in a working class immigrant neighborhood black and brown neighborhood, um, it was always important to me to like find solidarity between. Between communities. I actually grew up in a neighborhood that didn't have a lot of Filipinos in it, but I, I felt that solidarity knowing that we were an immigrant family, immigrant, working class family. And when I was in [00:39:00] college, when I went to college up in, in Berkeley, um, that was the time when the war on Iraq was waged by the US. I got really I got really curious and interested in understanding why war happens and during that time I, I feel like I, I studied a lot in like ethnic studies classes, Asian American studies classes and also, got involved in like off campus organizing and um, during that time it was with the Filipinos for Global Justice Not War Coalition. I would mobilize in the streets, in the anti-war movement during that time. Um, and from there I met a lot of the folks in the national democratic movement of the Philippines and eventually joined an organization which is now known as Gabriela. And so. That was my first political home that allowed me to understand my family's experience as [00:40:00] immigrants and why it's important to, to advance our rights and defend our, defend our people. And also with what's happening now with the escalated violence on our communities it. It's our duty to help people understand that immigrants are not criminals and our people work really hard to, to provide for our families and that it's our human right to be able to work and live in dignity, uh, just like anyone else. Miata Tan: You are speaking to something really powerful there. The different communities that you've been involved with, within the Filipino diaspora, but who are some other immigrant folks that you feel like have really helped shape your political awakening and, and coming into this space, and also how that leads into your work with Lav Nix today?  Tina Shauf-Bajar: When I was working at the Filipino [00:41:00] community center that gave me a, gave me a chance to learn to work with other organizations that were also advancing, like workers' rights and immigrant rights. Many centers in San Francisco that, um, work with immigrant workers who. Wouldn't typically like fall into the category of union unionized workers. They were like workers who are work in the domestic work industry who are caregivers, house cleaners and also we worked with organizations that also have organized restaurant workers, hotel workers. In like non-union, in a non-union setting. And so to me I in integrating in community like that, it helped me really understand that there were many workers who were experiencing exploitation at really high levels. And that reregulate like regulation of, um, Lavor laws and things like that, it's like really. [00:42:00] Unregulated industries that really set up immigrant workers in, in really poor working conditions. Sometimes abusive conditions and also experiencing wage theft. And for me, that really moved me and in my work with Gabriela and the community and the Filipino Community Center, we were able to work with, um. Teachers who actually were trafficked from the Philippines. These teachers actually, they did everything right to try to get to the, the US to get teaching jobs. And then they ended up really paying exorbitant amount of, of money to like just get processed and make it to the us. To only find themselves in no teaching jobs and then also working domestic work jobs just to like survive. And so during that time, it really like raised my consciousness to understand that there was something bigger that wa that was happening. The, [00:43:00] the export of our people and exploitation of our people was happening, not just at a small scale, but I learned over time that. Thousands of Filipinos actually leave the Philippines every day just to find work and send money back to their families. And to me that just was like throughout my time being an activist and organizer it was important to me to like continue to, to like advance poor, working class power. And that I see that as a through line between many communities. And I know that like with my work in Lav Nix that the folks who experience it the most and who are most impacted by right-wing attacks and authoritarianism are people who are at the fringes. And born working class trans and queer people. Within our [00:44:00] sector. So yeah. Being rooted in this, in this principle of advancing foreign working class power is really core to my to my values in any work that I do. Miata Tan: What are some other key issue Areas you see that are facing this community and especially queer folks within Asian American communities today? Tina Shauf-Bajar: The administration that we're under right now works really hard to drive wedges between. All of us and, um, sewing division is one of the t tactics to continue to hoard power. And with Lavender Phoenix being a trans and queer API organization that's building power, it's important for us to understand that solidarity is a thing that that's gonna strengthen us. That that trans and queer folks are used as wedges in, in [00:45:00] conservative thinking. I'm not saying that like it's just conservatives, but there's conservative thinking in many of our cultures to think that trans and queer folks are not, are not human, and that we deserve less and we don't deserve to be recognized as. As fully human and deserve to live dignified lives in our full selves. I also know that locally in San Francisco, the API community is used as a wedge to be pitted against other communities. Let's say the black commun the black community. And, um, it's important for us as an organization to recognize that that we, we can position ourselves to like wield more solidarity and be in solidarity with, with communities that are experiencing the impacts of a system that continues to exploit our people and [00:46:00] continues to view our people as not fully deserving. Not fully human and that our people deserve to be detained, abducted, and deported. That our people deserve to not be taken care of and resourced and not have our basic needs like housing and food and healthcare and it impacts all of us. And so, I see our responsibility as Lavender Phoenix, and, and in the other organizing spaces that I'm a part of that it, it is our responsibility to expose that we are not each other's enemies. Hmm. And that we are stronger in fighting for our needs and our dignity together. Miata Tan: Community. [00:47:00] Community and strength. I'm thinking about what you said in terms of this, the API solidarity alongside queer folks, alongside black and brown folks. Do you have a, perhaps like a nice memory of that, that coming together? Tina Shauf-Bajar: So one of the most consistent, things that I would go to, that's, that Lavender Phoenix would, would lead year after year in the last 10 years is Trans March. And my partner and I always make sure that we mobilize out there and be with Laxs. And it's important to us to be out there. in more recent trans marches. Just with a lot of the escalation of violence in Gaza and ongoing genocide and also just the escalated attacks on on immigrants and increased right and increased ice raids. [00:48:00] And and also the, we can't forget the police, the Police killings of black people. And I feel like at Trans March with Lavender Phoenix, it's also a way for us to come together and you know, put those messages out there and show that we are standing with all these different communities that are fighting, repression, And it's always so joyful at Trans March too. We're like chanting and we're holding up our signs. We're also out there with or you know, people, individuals, and organizations that might not be politically aligned with us, but that's also a chance for us to be in community and, and show demonstrate this solidarity between communities. Miata Tan: It's so beautiful to see. It's, it's just like what a colorful event in so many ways. Uh, as you now step into the director role at Lav [00:49:00] Nix, Lavender Phoenix, what are you most excited about? What is 2026 gonna look like for you? Tina Shauf-Bajar: I am most excited about integrating into this organization fully as the executive director and I feel so grateful that this organization is trusting me to lead alongside them. I've had the chance to have conversations with lots of conversations since, since my time onboarding in August through our meetings and also like strategy sessions where I've been able to connect with staff and members and understand what they care about, how they're thinking about. Our our strategy, how we can make our strategy sharper and more coordinated, um, so that we can show up in, in a more unified way, um, not just as an organization, but, but as a part of a larger movement ecosystem that we're a part of [00:50:00] and that we're in solidarity with other organizations in. So I am looking forward to like really embodying that.  it takes a lot of trust for an organization to be like, look, you, you weren't one of our members. You weren't a part of our staff prior to this, but we are trusting you because we've been in community and relationship with you and we have seen you. And so I just feel really grateful for that. Miata Tan: For an organization like Lav Nix, which with such a rich history in, in the Bay Area is there anything from. That history that you are now taking into 2026 with you? Tina Shauf-Bajar: Yeah, I mean, I think in seeing how Lavender Phoenix has transformed over the last 10 years is really not being afraid to transform. Not being afraid to step even more fully into [00:51:00] our power. The organization is really well positioned to yeah, well positioned to build power in, in a larger community. And so I, I feel like I've seen that transformation and I get to also, I get to also continue that legacy after UN and also the previous leaders before that and previous members and staff, um, we stand on the, on their shoulders. I stand on their shoulders. it's so beautiful, like such a nice image. Everyone together, yeah, no, totally. I mean, just in the last few weeks, I, I've connected with the three executive directors before me. And so when I say. I stand on their shoulders and like I'm a part of this lineage I still have access to. And then I've also been able to connect with, you know with a movement elder just last week where I was like, wow, you know, I get [00:52:00] to be a part of this because I'm now the executive director of this organization. Like, I also get to inherit. Those connections and I get to inherit the work that has been done up to this point. And I feel really grateful and fortunate to be inheriting that and now being asked to take care of it so. and I know I'm not alone. I think that's what people keep saying. It's like, you're not, you know, you're not alone. Right. I'm like, yeah. I keep telling myself that. It's true. It's true, it's true. Miata Tan: Latinx has a strong core team and a whole range of volunteers that also aid in, in, in your work, and I'm sure everyone will, everyone will be there to make sure that you don't like the, the, the shoulders are stable that you're standing on. Tina Shauf-Bajar: Totally, totally. I mean, even the conversations that I've been a part of, I'm like, I'm the newest one here. Like, I wanna hear from you, [00:53:00] like, what, how are you thinking about this? There is so much desire to see change and be a part of it. And also so much brilliance like and experience to being a part of this organization. So yeah, absolutely. I'm not alone. Miata Tan: One final question as with youth really being at the center of, of Lav Nix's work. Is there something about that that you're excited just, just to get into next year and, and thinking about those, those young people today that are you know, maybe not quite sure what's going on, the world looks a little scary. Like what, what can, what are you excited about in terms of helping those, those folks? Tina Shauf-Bajar: Well, for a long time I, I worked with youth years ago before I before I found myself in like workers justice and workers' rights building working class power. I also worked with working class [00:54:00] youth at one point, and I, I was one of those youth like 20 years ago. And so, I know what my energy was like during that time. I also know how I also remember how idealistic I was and I remember how bright-eyed it was. And like really just there wasn't openness to learn and understand how I could also be an agent of change and that I didn't have to do that alone. That I could be a part of something bigger than myself. And so so yeah, I think that like wielding the power of the youth in our communities and the different sectors is I think in a lot of ways they're the ones leaving us, they know, they know what issues speak to, to them. This is also the world they're inheriting. they have the energy to be able to like and lived experience to be able to like, see through change in their lifetime. And you know, I'm, [00:55:00] I'm older than them. I'm older than a lot of them, but, I also can remember, like I, I can look back to that time and I know, I know that I had the energy to be able to like, you know, organize and build movement and, and really see myself as, as a, as someone who could be a part of that. My first week here in, in August I actually was able to, to meet the, the, um, summer organizer, the summer organizers from our program. And I was, it just warms my heart because I remember being that young and I remember, remember being that like determined to like figure out like, what is my place in, in organizing spaces. So they were the ones who really like, radically welcomed me at first. You know, like I came into the office and like we were co-working and they were the ones who radically welcomed me and like showed me how they show up in, in, um, [00:56:00] Lav Nix Spaces. I learned from them how to fundraise, like how Lavender Phoenix does it, how we fundraise. And um, one of them fundraised me and I was like, I was like, how can I say no? Like they yeah. That we need that type of energy to keep it fresh. Miata Tan: something about that that, um. It is exciting to think about when thinking about the future. Thank you so much for joining us, Tina. This was such a beautiful conversation. I'm so excited for all of your work. Tina Shauf-Bajar: Thank you so much.  Miata Tan: That was Tina Shauf-Bajar, the incoming executive director at Lavender Phoenix. You can learn more about the organization and their fantastic work at LavenderPhoenix.org. We thank all of you listeners out there, and in the words of Keiko Fukuda, a Japanese American judoka and Bay Area legend, “be strong, be [00:57:00] gentle, be beautiful”. A little reminder for these trying times. For show notes, please check our website at kpfa.org/program/APEX-express. APEX Express is a collective of activists that includes Ayame Keane-Lee, Anuj Vaidya, Cheryl Truong, Jalena Keane-Lee, Miko Lee, Miata Tan, Preeti Mangala Shekar and Swati Rayasam. Tonight's show was produced by me, Miata Tan. Get some rest y'all. Good night. The post APEX Express – 12.25.25 -A Conversation with Lavender Phoenix: The Next Chapter appeared first on KPFA.

¡Bienvenidos a un nuevo episodio de Atareao con Linux! Estamos cerrando este 2025 y toca hacer balance de las herramientas que realmente han marcado la diferencia en mi servidor. En este episodio te traigo una selección personal de los 6 contenedores Docker que se han vuelto imprescindibles en mi día a día. No solo por su funcionalidad, sino por cómo han simplificado mi flujo de trabajo, mejorado la seguridad y optimizado el rendimiento de mis sistemas.Lo que encontrarás en este episodio:1. Dodge: La alternativa ligera a Portainer que gestiona tus archivos YAML de forma reactiva y permite convertir comandos docker run a compose fácilmente.2. Pocket ID: Seguridad "passwordless" al siguiente nivel. Centraliza tus accesos mediante Passkeys y biometría con soporte OIDC.3. Doc Pick: El sustituto perfecto para la gestión de actualizaciones. Mantén tus imágenes al día con un panel visual intuitivo.4. Beszel: Monitorización de recursos (CPU, RAM, Disco) tanto del host como de cada contenedor individual.5. Quantum: Un fork de File Browser potenciado con búsqueda por lógica difusa e integración con OIDC.6. Memos: Tu centro de micro-notas privado y extremadamente versátil gracias a su API.Timestamps:00:00:00 Introducción y balance del año 202500:01:05 Los seis contenedores imprescindibles de 202500:02:14 Consideraciones sobre el flujo de trabajo y mantenimiento00:03:56 Dodge: El reemplazo moderno y ligero de Portainer00:06:07 Pocket ID: Autenticación passwordless y OIDC00:08:01 Doc Pick: Información y actualización de imágenes de contenedores00:10:40 Beszel: Monitor de recursos de CPU, RAM y Docker00:12:42 Quantum: Fork de File Browser con integración OIDC00:14:39 Memos: Gestión de micronotas y enlaces mediante API00:18:28 Resumen final y despedidaRecursos y enlaces:Más información y enlaces en las notas del episodio

Send us a textOne unauthenticated request should not be all it takes to compromise your app—but with React-To-Shell, that's the reality many teams are facing. We unpack what this vulnerability hits across React server components and Next.js app router setups, why default configs can be enough to fall, and how active threat actors are already abusing it. From construction to entertainment to cloud-native platforms, the exposure is broad, the proofs are reliable and the window for safe procrastination has closed.We share a clear action plan: upgrade affected versions now, rotate secrets that touch your React servers, and turn on relevant WAF protections from providers like Cloudflare and Microsoft. Then we widen the lens to the bigger lesson: security testing that looks mature on paper can still miss API edges and misconfigurations for months. You'll hear why credentialed vulnerability scans with passive monitoring are the lowest-impact way to surface issues in production, how “medium” findings can chain into critical compromise, and when external assessors deliver the most value for resilience rather than routine compliance.To make testing count without breaking customer-facing services, we walk through purple teaming—pairing red team attacks with blue team collaboration—to validate both technical controls and security awareness. We cover scoping rules that prevent disruption, scenarios that mirror current tradecraft, and practical CISSP takeaways for domain coverage on assessments, software security and third-party risk. If your web stack touches React, or your program relies on scans and annual pen tests alone, this is your checklist and your nudge to act.If this helped you prioritize what to fix first, subscribe, share with a teammate and leave a quick review—it helps more security folks find us and harden faster.Gain exclusive access to 360 FREE CISSP Practice Questions at FreeCISSPQuestions.com and have them delivered directly to your inbox! Don't miss this valuable opportunity to strengthen your CISSP exam preparation and boost your chances of certification success. Join now and start your journey toward CISSP mastery today!

Ho Ho Ho, Alex here! (a real human writing these words, this needs to be said in 2025) Merry Christmas (to those who celebrate) and welcome to the very special yearly ThursdAI recap! This was an intense year in the world of AI, and after 51 weekly episodes (this is episode 52!) we have the ultimate record of all the major and most important AI releases of this year! So instead of bringing you a weekly update (it's been a slow week so far, most AI labs are taking a well deserved break, the Cchinese AI labs haven't yet surprised anyone), I'm dropping a comprehensive yearly AI review! Quarter by quarter, month by month, both in written form and as a pod/video! Why do this? Who even needs this? Isn't most of it obsolete? I have asked myself this exact question while prepping for the show (it was quite a lot of prep, even with Opus's help). I eventually landed on, hey, if nothing else, this will serve as a record of the insane week of AI progress we all witnessed. Can you imagine that the term Vibe Coding is less than 1 year old? That Claude Code was released at the start of THIS year? We get hedonicly adapt to new AI goodies so quick, and I figured this will serve as a point in time check, we can get back to and feel the acceleration! With that, let's dive in - P.S. the content below is mostly authored by my co-author for this, Opus 4.5 high, which at the end of 2025 I find the best creative writer with the best long context coherence that can imitate my voice and tone (hey, I'm also on a break!

durée : 00:03:03 - La pomme Api Étoilé, parfaite en décoration et à déguster à Noël ! - par : Nathalie Mazet - La pomme Api étoilée, cultivée sur le domaine de la Thomassine, séduit par sa forme unique en étoile et son goût subtil. Utilisée autrefois pour décorer les sapins de Noël, elle est appréciée des petits et grands, notamment pour son goût sucré et juteux qui change selon son niveau de maturité. Vous aimez ce podcast ? Pour écouter tous les autres épisodes sans limite, rendez-vous sur Radio France.

Send us a textWhat does it take to turn three‑a‑day shed builds into a software platform that runs an entire industry? We sit down with Jason Graber to unpack that journey—starting in a Pickens, South Carolina shop and scaling to Shed Suite's vision of becoming the operating system for shed and carport businesses. Jason shares why you don't need to be a programmer to build meaningful software, how to turn field pain into product clarity, and why systems—not endless processes—unlock speed as you grow.We get tactical about the playbook: do the hard work manually first, then automate what you fully understand. Use AI not as a search engine, but as a thought partner to sharpen requirements, surface edge cases, and accelerate decision quality. From dispatch to e‑commerce and dealer management, we explore how openness and reliability beat feature lists, and why the true moat is a team's ability to innovate precisely and support customers relentlessly.You'll also hear what's next. Shed Suite is pushing into CAD‑driven configuration, material resource planning, and real per‑shed cost accounting—modeling components, labor, and consumption timing to deliver automatic job costing at scale. On the rental side, RTO Suite aims to replace legacy tools with an open API approach that closes the lifecycle loop: delivery, returns, repos, and resale routed cleanly through driver apps and inventory. Add in pragmatic features like order mapping for sharper marketing, and a services arm reserved for existing customers, and you get a focused path to modernize without chaos.If you lead a shed brand, carport operation, or RTO provider, this conversation offers a practical roadmap: think in systems, measure what matters, build for openness, and let innovation—not noise—set your pace. Subscribe, share this with a teammate who owns operations or finance, and leave a review telling us which workflow you're automating next.For more information or to know more about the Shed Geek Podcast visit us at our website.Would you like to receive our weekly newsletter?  Sign up here.Follow us on Twitter, Instagram, Facebook, or YouTube at the handle @shedgeekpodcast.To be a guest on the Shed Geek Podcast visit our website and fill out the "Contact Us" form.To suggest show topics or ask questions you want answered email us at info@shedgeek.com.This episodes Sponsors:Studio Sponsor: Shed ProThree Oaks Trading CoNewFound SolutionsCardinal ManufacturingShed Suite

Après une année 2025 marquée par des fuites de données massives, la cybercriminalité change d'échelle. Benoît Grünemwald, expert cybersécurité chez ESET, analyse les menaces émergentes, l'usage croissant de l'IA par les attaquants et la capacité de réponse des défenseurs à l'aube de 2026.Interview : Benoît Grünemwald, expert cybersécurité chez ESETEn partenariat avec ESETSi l'on dresse le bilan de 2025 en matière de cybercriminalité, que faut-il retenir en priorité ?En 2025, ce sont avant tout des fuites de données à très grande échelle. Elles ont touché des entreprises, mais aussi des fédérations sportives françaises et des services parapublics comme France Travail. L'ampleur est telle qu'on peut considérer que presque tout le monde a été concerné, directement ou indirectement.Pourquoi dites-vous que les conséquences se feront surtout sentir en 2026 ?Parce qu'il faut du temps aux cybercriminels pour exploiter ces données. Certains sont spécialisés dans la récupération d'informations et la constitution de bases, parfois revendues sur le dark web. En recoupant plusieurs fuites, notamment grâce à l'intelligence artificielle, ils peuvent créer des profils très précis. Cela ouvre la voie à des campagnes de phishing ciblées, mais aussi à des risques bien réels dans le monde physique.L'intelligence artificielle a-t-elle marqué un tournant en 2025 pour les cyberattaquants ?Oui, clairement. On est passé de simples expérimentations à des logiciels malveillants capables de se réécrire eux-mêmes, partiellement ou totalement, grâce à l'IA. Certains malwares utilisent désormais des API pour dialoguer avec une IA hébergée sur un serveur contrôlé par l'attaquant, afin de décider quoi faire des données trouvées sur la machine de la victime. C'est un changement de paradigme important, même si ces menaces restent aujourd'hui bien détectées.On a aussi parlé de l'utilisation d'agents d'IA comme Claude par des groupes de pirates…Oui, c'est notamment documenté dans un rapport d'Anthropic sur l'utilisation détournée de Claude. Des agents spécialisés ont été utilisés pour automatiser quasiment toute la chaîne d'une attaque. Chaque agent se charge d'une étape, avec très peu d'interactions humaines. Cela réduit la complexité technique pour les attaquants, mais cela reste encore relativement encadré.Les défenseurs utilisent eux aussi l'IA. Avec quels résultats ?Les défenseurs utilisent l'IA depuis longtemps, notamment pour les tests de pénétration, ou pen tests. Récemment, une IA a même remporté un concours de hacking éthique, en identifiant des failles plus efficacement que des experts humains. C'est un signal fort sur la capacité de l'IA à renforcer la sécurité des systèmes avant que les cybercriminels ne les exploitent.-----------♥️ Soutien : https://mondenumerique.info/don

Ric Elias - The Art of Living Well - [Invest Like The Best, CLASSICS] Welcome to this classic episode. Classics are my favorite episodes from the past 10 years, published once a month. These are N of 1 conversations with N of 1 people. Ric Elias is the CEO and co-founder of Red Ventures, which has a portfolio of fast-growing digital businesses like Lonely Planet, The Points Guy, Bankrate, and large investments in a variety of other businesses across industries. He began the business in 2000 and has grown it to now a global company with thousands of employees. Ric walks us through the early struggles that have led to what is now a flourishing investing platform, but mostly this episode is a masterclass on cultural values and philosophies that transcend mere financial gain. We discuss the difference between living good and well, the power of forgiveness, and compounding more than just your capital. Ric's story is one of resilience, humility, and grace. His story about being in the front row of the plane that Captain Sully landed in the Hudson is singular and very moving. Please enjoy my conversation with Ric Elias. For the full show notes, transcript, and links to mentioned content, check out the episode page here. ----- This episode is brought to you by WorkOS. WorkOS is a developer platform that enables SaaS companies to quickly add enterprise features to their applications. With a single API, developers can implement essential enterprise capabilities that typically require months of engineering work. By handling the complex infrastructure of enterprise features, WorkOS allows developers to focus on their core product while meeting the security and compliance requirements of Fortune 500 companies. Visit WorkOS to Transform your application into an enterprise-ready solution in minutes, not months. ----- Invest Like the Best is a property of Colossus, LLC. For more episodes of Invest Like the Best, visit joincolossus.com/episodes.  Stay up to date on all our podcasts by signing up to Colossus Weekly, our quick dive every Sunday highlighting the top business and investing concepts from our podcasts and the best of what we read that week. Sign up here. Follow us on Twitter: @patrick_oshag | @joincolossus ----- Editing and post-production work for this episode was provided by The Podcast Consultant (https://thepodcastconsultant.com). Timestamps: (00:00:00) Welcome to Invest Like the Best (00:02:00) Meet Ric Elias (00:02:49) Chasing the Big Dream (00:05:38) Understanding Red Ventures: Origin and Evolution (00:10:25) Operational Success and Company Culture (00:25:30) Reflections on Money and Personal Well-being (00:28:49) The Difference between Good and Well (00:32:55) The Hudson River Plane Crash Experience (00:42:37) Reconnecting with Puerto Rico and Reviving the Basketball Team (00:45:07) Underdogs to Champions (00:48:09) How to Build Trust and Culture (00:52:29) Reflections on Leadership (00:56:12) The Role of Confidence and Courage (00:59:38) The Value of Family and Friendships (01:01:57) The Pursuit of Purpose Over Profit (01:06:52) Recruitment and Company Culture (01:10:07) Reflecting on Success (01:14:33) The Importance of Pace and Speed (01:16:23) Other Business Philosophies (01:23:17) The Kindest Thing

professorjrod@gmail.comIn this episode of Technology Tap: CompTIA Study Guide, my students dive into the notorious Cambridge Analytica scandal and its profound impact on data privacy and technology ethics. Our students break down how seemingly harmless personality quizzes exploited Facebook data, creating psychological profiles that influenced elections worldwide. This discussion not only explores real-world technology applications but also enhances your understanding of data security—an essential topic for IT skills development and CompTIA exam prep. Tune in to expand your knowledge of technology education and the critical role of informed consent in today's digital landscape.We walk through the mechanics: the Open Graph loophole, the “This Is Your Digital Life” app, and the shift from demographic targeting to OCEAN-based psychographics that amplified fear, duty, or curiosity depending on your traits. The conversation connects the dots from early experiments with Ted Cruz to huge ad impression volumes tied to the 2016 cycle, explores coordination concerns with super PACs, and examines why these tactics made public debate harder and disinformation easier to spread. Along the way, our students highlight the whistleblowers who surfaced the practice and the global footprint that reached Brexit, the Caribbean, and beyond.The fallout mattered. Facebook faced FTC, SEC, and UK ICO actions; Cambridge Analytica went bankrupt; and Meta tightened API access to cut off friend data collection. We also dig into the privacy wave that followed—GDPR in Europe, CCPA in California—and what those laws do and don't fix. The core takeaway is clear: ethical data practices and transparent advertising aren't nice-to-haves; they're the guardrails for a healthy digital public square. If personal data can be turned into political power, then consent, purpose limits, and accountability must be visible and enforceable.Listen for a clear, step-by-step breakdown, plain-language answers to tough questions, and practical context you can use to evaluate political ads and platform policies. If this conversation sharpened your thinking, subscribe, share the show with a friend, and leave a review telling us how you protect your data online.Support the showArt By Sarah/DesmondMusic by Joakim KarudLittle chacha ProductionsJuan Rodriguez can be reached atTikTok @ProfessorJrodProfessorJRod@gmail.com@Prof_JRodInstagram ProfessorJRod

Alex Salazar is the CEO and Co-Founder of Arcade.dev, working on secure AI agents and real-world automation integrations.Chiara Caratelli is a Data Scientist at Prosus Group, working on AI agents, web automation, and evaluation of robust multimodal models.Join the Community: https://go.mlops.community/YTJoinInGet the newsletter: https://go.mlops.community/YTNewsletterMLOps GPU Guide: ⁠https://go.mlops.community/gpuguide// AbstractAgents sound smart until millions of users show up. A real talk on tools, UX, and why autonomy is overrated.// BioChiara CaratelliChiara is a Data Scientist at Prosus, where she develops AI-driven solutions with a focus on AI agents, multimodal models, and new user experiences. With a PhD in Computational Science and a background in machine learning engineering and data science, she has worked on deploying AI-powered applications at scale, collaborating with Prosus portfolio companies to drive real-world impact.Beyond her work at Prosus, she enjoys experimenting with generative AI and art. She is also an avid climber and book reader, always eager to explore new ideas and share knowledge with the AI and ML community.Alex SalazarAlex is the CEO and co-founder of Arcade.dev, the unified agent action platform that makes AI agents production-ready. Previously, Salazar co-founded Stormpath, the first authentication API for developers, which was acquired by Okta. At Okta, he led developer products, accounting for 25% of total bookings, and launched a new auth-centric proxy server product that reached $9M in revenue within a year. He also managed Okta's network of over 7,000 auth integrations. Alex holds a computer science degree from Georgia Tech and an MBA from Stanford University.// Related LinksWebsite: https://www.prosus.com/Website: https://www.arcade.dev/~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExploreJoin our Slack community [https://go.mlops.community/slack]Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://go.mlops.community/linkedin)] Sign up for the next meetup: [https://go.mlops.community/register]MLOps Swag/Merch: [https://shop.mlops.community/]Connect with Demetrios on LinkedIn: /dpbrinkmConnect with Alex on LinkedIn: /alexsalazar/Connect with Chiara on LinkedIn: /chiara-caratelli/Timestamps:[00:00] Intro[00:15] Insights from iFood[06:22] API vs agent intention[09:45] Tool definition clarity[15:37] Preemptive context loading[27:50] Contextualizing agent data[33:27] Prompt bloat in payments[41:33] Agent building evolution[50:09] Agent program scalability[55:29] Why multi-agent is a dead end[56:17] Wrap up

AWS Morning Brief for the week of December 22, 2025, with Corey Quinn. Links:Automate java performance troubleshooting with AI-Powered thread dump analysis on Amazon ECS and EKSAmazon Threat Intelligence identifies Russian cyber threat group targeting Western critical infrastructureOptimize WordPress performance on Amazon EKS with Amazon FSx for OpenZFSAWS reduces publishing time for Carbon Footprint Data to 21 days or LessAWS Payment Cryptography reduces API pricing by up to 63% and introduces tiered key pricingKey Commitment Issues in S3 Encryption ClientsCoursera and AWS survey reveals how technology leaders navigate cloud and AI transformationAutomated extraction of compressed files on Amazon S3 using AWS Batch and Amazon ECSCryptomining campaign targeting Amazon EC2 and Amazon ECS

On this episode of The Cybersecurity Defenders Podcast, we revisit the 2025 predictions shared by our guests throughout the year. From attackers and defenders to AI and the broader security industry, these forecasts capture what experts expected was coming next. Rather than judging accuracy - which is still too early to assess -we're examining the predictions themselves: where they aligned, how they clustered, and what those patterns reveal about the industry's mindset as this year came to a close. Free from hindsight bias, this episode explores what remained uncertain as we entered 2026.Support our show by sharing your favorite episodes with a friend, subscribe, give us a rating or leave a comment on your podcast platform. This podcast is brought to you by LimaCharlie, maker of the SecOps Cloud Platform, infrastructure for SecOps where everything is built API first. Scale with confidence as your business grows. Start today for free at limacharlie.io.

Send us a textCannabis Legalization: Industry Updates and Future ProjectionsIn this episode of Cannabis Legalization News, the hosts discuss an array of topics impacting the cannabis industry. They highlight a significant recent executive order from Donald Trump aimed at reclassifying marijuana as a Schedule III drug. The discussion covers the potential impacts of this reclassification on the cannabis industry, including changes in regulation, the importance of API integration in point-of-sale systems, and the ongoing battle against synthetic cannabinoids sourced from China. The show features Kyle Sherman of Flowhub, who shares his journey in cannabis tech, his efforts in compliance solutions, and the industry's evolution. They also discuss the potential improvement in state regulations and examples of successful dispensary operations. The episode concludes with plans for the upcoming Pekin local dispensary and thoughts on the future of cannabis legalization in the United States.

Audio version of video on YouTube. Microsoft Agent Framework: Giving Agents Contextual Memory Using AIContextProvider Copilot AI Insights (meeting recap) API is now generally available! Get AI-generated meeting summaries with Meeting AI Insights API Debugging, but Without the Drama (A Visual Studio 2026 Story) Subscribe to all my videos at: https://thoughtstuff.co.uk/video Podcast: https://thoughtstuff.co.uk/itunes, https://thoughtstuff.co.uk/spotify or https://thoughtstuff.co.uk/podcast Blog: https://blog.thoughtstuff.co.uk

For episode 658 of the BlockHash Podcast, host Brandon Zemp is joined by Joe Rey & Oliver Fuselier of POPOLOGY.POPOLOGY® is the 21st century approach to media education and Citizen Journalism. A platform to aggregate all of your social portals, into a streaming and monetizable POPcast®, on the blockchain. Democratized internet broadcasting is POPOLOGY® Networks. You can even select your favorite fortune 500 brands to place into your curated media stream, called POPmercial® Sponsorships. Create, and earn POPtoken™ with a timeline of curated video assets from every indexing platform, up to 25 membership platforms into one robust restful API is the POPsphere™ workspace. Pinpoint your popularity, powered by artificial intelligence, and build a monetizable audience on your self-expression.

Pharma Influence & Why Patient Voices Matter Lobbying Power: Eli Lilly, Novo Nordisk, and Government Access Why GLP-1 Medication Access Is at Risk Introducing Sabina Hemi & the Mission of GLP Winner Why Compounded GLP-1s Matter for Real Patients The Federal “Safe Drugs” Bill: What It Claims vs What It Does Why This Bill Raises Red Flags for Patients What Real Compounding Safety Reform Would Look Like How Compounding Pharmacies Are Actually Regulated Today Prescription Reporting vs Patient Safety Is This Bill About Safety or Litigation Data? Dose Flexibility, Personalized Medicine, and Compounding Florida SB 860: A Direct Threat to Compounded GLP-1s Why Florida Compounding Impacts the Entire Country Why Obesity Medications Are Being Singled Out Active Pharmaceutical Ingredients (API): What Patients Should Know FDA Oversight, the “Green List,” and State Overreach Why Florida's API & COA Requirements Don't Add Up FDA Inspection Backlogs & Impossible Compliance Standards Branded Drug Safety Issues vs Compounding Scrutiny Catalent, Novo Nordisk, and Manufacturing Concerns Counterfeit Ozempic: The Overlooked Safety Crisis Why Supply Chain Integrity Should Be the Priority What Patients Can Do Right Now Petitions, Advocacy, and Making Your Voice Heard Florida Residents: Why Local Action Matters Final Thoughts on Access, Power, and Patient Advocacy Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

This week on Defender Fridays, Bryan Brake, Senior Product Manager and Bug Bounty Team Lead at Amazon, joins us to discuss vulnerability remediation, bounty processes, and incident response workflows.Bryan will share practical insights on managing disclosures and coordinating responses across security teams.At Defender Fridays, we delve into the dynamic world of information security, exploring its defensive side with seasoned professionals from across the industry. Our aim is simple yet ambitious: to foster a collaborative space where ideas flow freely, experiences are shared, and knowledge expands.Join us every Friday at 10:30am PT for live, interactive discussions with industry experts. Whether you're a seasoned professional or just curious about the field, these sessions offer an engaging dialogue between our guests, hosts, and you – our audience. Register here: https://limacharlie.io/defender-fridaysSubscribe to our YouTube channel and hit the notification bell to never miss a live session or catch up on past episodes on our website!This episode is brought to you by LimaCharlie, the world's first SecOps Cloud Platform (SCP). Build and customize your security stack like "lego blocks" with our flexible, API-first solution.Eliminate vendor sprawl and tool complexityDeploy and scale effortlessly on native multi-tenant architectureReduce costs with intelligent data routing and free 1-year retentionBuild custom solutions with 100+ security capabilities on-demandImprove response times with automation and real-time capabilitiesTry the SecOps Cloud Platform free: https://limacharlie.ioHost: Maxime Lamothe-Brassard - Founder at LimaCharlie

Doug Green, Publisher of Technology Reseller News, spoke with Travis Volk, Vice President of Global Technology Solutions and GTM, Carrier at Radware, about how artificial intelligence is reshaping the security landscape for telecom providers as the industry heads into 2026. The discussion focused on the accelerating pace of attacks, the shrinking window to respond to vulnerabilities, and why traditional, human-paced security models are no longer sufficient. Volk explained that telecom networks are now facing machine-speed attacks, where newly disclosed vulnerabilities are often exploited within hours, not weeks or months. “Recent CVEs are being exploited at breakneck speeds,” he noted, emphasizing that nearly a third of disclosed vulnerabilities are weaponized within 24 hours. This reality is forcing providers to rethink patching, maintenance, and runtime protection strategies—especially as attackers increasingly chain small flaws into large-scale, sophisticated attacks. A key theme of the conversation was the convergence of offensive and defensive security. As applications become more API-driven and agentic, service providers must adopt continuous, automated testing and inline protection that can detect business-logic attacks in real time. Volk highlighted Radware's use of AI-driven analytics and visualization to map API flows, identify abnormal behavior, and enforce protections such as object-level authorization at scale—capabilities that are critical for encrypted, high-value workloads. Looking ahead, Volk described “good” security in 2026 as a living, observable system that prioritizes risk, automates both pre-runtime and runtime defenses, and enables data-driven decisions without adding operational complexity. Radware is already delivering these capabilities through flexible deployment models—virtual, physical, containerized, and cloud-based—allowing carriers to implement unified policy frameworks today. As Volk put it, AI is no longer optional: it is essential to keeping networks secure, resilient, and available in an era where attacks move faster than humans can respond. Learn more about Radware at https://www.radware.com/. Software Mind Telco Days 2025: On-demand online conference Engaging Customers, Harnessing Data

Datawizz is pioneering continuous reinforcement learning infrastructure for AI systems that need to evolve in production, not ossify after deployment. After building and exiting RapidAPI—which served 10 million developers and had at least one team at 75% of Fortune 500 companies using and paying for the platform—Founder and CEO Iddo Gino returned to building when he noticed a pattern: nearly every AI agent pitch he reviewed as an angel investor assumed models would simultaneously get orders of magnitude better and cheaper. In a recent episode of BUILDERS, we sat down with Iddo to explore why that dual assumption breaks most AI economics, how traditional ML training approaches fail in the LLM era, and why specialized models will capture 50-60% of AI inference by 2030. Topics Discussed Why running two distinct businesses under one roof—RapidAPI's developer marketplace and enterprise API hub—ultimately capped scale despite compelling synergy narratives The "Big Short moment" reviewing AI pitches: every business model assumed simultaneous 1-2 order of magnitude improvements in accuracy and cost Why companies spending 2-3 months on fine-tuning repeatedly saw frontier models (GPT-4, Claude 3) obsolete their custom work The continuous learning flywheel: online evaluation → suspect inference queuing → human validation → daily/weekly RL batches → deployment How human evaluation companies like Scale AI shift from offline batch labeling to real-time inference correction queues Early GTM through LinkedIn DMs to founders running serious agent production volume, working backward through less mature adopters ICP discovery: qualifying on whether 20% accuracy gains or 10x cost reductions would be transformational versus incremental The integration layer approach: orchestrating the continuous learning loop across observability, evaluation, training, and inference tools Why the first $10M is about selling to believers in continuous learning, not evangelizing the category GTM Lessons For B2B Founders Recognize when distribution narratives mask structural incompatibility: RapidAPI had 10 million developers and teams at 75% of Fortune 500 paying for the platform—massive distribution that theoretically fed enterprise sales. The problem: Iddo could always find anecdotes where POC teams had used RapidAPI, creating a compelling story about grassroots adoption. The critical question he should have asked earlier: "Is self-service really the driver for why we're winning deals, or is it a nice-to-have contributor?" When two businesses have fundamentally different product roadmaps, cultures, and buying journeys, distribution overlap doesn't create a sustainable single company. Stop asking if synergies exist—ask if they're causal. Qualify on whether improvements cross phase-transition thresholds: Datawizz disqualifies prospects who acknowledge value but lack acute pain. The diagnostic questions: "If we improved model accuracy by 20%, how impactful is that?" and "If we cut your costs 10x, what does that mean?" Companies already automating human labor often respond that inference costs are rounding errors compared to savings. The ideal customers hit differently: "We need accuracy at X% to fully automate this process and remove humans from the loop. Until then, it's just AI-assisted. Getting over that line is a step-function change in how we deploy this agent." Qualify on whether your improvement crosses a threshold that changes what's possible, not just what's better. Use discovery to map market structure, not just validate hypotheses: Iddo validated that the most mature companies run specialized, fine-tuned models in production. The surprise: "The chasm between them and everybody else was a lot wider than I thought." This insight reshaped their entire strategy—the tooling gap, approaches to model development, and timeline to maturity differed dramatically across segments. Most founders use discovery to confirm their assumptions. Better founders use it to understand where different cohorts sit on the maturity curve, what bridges or blocks their progression, and which segments can buy versus which need multi-year evangelism. Target spend thresholds that indicate real commitment: Datawizz focuses on companies spending "at a minimum five to six figures a month on AI and specifically on LLM inference, using the APIs directly"—meaning they're building on top of OpenAI/Anthropic/etc., not just using ChatGPT. This filters for companies with skin in the game. Below that threshold, AI is an experiment. Above it, unit economics and quality bars matter operationally. For infrastructure plays, find the spend level that indicates your problem is a daily operational reality, not a future consideration. Structure discovery to extract insight, not close deals: Iddo's framework: "If I could run [a call where] 29 of 30 minutes could be us just asking questions and learning, that would be the perfect call in my mind." He compared it to "the dentist with the probe trying to touch everything and see where it hurts." The most valuable calls weren't those that converted to POCs—they came from people who approached the problem differently or had conflicting considerations. In hot markets with abundant budgets, founders easily collect false positives by selling when they should be learning. The discipline: exhaust your question list before explaining what you build. If they don't eventually ask "What do you do?" you're not surfacing real pain. Avoid the false-positive trap in well-funded categories: Iddo identified a specific risk in AI: "You can very easily run these calls, you think you're doing discovery, really you're doing sales, you end up getting a bunch of POCs and maybe some paying customers. So you get really good initial signs but you've never done any actual discovery. You have all the wrong indications—you're getting a lot of false positive feedback while building the completely wrong thing." When capital is abundant and your space is hot, early revenue can mask product-market misalignment. Good initial signs aren't validation if you skipped the work to understand why people bought. // Sponsors: Front Lines — We help B2B tech companies launch, manage, and grow podcasts that drive demand, awareness, and thought leadership. www.FrontLines.io The Global Talent Co. — We help tech startups find, vet, hire, pay, and retain amazing marketing talent that costs 50-70% less than the US & Europe. www.GlobalTalent.co // Don't Miss: New Podcast Series — How I Hire Senior GTM leaders share the tactical hiring frameworks they use to build winning revenue teams. Hosted by Andy Mowat, who scaled 4 unicorns from $10M to $100M+ ARR and launched Whispered to help executives find their next role. Subscribe here: https://open.spotify.com/show/53yCHlPfLSMFimtv0riPyM

GreenLite delivers private construction plan review as an alternative to traditional city permitting processes. After spending six months testing both sides of the construction permitting transaction, the company identified owner-developers as their ICP and built a business model around Florida's privatization legislation—legislation that has now expanded to nine additional states including Texas, Tennessee, and California. In this episode of BUILDERS, we sat down with James Gallagher, CEO and Co-Founder of GreenLite, to explore how his fifth startup leveraged regulatory shifts, rejected workflow software in favor of outcomes, and scaled by targeting chief development officers at enterprise retailers struggling with permitting delays. Topics Discussed: How GreenLite discovered architects were heavy users but wrong customers due to two-part sales dynamics Why owner-developers became the ICP after six months of customer discovery across applicants and agencies The accidental discovery of private plan review through conversations with Fort Worth and Miami-Dade agencies GreenLite's platform combining regulatory permissions, licensed AEC professionals, and AI-augmented software How natural disasters and AEC talent shortages are accelerating privatization legislation nationwide Cold email strategies that converted enterprise retailers by surfacing acute pain points GTM Lessons For B2B Founders: Map two-sided markets to find where purchasing authority and pain intersect: GreenLite pitched a CTO at a major architecture firm who responded positively but said "I just need to talk to my client, my customer." This revealed architects required approval from owner-developers despite being the heaviest product users. James pivoted to owner-developers who "carry the land, carry the construction loans" and feel revenue delays most acutely. The lesson: usage intensity doesn't equal buyer authority. In complex ecosystems, systematically test which party controls budget and feels enough pain to sign contracts independently. Recognize when procurement cycles kill early-stage validation velocity: Cities explicitly told James their "crazy procurement cycles" made early partnership impractical despite genuine interest. State and local education and government sales require specialized expertise and extended timelines that prevent rapid iteration. James chose to prove the model with private sector customers first. For founders: government can be a lucrative eventual market, but unless you have sled sales expertise and 12+ month runway per deal, validate PMF elsewhere first. Capitalize on regulatory tailwinds before markets realize they exist: Only Florida permitted private plan review when GreenLite launched in July 2022. By late 2024, nine states passed enabling legislation driven by natural disaster reconstruction needs and talent shortages in city building departments. James positioned GreenLite to ride this wave rather than selling transformation to resistant agencies. Founders should monitor legislative and regulatory changes in their verticals—new compliance requirements or permissions can suddenly open massive TAMs with minimal incumbent competition. Enterprise cold email converts when you surface non-obvious acute pain: GreenLite cold emailed chief development officers at major retail chains and quick-service restaurants with "Are you missing your openings due to permitting?" The response rate validated that permitting delays—not site selection or construction costs—were a critical path blocker for store rollout velocity. James targeted CDOs rather than real estate or design teams because they own the full development timeline. For enterprise sales: identify the executive accountable for the metric your solution impacts, then lead with how you move that specific number. Validate outcome-based models before building sophisticated workflow tools: GreenLite's customers rejected "another workflow product or system of record" that required API integrations with their ERPs and construction management systems. Instead, they wanted "faster, more predictable, more transparent permits." James built a viable business delivering finished permits through licensed professionals augmented by software, with the AI sophistication coming later. The business was "super viable well before the product was" by early 2023. For founders in industries resistant to software adoption: test whether buyers want tools to operate or outcomes to purchase—outcome-based pricing can achieve PMF faster and command premium willingness-to-pay. // Sponsors: Front Lines — We help B2B tech companies launch, manage, and grow podcasts that drive demand, awareness, and thought leadership. www.FrontLines.io The Global Talent Co. — We help tech startups find, vet, hire, pay, and retain amazing marketing talent that costs 50-70% less than the US & Europe. www.GlobalTalent.co // Don't Miss: New Podcast Series — How I Hire Senior GTM leaders share the tactical hiring frameworks they use to build winning revenue teams. Hosted by Andy Mowat, who scaled 4 unicorns from $10M to $100M+ ARR and launched Whispered to help executives find their next role.  Subscribe here: https://open.spotify.com/show/53yCHlPfLSMFimtv0riPyM

Join host Kristof Van Tomme with Jean Dulau and Julien Rateau from Google Cloud's Apigee team for a special live episode marking 10 years of our partnership that started with a meeting at APIdays and built up to shaping developer portals and API management worldwide.The conversation then looks forward, exploring the new era of AI and the urgent need for connectivity, governance, and managing complex agent-to-agent communications, and the renewed critical importance of outside-in innovation. Plus, hear the exciting announcement of full MCP support within Apigee, a major step for AI governance.Tune in for insights on our long-term partnership, innovation, and the future of API and AI integration.

This week on the podcast, we're diving into a grab-bag of big creator news, starting with YouTube, and yes… the “slop” situation. Tracy kicks things off with what looks like YouTube's latest attempt to clean house: platform changes that claim to improve privacy and the viewing experience, but also mess with how videos behave when embedded on third-party sites. If you stream shows inside places like Second Life, that's a real headache, because some embeds and API-based workarounds are suddenly unreliable or broken. But the bigger story? YouTube appears to be cracking down on the explosion of low-effort, mass-generated content. The buzz is that Gemini is being used to evaluate whether videos look human-made, original, and honestly presented - plus there's talk of internal “trust scores” that creators can't actually see, but which may influence how channels are treated behind the scenes. Tracy even tests how an AI describes our channel, and it basically nails the vibe: a legit passion-project podcast with deep experience… while also very clearly not the unrelated, controversy-riddled “Machinima Inc” from back in the day. Phil jumps in to untangle the embed drama: it may not be “AI policy” so much as an ad-delivery and revenue control move because some embedded browsers can bypass ads, and Second Life gets caught in the crossfire. Workarounds exist (including the very ironic “embed it somewhere else first” method), and Vimeo comes up as an alternative… but with price hikes that feel more “premium platform” than creator-friendly. Locked-in subscriptions, anyone? Then it's off to the creative tools corner: Phil's been deep in Blender, and he's found some very machinima developments, like a third-person controller kit that basically turns Blender into a game-like character puppeteering environment. On top of that, there's a newly released Blender cloth-building and simulation tool that could become a budget-friendly alternative to pricey standards like Marvelous Designer - huge potential for indie creators who want great-looking outfits without a studio budget. From there, the conversation swings to Reallusion's latest move: Video Mocap, turning ordinary video footage into motion capture data, integrated straight into iClone's workflow. The group talks practical realities (camera framing, background contrast, space constraints, upper-body capture modes) and why this could be a game-changer for animators who don't have mocap suits lying around. We also touch on Unreal Engine's rapid evolution and its ever-improving animation tools—plus the eternal question: with tech this powerful, why aren't we seeing more great films made with it? Damien drops some rock-solid creator advice: don't try to learn new tools by making your magnum opus. Make a short “training film,” and if you switch platforms… remake it. Same story, new tech, better skills. Simple, smart, and honestly kind of brilliant. Finally, we hit a spicy AI update: major AI music platforms (Suno and Udio) have reportedly reached settlements with record labels, meaning they'll rework how training and licensing works going forward. That could reshape what “responsible” AI music use looks like in 2026 - and what it'll cost creators. And to wrap up on a lighter note, there's a shoutout to NeuralVIZ and a fun character-driven sci-fi project, The Adventures of Remo Green, as a reminder that experimentation can still be entertaining (and weirdly impressive). And that's the episode: YouTube changes, creator workarounds, new animation toys, and the future of AI tools, served with equal parts curiosity and chaos. Timestamps 03:10 – “Slop” crackdown: why YouTube is cleaning house + channels disappearing since mid-November 05:10 – The mystery “trust score”: internal channel metric creators can't see 12:40 – Phil's Blender deep dive: from pass-through tool to real production work 18:45 – Damien's Star Wars uniform struggle: accuracy vs what's actually available 22:55 – Realusion Video Mocap: turning video footage into usable motion capture inside iClone 27:05 – Upper-body-only mode: more practical capture for dialogue scenes 32:10 – Learning strategy: don't take a 30-hour course—learn by solving what blocks you 40:05 – AI music legal shakeup: Suno + Udio settlements with major labels (and what it changes) 44:35 – What about indie creators outside big catalogs? 46:40 – Why smaller AI music tools may get crushed (no cash for lawsuits) 51:55 – Looking ahead: what shifts in 2026 might bring Contact: talk@completelymachinima.com Show notes: Drop comments on socials — we love hearing what you're working on. Credits - Co-hosts: Phil Rice, Tracy Harwood, Damien Valentine Editor/Producer: Phil Rice Music: Phil Rice & SunoAI

John Delaney is CEO and co-founder of Crown. Crown recently raised a $13.5 million Series A round led by Paradigm and is the issuer of BRLV - Brazil's newest and stablecoin with over 360 million BRL subscribed. He joins host Aaron Stanley to discuss Crown's unique approach to capturing institutional flows in Brazil's high-yield environment - namely by letting BRLV holders earn native yield generated from the underlying reserves.The conversation explores BRLV's groundbreaking bankruptcy-remote reserve structure with perfected legal guarantees, making it the first stablecoin globally to implement such comprehensive security protections. Delaney shares insights on Brazil's position as a prime stablecoin market given its massive M2 money supply, crypto-friendly central bank, and positive real interest rates that outpace inflation. He outlines Crown's ambitious 10-year vision to achieve one trillion BRL in circulation, projecting stablecoins will represent high single-digit percentages of Brazil's money supply as financial infrastructure migrates on-chain.You can connect with John on Linkedin------------------------------------------------------------------Brazil Crypto Report is presented by AveniaIf you're building a wallet, a crypto consumer app, or a global payment platform, Avenia is your bridge to Latin America. Instantly connect to PIX, SPEI, and CBU using stablecoins — with one API. No banks. No FX desks. No SWIFT. Move money globally, with full compliance and real-time settlement. Learn more at ⁠⁠⁠⁠⁠⁠⁠avenia.io⁠⁠⁠⁠⁠⁠⁠.------------------------------------------------------------------Figment is the leading independent provider of staking infrastructure with $18B assets under stake and provides the complete solution for over 1000 institutional clients in Latin America and globally. Through its enterprise-grade infrastructure, Figment enables clients such as banks and exchanges, to earn rewards on Proof-of-Stake assets such as Ethereum and Solana, while maintaining the highest standards of security, compliance, and performance.Learn more at ⁠⁠⁠⁠⁠figment.io⁠⁠⁠⁠⁠-------------------------------------------------------------------

Interview with Dorothy Creaven and Michael Cordner at AWS re:Invent Dublin-based startup Jentic was the first Irish company to complete the AWS Generative AI Accelerator, which concluded recently at AWS re:Invent in Las Vegas. The company is now focused on building enterprise awareness of its platform, supported by the launch of its AI Readiness Scorecard and its listing on AWS Marketplace. Founded in 2024 by Sean Blanchfield, Michael Cordner, and Dorothy Creaven, Jentic applies middleware and enterprise integration engineering to AI adoption, focusing on how APIs are defined, governed and safely executed by automated and agentic systems. AI adoption with API readiness platform Jentic Jentic operates at the integration layer, working with existing enterprise systems and APIs to make them clearer, more structured and more governable. This allows organisations to connect AI systems to real business infrastructure in a controlled and observable way, without replacing existing platforms or bypassing established security and compliance processes. Built on Enterprise Infrastructure Experience The company's approach is shaped by the founders' backgrounds in building large-scale infrastructure. Blanchfield previously co-founded Demonware, acquired by Activision Blizzard, and PageFair. Cordner co-founded Mindconnex, while Creaven previously led Rent the Runway's Irish operations. Speaking to Irish Tech News at AWS re:Invent, Michael Cordner, CTO of Jentic, said many enterprises are now encountering limits in how their systems were originally built. "We got away with cutting corners for 20 years when we were developing APIs for developers," said Cordner . "But now we're trying to let AI loose on those same APIs, and the standards are much more stringent. Even the most intelligent AI in the world is useless without the right information on how to actually use a system." From Jentic's perspective, the current interest in AI exposes long-standing weaknesses in enterprise integration. Automated systems can reason and decide, but they can only act through APIs. If those interfaces are poorly documented, inconsistently structured or weakly governed, behaviour becomes unpredictable. "We're a business logic and infrastructure layer for AI agents," explains Dorothy Creaven, COO of Jentic. "Software has always been built on APIs, but for AI to connect properly to enterprise systems, there has to be something that can make sense of those APIs and turn them into workflows organisations can rely on." Addressing Enterprise Control and Governance A recurring issue Jentic encounters with enterprise customers is organisational hesitation. Senior leadership often wants progress on AI strategy, while technology and security teams are concerned about control, traceability and risk. "Everyone is afraid to let AI loose in their organisation," Creaven observes. "There's a real concern about what systems might do when nobody is watching, whether actions can be traced, and how failures are handled." To address this, Jentic's platform includes a sandboxed execution environment that mirrors production APIs. This allows organisations to test AI-driven workflows, observe behaviour and understand failure modes before anything is connected to live systems. "We provide an environment that mirrors real APIs, but in a way that's safe," Creaven comments. "You can see exactly what's happening, with auditability and logging, and you can only move forward once you're confident the behaviour is correct." Launch of the AI Readiness Scorecard This approach underpins the launch of Jentic's AI Readiness Scorecard, a free, automated assessment tool introduced at AWS re:Invent. The scorecard evaluates APIs across multiple dimensions, including structure, security, documentation quality and discoverability. According to Jentic, its analysis of more than 1,500 well-known APIs highlights repeated gaps. These include missing authentication details, invalid OpenAPI specifications, i...

Join hosts Jeff Steadman and Jim McDonald for a special live episode recorded on location at Identiverse DC! In this interactive session, Jeff and Jim host a game of "Majority Rules," where the audience competes not to answer correctly, but to guess the most popular answer in the room.The game covers a wide range of topics, from the trivial (worst conference swag and the official uniform of an IAM architect) to the technical (securing API keys, the biggest bottlenecks in IGA, and the primary causes of role explosion).Things get intense halfway through with the introduction of the Battle Royale rules, where picking the minority answer sends a player's score back to zero. Watch to see who survives the explosions and takes home the grand prize.Connect with us on LinkedIn:Jim McDonald: https://www.linkedin.com/in/jimmcdonaldpmp/Jeff Steadman: https://www.linkedin.com/in/jeffsteadman/Visit the show on the web at http://idacpodcast.comChapter Timestamps00:00 Intro to Identity at the Center Live00:36 Explaining the Rules of Majority Rules04:25 Question 1: The Worst Conference Swag06:00 Question 2: Replying to Access Denied07:05 Question 3: AI in Identity Management08:40 Question 4: Favorite MFA Method10:12 Question 5: Least Favorite Auth Factor11:15 Turning up the Heat: Battle Royale Mode12:10 Question 6: Why RBAC is Difficult at Scale13:30 Question 7: The IAM Architect Uniform14:50 Question 8: Best Place to Hide a Secret16:15 Question 9: Protocols You Secretly Miss17:25 Question 10: Most Hated Specialized Key18:40 Question 11: Conference Responsibilities20:00 Question 12: Securing API Keys21:20 Question 13: Secrets to Surviving Keynotes22:55 Question 14: The Biggest Bottleneck in IGA24:45 Question 15: Causes of Role Explosion25:50 Question 16: What Breaks First After a Schema Update26:40 Final Question: Fastest Way to Confuse a User27:40 Crowning the WinnerKeywordsIDAC, Identity at the Center, Jeff Steadman, Jim McDonald, Identiverse, Identiverse DC, IAM, Identity and Access Management, Cybersecurity, InfoSec Game Show, Live Podcast, Majority Rules, MFA, IGA, API Security, RBAC, Role Explosion, Tech Humor, Cyberrisk Alliance

On this episode of The Cybersecurity Defenders Podcast we speak with Rebekah Skeete, Executive Director and CEO of BlackGirlsHack Foundation. Rebekah dives into how BGH is helping to increase diversity in cybersecurity by bridging the gap between what is taught in educational institutions and what is necessary for careers in cybersecurity.For more information visit: https://www.blackgirlshack.org/HomeRebekah Skeete is a Security Engineer with Schellman based in Dallas, Texas. As a member of the Infrastructure and Security team, Rebekah is part of a collaborative group of technology professionals serving as the primary technical resource to safeguard the organization's computer networks and systems. In her role, she is responsible for planning and carrying out security measures to monitor and protect sensitive data and systems from infiltration and cyber-attacks. Prior to joining Schellman in 2022, Rebekah worked for the Texas Rangers in a myriad of roles, including Cybersecurity Analyst and Manager of IT Applications and Operations. During the construction of the Rangers new state-of-the-art ballpark, Globe Life Field, Rebekah assisted the Rangers IT department's efforts to transition over 200 front office employees to their new workspaces. Outside baseball and IT, Rebekah is also interested in politics and started volunteering for campaigns in 2008. From 2013-2016, she served as a Campaign Manager in the Dallas-Fort Worth area. In 2015, she attended the Women's Campaign School at Yale. Rebekah is the COO of BlackGirlsHack, a nonprofit organization providing black women with resources, training, mentoring, and access to increase representation and diversity in the cybersecurity field. Committed to inclusion and belonging, she holds the firm belief that representation enhances the culture and community of an organization and seeks to amplify underserved voices at any table she has a seat.Support our show by sharing your favorite episodes with a friend, subscribe, give us a rating or leave a comment on your podcast platform. This podcast is brought to you by LimaCharlie, maker of the SecOps Cloud Platform, infrastructure for SecOps where everything is built API first. Scale with confidence as your business grows. Start today for free at limacharlie.io.

EP 270. In this week's update:Security researchers uncover over 10,000 publicly available Docker Hub images exposing sensitive credentials and API keys, posing severe risks to production systems and AI services.A former Chinese official now seeking asylum in the United States reveals ongoing transnational harassment by Beijing, leveraging advanced surveillance tools-including those developed by American companies.European law enforcement dismantles sophisticated "violence-as-a-service" networks in a major operation, arresting 193 suspects accused of recruiting teenagers for real-world attacks and intimidation.Google announces the upcoming shutdown of its dark web monitoring service, citing user feedback that breach alerts lacked actionable guidance for meaningful protection.A critical vulnerability in the popular React JavaScript library enables attackers to inject wallet-draining malware into legitimate cryptocurrency platforms, marking the second major supply-chain exploit in recent months.Hundreds of Porsche vehicles across Russia suddenly become inoperable due to a widespread failure in satellite-dependent anti-theft systems, leaving owners stranded amid ongoing connectivity issues.Pro-Russian threat actors launch a Telegram-based ransomware-as-a-service platform, only to undermine their own operation by carelessly hardcoding master decryption keys in plaintext.Over 230 environmental organizations urge Congress to impose a nationwide pause on new data center construction, highlighting the facilities' escalating strain on electricity, water resources, and climate goals driven by AI expansion.Let's go have a look, but honey don't forget the keys!Find the full transcript to the podcast here.

Hasta hace poco, MinIO era el rey indiscutible para implementar almacenamiento S3 autoalojado. Pero un cambio de licencia polémico (de Apache 2.0 a la estricta AGPL v3) y, lo que es peor para el usuario libre, la eliminación de la Consola GUI de la versión abierta, han forzado a muchos, incluido yo, a buscar una alternativa. ¡Y la hemos encontrado!En este episodio, te explico a fondo qué es S3, por qué este protocolo de almacenamiento de objetos es una pieza clave e indispensable para cualquier infraestructura de selfhosting o *homelab*, y te presento a RustFS, el nuevo servidor compatible con la API de S3 que está diseñado para la comunidad, manteniendo la promesa de ser libre, transparente, rápido, y lo más importante: con su interfaz gráfica de administración incluida.

Cyber attacks are no longer a future problem or a Silicon Valley issue. They are happening right now across the United States, quietly and relentlessly, targeting local governments, public agencies, schools, police departments, fire services, and critical infrastructure that most people rely on every day. In this episode of the Security Squawk Podcast, we break down the uncomfortable truth about the current cyber threat landscape and why much of it is flying under the radar. We start with a major data breach involving 700Credit, a financial services company widely used by car dealerships across the country. The breach impacted an estimated 5.8 million consumers, exposing sensitive personal information including names, addresses, birth dates, and Social Security numbers. What makes this incident especially troubling is that it originated through a third-party integration and went undetected until it was too late. This is a textbook example of how supply chain risk, weak API oversight, and poor third-party visibility continue to plague organizations of all sizes. For business owners, IT leaders, and managed service providers, this breach highlights a critical lesson. Security controls inside your own environment are meaningless if your partners, vendors, or integrations are not held to the same standard. Attackers know this, and they are exploiting it aggressively. Next, we shift to a growing and deeply concerning trend involving nation-state threat actors, particularly Russian-backed groups targeting network edge devices. Firewalls, VPN appliances, routers, and other edge infrastructure are now prime targets because they offer direct access to internal networks and often remain poorly monitored or improperly configured. These attacks are not always sophisticated zero-day exploits. In many cases, they succeed because of exposed management interfaces, outdated firmware, or weak credentials. This matters because edge devices sit at the front door of nearly every organization. Once compromised, they allow attackers to persist quietly, move laterally, and stage future attacks without triggering traditional endpoint defenses. The takeaway is clear. If you are not actively inventorying, patching, and monitoring your edge infrastructure, you are already behind. Then we pull the lens back even further and focus on what may be the most underreported cyber crisis happening today. Public sector organizations across the United States are under sustained cyber attack. Cities, towns, school districts, emergency services, and municipal agencies are being hit week after week. These incidents rarely make national headlines. Instead, they show up in small local news outlets, if they are reported at all. We discuss a real-world incident in Attleboro, Massachusetts, where a cybersecurity event disrupted online municipal services and briefly appeared on local television. Stories like this are happening everywhere. From ransomware attacks that shut down city services to breaches that expose resident data, public organizations are being targeted because attackers know they are often underfunded, understaffed, and slow to recover. Using data from ransomware.live and other tracking resources, we highlight how widespread these attacks really are. Thousands of U.S.-based victims are logged publicly, many of them tied to government or quasi-government entities. This is not random. It is a calculated strategy by cybercriminals who understand the pressure public agencies face to restore services quickly, often making them more likely to pay ransoms or quietly rebuild without public disclosure. Throughout the episode, we connect these stories to practical lessons for businesses, MSPs, and IT professionals. Cybersecurity is no longer about preventing every breach. It is about resilience, visibility, and response. It is about understanding where your real risk lies and taking proactive steps before an incident forces your hand. If you work in IT, run an MSP, manage infrastructure, or support public organizations, this episode delivers insight you can use immediately. We cut through the noise, skip the fear marketing, and focus on what actually matters in today's threat environment. Security Squawk exists to make cybersecurity real, relevant, and actionable. If this episode brings value to you, please subscribe, leave a review, and share it with someone who needs to hear it. And if you want to support the show directly, the easiest way is to buy us a coffee at https://buymeacoffee.com/securitysquawk Your support helps us keep producing honest conversations about the threats most people never see until it's too late.

In this episode, I'm thrilled to welcome back Duncan Clark from Flourish and Canva to talk about the incredible evolution of both tools over the past few years. We dig into how the Flourish and Canva teams have grown, how they now collaborate, and what that means for users who care about data visualization, storytelling, and workflow. Duncan walks through major updates—including the new Start With Data feature, expanded enterprise security options, and deeper presentation-focused capabilities. We also explore long-standing user requests, dashboarding, and how AI may soon accelerate data-viz workflows. It's a wide-ranging and deeply insightful conversation for anyone who uses—or teaches—data visualization.Keywords: Flourish, Canva, Duncan Clark, data visualization, data storytelling, interactive graphics, data design, data tools, newsroom visualization, enterprise data security, Start With Data, presentations, dashboards, API visualization, data workflows, information design, PolicyViz PodcastSubscribe to the PolicyViz Podcast wherever you get your podcasts.Become a patron of the PolicyViz Podcast for as little as a buck a monthCheck our FlourishFollow me on Instagram, LinkedIn, Substack, Twitter, Website, YouTubeEmail: jon@policyviz.com

The relationship between journalism and AI has been off to an antagonistic start, with multiple court cases underway and plenty of discourse about what should happen next. There are various proposed approaches to setting up a better interplay between the two, but one person with an especially unique idea is Professor Jeff Jarvis, who joins the podcast this week to discuss the concept of an API for news that would help journalists embrace AI in a positive way.

I've been working on a new project this week using the "Yutori Navigator" API. The original plan was to scrape Seeking Alpha articles for comment volume and upvotes to catch market sentiment, but I realized they guard their data too closely, so I switched to Reddit. I'm having much better luck there and have already found some interesting sentiment trends on stocks like Duolingo and PayPal. I'm also tracking a theory that "silence"—when the chatter suddenly stops after a big price move—might actually be a powerful turning point signal. I'm going to keep refining this to see if I can build a solid automated tracker.

*** the sound balance is a bit off on this episode and we couldn't resolve it in editing - apologies!Shopify's bi-annual Editions launch is a key industry event that generates a lot of buzz.Learn about the latest developments from Shopify's winter editions with Ben Homer, Senior Solutions Engineer at Shopify. The discussion centers around the transformative impact of AI and agentic commerce on the platform, highlighting Shopify's commitment to enhancing both user and developer experiences. Why listen:Get insights into Shopify's strategic directionUnderstand the potential of AI in commerceLearning about new tools that democratise business capabilities.Key discussion points:Shopify's AI integration: explore how Shopify is leveraging AI to enhance platform capabilities, including the rollout of agentic commerce tools like Sidekick.Catalogs API Access: learn about the new access for developers to Shopify's catalogs API, enabling innovative tooling and expanded commerce capabilities.Pulse and SimGym: discover how these tools are democratising data-driven insights and testing, making advanced capabilities accessible to businesses of all sizes.Future of Shopify Flow: understand the potential of Shopify Flow in automating complex tasks and enhancing operational efficiency. Tinker and A/B Testing: get a glimpse into upcoming tools designed to simplify content creation and enhance hardware connectivity for Shopify users.

In "Why It's Time to Expect More from Your EDI Platform", Joe Lynch and Shane Hagen, Presales Solutions Architect at Cleo, discuss the necessity of transitioning from traditional EDI to a unified platform for strategic supply chain orchestration and superior visibility. About Shane Hagen Shane Hagen is a Presales Solutions Architect at Cleo. He designs integration solutions that seamlessly connect internal applications with external partners, leveraging both API and EDI integration patterns. Cleo's customers rely on Shane to solve complex supply-chain challenges, trusting him to bridge the gap between business objectives and technical execution. With over eight years of experience in the integration space—including a prior role at Boomi—Shane brings deep expertise in modern connectivity and enterprise workflow design. He holds a computer science degree from Penn State University. About Cleo Cleo Integration Cloud (CIC) is a cloud-based integration platform, that allows organizations to build, operate, and optimize critical supply chain orchestration processes. The CIC platform brings end-to-end integration visibility across API, EDI, and non-EDI integrations, giving technical and business users the confidence to rapidly onboard trading partners, enable integration between applications, and accelerate revenue-generation. As a supply chain orchestration software company focused on business outcomes, Cleo's focus is to ensure each customer's potential is realized by delivering strategic solutions that make it easy to discover and create value through the movement and integration of B2B enterprise data. Key Takeaways: Why It's Time to Expect More from Your EDI Platform In "Why It's Time to Expect More from Your EDI Platform", Joe Lynch and Shane Hagen, Presales Solutions Architect at Cleo, discuss the necessity of transitioning from traditional EDI to a unified platform for strategic supply chain orchestration and superior visibility. The Imperative for Seamless System Connectivity The penalty for not connecting internal systems directly to external business partners is severe: it forces manual entry, leading to processes that are time-consuming, slow, unreliable, and prone to error. Organizations must expect their EDI platform to eliminate this manual burden and ensure robust, automated data exchange. Shift from Transaction Processing to Supply Chain Orchestration Expect your platform to evolve beyond simple data exchange to become a strategic tool for supply chain orchestration. Modern cloud platforms, like Cleo Integration Cloud (CIC), manage, operate, and optimize critical B2B enterprise data movement across the entire network, driving strategic business outcomes. Enabling Profitable Partner Relationships Through Speed Working with a powerful integration platform like Cleo is the key to accelerating growth. It directly enables companies to onboard new customers, suppliers, and business partners significantly faster, which is foundational to building more prosperous, high-velocity relationships. Hybrid Integration is the New Standard (API + EDI) The complexities of the modern supply chain require integration solutions that seamlessly blend traditional EDI with contemporary API patterns. A high-value platform must provide a unified environment for designing complex, end-to-end workflows that leverage both types of connectivity. Comprehensive Visibility Across All Data Streams True operational control requires end-to-end integration visibility across every data flow—API, EDI, and non-EDI. This holistic view gives technical and business users the confidence to solve complex supply-chain challenges by quickly identifying and resolving any bottlenecks. Bridging the Gap Between Business Strategy and Technical Execution A modern EDI platform must act as the essential link between ambitious business objectives (like accelerated revenue and growth) and the technical execution required to meet them. Guest experts, like Shane Hagen, are relied upon to translate complex requirements into measurable business value. Strategic Partnerships Drive Industry Focus (The Trimble Example) Expect your integration provider to have deep, strategic alliances within key industries. Cleo's position as a proud Trimble partner highlights its experience in solving complex integration challenges for Trimble customers and demonstrates its specialized focus on critical industry ecosystems. Learn More About Why It's Time to Expect More from Your EDI Platform Shane Hagen Cleo | Linkedin Cleo Demo Case Studies The Logistics of Logistics Podcast If you enjoy the podcast, please leave a positive review, subscribe, and share it with your friends and colleagues. The Logistics of Logistics Podcast: Google, Apple, Castbox, Spotify, Stitcher, PlayerFM, Tunein, Podbean, Owltail, Libsyn, Overcast Check out The Logistics of Logistics on Youtube

In this episode of The Cybersecurity Defenders Podcast, we discuss some intel being shared in the LimaCharlie community.For for more information about Cybersecurity Cares, visit cybersecurity-cares.comReact2Shell is the latest high-profile vulnerability in the web application landscape, scoring a critical CVSS 10.0 and drawing immediate comparisons to Log4Shell.Researchers at Noma Labs disclosed a critical vulnerability in Google's Gemini Enterprise AI assistant, dubbed GeminiJack, that allowed attackers to stealthily exfiltrate sensitive enterprise data.U.S. prosecutors have charged Victoria Eduardovna Dubranova, a 33‑year‑old Ukrainian woman, in two separate indictments for her alleged involvement with pro‑Russia hacktivist groups CyberArmyofRussia_Reborn and NoName057(16).A China-aligned threat actor identified as Warp Panda has been linked to recent compromises of VMware vCenter environments at U.S.-based organizations, according to a new report from CrowdStrike. Original CrowdStrike article. CISA BRICKSTORM Backdoor breakdown. Analysis report.Support our show by sharing your favorite episodes with a friend, subscribe, give us a rating or leave a comment on your podcast platform.This podcast is brought to you by LimaCharlie, maker of the SecOps Cloud Platform, infrastructure for SecOps where everything is built API first. Scale with confidence as your business grows. Start today for free at limacharlie.io.

https://www.otplinks.com 0:00 Welcome & today's focus: Retatrutide and “chasing the biggest number” 1:11 On The Pen intro, live schedule (Mon/Wed/Fri) & housekeeping 2:10 How Dave first heard about retatrutide (work trip, early phase 1 data) 3:35 Flashback clip: early excitement about retatrutide phase 3 trials 4:40 Why this new retatrutide data feels different for obesity medicine 5:32 TRIUMPH-4 trial overview: obesity + knee osteoarthritis population 7:00 Headline results: 28.7% average weight loss, surgery-level efficacy 8:47 Breaking down weight loss by dose (9 mg vs 12 mg; 25–35% loss rates) 11:05 What “efficacy estimate” really means (race-track analogy) 13:28 Real-world view: treatment-regimen estimate (20–23.7%) vs trial ideal 15:40 Mechanism refresher: GIP, GLP-1, glucagon and why RETA differs from TIRZ 18:05 Side effects, dysesthesia/allodynia & who stopped treatment (BMI differences) 21:02 Why the lower doses matter & who actually needs 30% weight loss 24:15 From “just make the scale go down” to quality of weight loss & body composition 28:05 Future focus: health, longevity, and peptides beyond hitting goal weight 30:40 Viewer Q&A: combining RETA + TIRZ, amylin (eloralintide) combos & “talk to your doctor” 34:38 How retatrutide changes the next decade of obesity treatment conversations 37:22 News update: high-dose Wegovy 7.2 mg approval in the EU & US outlook 40:55 Orforglipron oral GLP-1: liver-signal concerns & fast-track FDA review 45:20 Why small-molecule oral GLP-1s aren't the same as injectable peptides 48:40 New topic: Indiana “Safe Drug Act of 2025” and why Dave is concerned 51:02 Production caps, “essentially a copy” language & shifting power from prescribers to FDA 54:28 How the bill undermines personalization while ignoring real safety tools 57:05 Safety theater vs real safeguards: API sourcing, sterility & adverse-event reporting 59:45 Who actually gets hit: compliant 503A/503B compounders vs existing bad actors 1:02:05 Call to action: petition at otplinks.com & why patient voices matter 1:05:10 Change.org impact, media attention & centering the patient perspective 1:07:30 Final Q&A, subscribe, obesity.news email list & closing thanks Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

OpenAI GPT-5.2 is here! The new model shows improvements, but the bigger news might be the deal Sam Altman made with Disney to bring characters to Sora. We dive into the implications for AI & Hollywood, plus Google's Deep Research & Android XR, Runway Gen-4.5, Gemini 2.5, & WAY more AI News. HARSH, THE GUARDRAILS WILL BE. FUN, YOU MIGHT STILL HAVE. Get notified when AndThen launches: https://andthen.chat/ Come to our Discord to try our Secret Project: https://discord.gg/muD2TYgC8f Join our Patreon: https://www.patreon.com/AIForHumansShow AI For Humans Newsletter: https://aiforhumans.beehiiv.com/ Follow us for more on X @AIForHumansShow Join our TikTok @aiforhumansshow To book us for speaking, please visit our website: https://www.aiforhumans.show/   // Show Links // OpenAI's GPT-5.2 https://openai.com/index/introducing-gpt-5-2/ Disney OpenAI Deal For Sora & Investment https://openai.com/index/disney-sora-agreement/ https://www.wsj.com/business/media/disney-to-invest-1-billion-in-openai-license-characters-for-use-in-chatgpt-sora-3a4916e2?st=y8EdTr&reflink=article_copyURL_share Bob Iger Talks Deal on CNBC https://x.com/MorePerfectUS/status/1999162796966051953?s=20 Cease & Desist letter sent to Google day before this deal https://www.wsj.com/business/media/disney-to-invest-1-billion-in-openai-license-characters-for-use-in-chatgpt-sora-3a4916e2?st=d74Bcx&reflink=desktopwebshare_permalink Google's New AR XREAL Android Glasses (Demo starts at 12:19) https://www.youtube.com/live/a9xPC_FoaG0?si=7X4wC-x3lTu18WYk&t=739 Google Deep Research Agent (in API) https://blog.google/technology/developers/deep-research-agent-gemini-api New Updates To Google Gemini 2.5 Flash Audio https://x.com/googleaidevs/status/1998874506912538787?s=20 Runway 4.5 Launches + Lots Of New Stuff https://www.youtube.com/live/OnXu-6xecxM?si=YIzZO5egj4m_SJgV Gavin's First Runway 4.5 Output https://x.com/gavinpurcell/status/1999171408979509322?s=20 Design Within Cursor Now https://x.com/cursor_ai/status/1999147953609736464?s=20 Glif's Agent Getting Really Good https://x.com/heyglif/status/1998493507615600696?s=20 Gavin's 'fashion' shoot with GLIF Agent https://x.com/gavinpurcell/status/1998560308873527454?s=20 McDonald's Pulls AI Ad After Getting Dragged Across The Coals https://futurism.com/artificial-intelligence/mcdonalds-ai-generated-commercial Video of the T-800 From Last Week Kicking Their CEO https://x.com/CyberRobooo/status/1997290129506148654?s=20 Nano Banana Pro Five Minutes Earlier / One Hour Later / Ten Hours Later Prompt https://x.com/gizakdag/status/1998501408098668983?s=20 Making Crowds In of Famous Images https://www.reddit.com/r/aiArt/comments/1pifspt/crowded/ Duck Season / Rabbit Season By lkcampbell in our Discord https://sora.chatgpt.com/p/s_6936b1cadd008191b1042ff7f0bb913f  

Join us for this week's Defender Fridays as we explore the reality of AI-powered malware threats with Randy Pargman, Senior Director of Threat Detection at Proofpoint.At Defender Fridays, we delve into the dynamic world of information security, exploring its defensive side with seasoned professionals from across the industry. Our aim is simple yet ambitious: to foster a collaborative space where ideas flow freely, experiences are shared, and knowledge expands.In this episode, Randy challenges the hype around AI-powered polymorphic malware and examines how threat actors actually operate in practice. He discusses why defenders should focus on real-world threats rather than theoretical sophisticated attacks.Key Topics:The gap between AI malware hype and practical realityWhy threat actors prefer simple, effective methods over sophisticated techniquesThe prevalence of legitimate RMM tools in modern attacksBuilding practical detection strategies for actual threatsLessons from physical security that apply to cybersecurity defenseRandy Pargman is Senior Director of Threat Detection at Proofpoint, where he leads detection engineering, sandbox development, and threat actor tracking initiatives. Join us every Friday at 10:30am PT for live, interactive discussions with industry experts. Whether you're a seasoned professional or just curious about the field, these sessions offer an engaging dialogue between our guests, hosts, and you – our audience. Register here: https://limacharlie.io/defender-fridaysSubscribe to our YouTube channel and hit the notification bell to never miss a live session or catch up on past episodes on our website!This episode is brought to you by LimaCharlie, the world's first SecOps Cloud Platform (SCP). Build and customize your security stack like "lego blocks" with our flexible, API-first solution.Eliminate vendor sprawl and tool complexityDeploy and scale effortlessly on native multi-tenant architectureReduce costs with intelligent data routing and free 1-year retentionBuild custom solutions with 100+ security capabilities on-demandImprove response times with automation and real-time capabilitiesTry the SecOps Cloud Platform free: https://limacharlie.ioHost: Maxime Lamothe-Brassard - Founder at LimaCharlie

Terry McLean, co-founder and CEO of SageSure, joins FNO: InsureTech for a detailed look at SageSure's beginnings, the company's focus on coastal and catastrophe-exposed property, and their disciplined approach to underwriting. McLean outlines SageSure's path from its first policy in 2009 to a multi-state, multi-billion dollar business, discusses recent acquisitions, and describes the company's approach to technology and culture based on observable behaviors. The conversation covers the practical factors that have shaped SageSure's strategy in challenging markets, quoting directly from McLean's experience and the company's evolution. Key Highlights The inception of SageSure based on the recognition of permanent dislocation in coastal property markets, and the pursuit of serving preferred but underserved customers by underwriting risk with discipline and care. SageSure's focus on gradual, organic growth, prioritizing profitability for carrier partners through comprehensive underwriting, including inspection of every home insured. Insights into the rationale behind entering catastrophe-prone markets that others avoided, and the business model built around pricing accurately for risk. Exploration of SageSure's acquisitions of GeoVera and Olympus, including the specific "carrier bifurcation" strategy used in these deals and the multi-year process of integrating technology and teams. Overview of investments in proprietary technology to deliver what McLean calls a "market leading buying experience" for producers, including API-driven integration and continuous improvement based on producer feedback. Explanation of SageSure's internal culture, highlighting "behaviors we value"—namely, "We Are Fountains," "We Run Down the Hall," and "We Don't Try"—and their origin and impact on daily interactions. The background behind the SageSure name and branding transition from Coastal Risk Underwriters.

In this episode of the Wharton FinTech Podcast, host Meaghan McGowan sits down with Mike Yu, CEO and Co-founder of Vesta, to explore the modernization of the mortgage technology stack. Mike shares Vesta's origin story and how he and his team are rebuilding the loan origination system to be flexible, automated, and API-first. The episode explores: - How modern workflows, partner integrations, and recent developments, including Vesta's partnership with Pennymac, are reshaping lender operations - Macro trends, the growing role of AI, and how lenders are rethinking their technology stacks - The future of “self-driving” origination, and - Advice for founders building in regulated financial infrastructure

Eytan Seidman, VP of product at Shopify, joins the podcast to unpack Shopify's Winter '26 Edition and how AI is emerging into the market for developers and merchants. They discuss the new Dev MCP server, showing how tools like Cursor and Claude Desktop can rapidly scaffold Shopify apps, wire up Shopify functions, and ship payment customization and checkout UI extension experiences that lean on Shopify primitives like meta fields and meta objects across online stores and point of sale. Eytan also breaks down how Sidekick connects with apps, why the new analytics API and ShopifyQL open fresh analytics use cases, and more. Links Shopify Winter '26 Edition: https://www.shopify.com/editions/winter2026 We want to hear from you! How did you find us? Did you see us on Twitter? In a newsletter? Or maybe we were recommended by a friend? Fill out our listener survey (https://t.co/oKVAEXipxu)! https://t.co/oKVAEXipxu Let us know by sending an email to our producer, Elizabeth, at elizabeth.becz@logrocket.com (mailto:elizabeth.becz@logrocket.com), or tweet at us at PodRocketPod (https://twitter.com/PodRocketpod). Check out our newsletter (https://blog.logrocket.com/the-replay-newsletter/)! https://blog.logrocket.com/the-replay-newsletter/ Follow us. Get free stickers. Follow us on Apple Podcasts, fill out this form (https://podrocket.logrocket.com/get-podrocket-stickers), and we'll send you free PodRocket stickers! What does LogRocket do? LogRocket provides AI-first session replay and analytics that surfaces the UX and technical issues impacting user experiences. Start understanding where your users are struggling by trying it for free at LogRocket.com. Try LogRocket for free today. (https://logrocket.com/signup/?pdr) Chapters 01:00 — AI as the Focus of Winter '26 02:00 — MCP Server as the Ideal Dev Workflow 03:00 — Best Clients for MCP (Cursor, Claude Desktop) 04:00 — Hallucinations & Code Validation in MCP 06:00 — Developer Judgment & Platform Primitives 07:00 — Storage Choices: Meta Fields vs External Storage 09:00 — Learning UI Patterns Through MCP 10:00 — Sidekick Overview & Merchant Automation 11:00 — Apps Inside Sidekick: Data & UI Integration 13:00 — Scopes, Data Access & Developer Responsibility 14:00 — AI-Ready Platform & Explosion of New Apps 16:00 — New Developer Demographics Entering Shopify 17:00 — Where Indie Devs Should Focus (POS, Analytics) 18:00 — New Analytics API & Opportunities 19:00 — Full Platform Coverage via MCP Tools 20:00 — Building Complete Apps in Minutes 21:00 — Large Stores, Token Limits & MCP Scaling 22:00 — Reducing Errors with UI & Function Testing 23:00 — Lessons from Building the MCP Server 25:00 — Lowering Barriers for Non-Experts 26:00 — High-Quality Rust Functions via MCP 27:00 — MCP Spec Adoption: Tools Over Resources 28:00 — Future: Speed, Quality & UI Precision 29:00 — Model Evolution, Evals & Reliability 31:00 — Core Shopify Primitives to Build On 33:00 — Docs, Community & Learning Resources

Capabilities? Through the roof? Usage? Ground floor.Claude Agent Skills might be one of the most useful features of any front-end LLM. Yet....it's crickets in terms of chat around it. For this 'AI at Work on Wednesday' episode, we're breaking it down for beginners and will have you spinning up your own Claude Agent Skills in no time. Claude Skills: How to build Custom Agentic Abilities for beginners -- An Everyday AI Chat with Jordan WilsonNewsletter: Sign up for our free daily newsletterMore on this Episode: Episode PageJoin the discussion:Thoughts on this? Join the convo and connect with other AI leaders on LinkedIn.Upcoming Episodes: Check out the upcoming Everyday AI Livestream lineupWebsite: YourEverydayAI.comEmail The Show: info@youreverydayai.comConnect with Jordan on LinkedInTopics Covered in This Episode:Claude Skills Agentic Features OverviewDifferences: Claude Skills vs. GPTs vs. GEMSModular Agentic Workflow File StructureStep-by-Step Guide: Building Claude SkillsClaude Skills YAML/Markdown Setup ProcessTesting and Validating Custom Claude SkillsAdvanced Capabilities: Executable Code & Sub-AgentsCommon Troubleshooting for Claude Skills CreationTimestamps:00:00 "Claude Skill Library Unveiled"06:27 "Claude Skills Explained"07:29 Custom GPTs and Gems Explained11:18 Claude Skills vs Projects17:31 "Refining Skill Triggers Effectively"20:17 "Beginner Cloud Skills Best Practices"23:39 "Preferring GPT and Memory Tools"25:54 "Saving Skill File Properly"28:09 Creating Skills on Claude33:43 "Creating AI News Searcher"35:36 Claude Skills Now Available37:39 "Optimizing Claude for Knowledge Tasks"41:05 "Skill Builder Library Access"Keywords:Claude skills, Claude agent skills, custom agentic abilities, large language model, agentic workflows, specialized tasks, coding capabilities, file creation, executable code, skills library, skill builder, skill creator, markdown file, skill.md, folder structure, YAML front matter, composable skills, modular instructions, automation, prompt engineering, skill triggers, skill testing, advanced features, API skill versioning, governance and efficiency,Send Everyday AI and Jordan a text message. (We can't reply back unless you leave contact info) Vibe coding is dead simple. Head to AI.Studio/build to create your first app.  Vibe coding is dead simple. Head to AI.Studio/build to create your first app. 

Topics covered in this episode: PEP 798: Unpacking in Comprehensions Pandas 3.0.0rc0 typos A couple testing topics Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org / @mkennedy.codes (bsky) Brian: @brianokken@fosstodon.org / @brianokken.bsky.social Show: @pythonbytes@fosstodon.org / @pythonbytes.fm (bsky) Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 10am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: PEP 798: Unpacking in Comprehensions After careful deliberation, the Python Steering Council is pleased to accept PEP 798 – Unpacking in Comprehensions. Examples [*it for it in its] # list with the concatenation of iterables in 'its' {*it for it in its} # set with the union of iterables in 'its' {**d for d in dicts} # dict with the combination of dicts in 'dicts' (*it for it in its) # generator of the concatenation of iterables in 'its' Also: The Steering Council is happy to unanimously accept “PEP 810, Explicit lazy imports” Brian #2: Pandas 3.0.0rc0 Pandas 3.0.0 will be released soon, and we're on Release candidate 0 Here's What's new in Pands 3.0.0 Dedicated string data type by default Inferred by default for string data (instead of object dtype) The str dtype can only hold strings (or missing values), in contrast to object dtype. (setitem with non string fails) The missing value sentinel is always NaN (np.nan) and follows the same missing value semantics as the other default dtypes. Copy-on-Write The result of any indexing operation (subsetting a DataFrame or Series in any way, i.e. including accessing a DataFrame column as a Series) or any method returning a new DataFrame or Series, always behaves as if it were a copy in terms of user API. As a consequence, if you want to modify an object (DataFrame or Series), the only way to do this is to directly modify that object itself. pd.col syntax can now be used in DataFrame.assign() and DataFrame.loc() You can now do this: df.assign(c = pd.col('a') + pd.col('b')) New Deprecation Policy Plus more - Michael #3: typos You've heard about codespell … what about typos? VSCode extension and OpenVSX extension. From Sky Kasko: Like codespell, typos checks for known misspellings instead of only allowing words from a dictionary. But typos has some extra features I really appreciate, like finding spelling mistakes inside snake_case or camelCase words. For example, if you have the line: *connecton_string = "sqlite:///my.db"* codespell won't find the misspelling, but typos will. It gave me the output: *error: `connecton` should be `connection`, `connector` ╭▸ ./main.py:1:1 │1 │ connecton_string = "sqlite:///my.db" ╰╴━━━━━━━━━* But the main advantage for me is that typos has an LSP that supports editor integrations like a VS Code extension. As far as I can tell, codespell doesn't support editor integration. (Note that the popular Code Spell Checker VS Code extension is an unrelated project that uses a traditional dictionary approach.) For more on the differences between codespell and typos, here's a comparison table I found in the typos repo: https://github.com/crate-ci/typos/blob/master/docs/comparison.md By the way, though it's not mentioned in the installation instructions, typos is published on PyPI and can be installed with uv tool install typos, for example. That said, I don't bother installing it, I just use the VS Code extension and run it as a pre-commit hook. (By the way, I'm using prek instead of pre-commit now; thanks for the tip on episode #448!) It looks like typos also publishes a GitHub action, though I haven't used it. Brian #4: A couple testing topics slowlify suggested by Brian Skinn Simulate slow, overloaded, or resource-constrained machines to reproduce CI failures and hunt flaky tests. Requires Linux with cgroups v2 Why your mock breaks later Ned Badthelder Ned's taught us before to “Mock where the object is used, not where it's defined.” To be more explicit, but probably more confusing to mock-newbies, “don't mock things that get imported, mock the object in the file it got imported to.” See? That's probably worse. Anyway, read Ned's post. If my project myproduct has user.py that uses the system builtin open() and we want to patch it: DONT DO THIS: @patch("builtins.open") This patches open() for the whole system DO THIS: @patch("myproduct.user.open") This patches open() for just the user.py file, which is what we want Apparently this issue is common and is mucking up using coverage.py Extras Brian: The Rise and Rise of FastAPI - mini documentary “Building on Lean” chapter of LeanTDD is out The next chapter I'm working on is “Finding Waste in TDD” Notes to delete before end of show: I'm not on track for an end of year completion of the first pass, so pushing goal to 1/31/26 As requested by a reader, I'm releasing both the full-so-far versions and most-recent-chapter Michael: My Vanishing Gradient's episode is out Django 6 is out Joke: tabloid - A minimal programming language inspired by clickbait headlines

Arto Minasyan is the Co-founder and President of Krisp, a company that provides AI-powered noise cancellation and voice optimization to improve clarity in virtual communication. He is also the Co-founder and CEO of 10Web, an AI-driven WordPress platform that automates website building, hosting, and performance optimization for businesses and agencies.  In this episode… Voice technology is evolving faster than most people can track, redefining how we meet, collaborate, and build online. As AI becomes woven into everyday tools, tasks that once felt clunky or technical now feel surprisingly simple. So what happens when voice AI and automated web creation become powerful enough to feel effortless? For Arto Minasyan, a longtime innovator in AI-driven communication, real progress occurs when technology removes friction from the experience instead of adding to it. He explains that people don't embrace tools simply because they're sophisticated — they stick with the ones that make life easier within seconds. That thinking guided Krisp's expansion from basic noise reduction into transcription, meeting notes, and real-time accent conversion. His work on automated WordPress creation reflects the same principle: deliver immediate results through an API rather than forcing users to navigate a complex platform. By centering speed, clarity, and intuitive workflows, Arto sees AI reshaping the way people communicate and build online. In this episode of the Inspired Insider Podcast, Dr. Jeremy Weisz sits down with Arto Minasyan, Co-founder and President of Krisp, to discuss the rise of voice AI and next-generation WordPress automation. They explore Krisp's expansion beyond noise cancellation, the power of an API-first website builder, and how timing shapes startup success. Arto also talks about the future of human-to-computer voice interaction.