Podcasts about Open source

Topics covered in this episode: Setting up a Python monorepo with uv workspaces cattrs: Flexible Object Serialization and Validation Learning to program in the AI age VS Code extension for FastAPI and friends 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 11am 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. Brian #1: Setting up a Python monorepo with uv workspaces Dennis Traub The 3 things Give the Root a Distinct Name Use workspace = true for Inter-Package Deps Use importlib Mode for pytest Michael #2: cattrs: Flexible Object Serialization and Validation cattrs is a Swiss Army knife for (un)structuring and validating data in Python. A natural alternative/follow on from DataClass Wizard Converts to ←→ from dictionaries cattrs also focuses on functional composition and not coupling your data model to its serialization and validation rules. When you're handed unstructured data (by your network, file system, database, …), cattrs helps to convert this data into trustworthy structured data. Batteries Included: cattrs comes with pre-configured converters for a number of serialization libraries, including JSON (standard library, orjson, UltraJSON), msgpack, cbor2, bson, PyYAML, tomlkit and msgspec (supports only JSON at this time). Brian #3: Learning to program in the AI age Jose Blanca “I teach a couple of introductory Python courses and I've been thinking about which advice to give to my students, that are studying how to program for the first time. I have collected my ideas in these blog posts” Why learning to program is as useful as ever, even with powerful AI tools available. How to use AI as a tutor rather than a shortcut, and why practice remains the key to real understanding. What the real learning objectives are: mental models, managing complexity, and thinking like a software developer. Michael #4: VS Code extension for FastAPI and friends Enhances the FastAPI development experience in Visual Studio Code Path Operation Explorer: Provides a hierarchical tree view of all FastAPI routes in your application. Search for routes: Use the Command Palette and quickly search for routes by path, method, or name. CodeLens links appear above HTTP client calls like client.get('/items'), letting you jump directly to the matching route definition. Deploy your application directly to FastAPI Cloud from the status bar with zero config. View real-time logs from your FastAPI Cloud deployed applications directly within VS Code. Install from Marketplace. Extras Brian: Guido van Rossum interviews key Python developers from the first 25 years Interview with Brett Cannon Interview with Thomas Wouters Michael: IntelliJ IDEA: The Documentary | An origin story video Cursor Joined the ACP Registry and Is Now Live in Your JetBrains IDE What hyper-personal software looks like I'm doing in-person training again (limited scope): On-site, hands-on AI engineering enablement for software teams with Michael Joke: Saas is dead

After experiencing Planet Nix and SCaLE, we come back convinced the next phase of Linux is already taking shape.Sponsored By:Jupiter Party Annual Membership: Put your support on automatic with our annual plan, and get one month of membership for free! Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. Support LINUX UnpluggedLinks:

In this episode of Crazy Wisdom, Stewart Alsop sits down with Andre Oliveira, founder of Splash N Color, a bootstrapped 3D printing e-commerce business selling consumer goods on Amazon. The two cover a lot of ground — from how Andre went from running 40 FDM printers out of South Florida to offshoring manufacturing to China, to how he's using Claude Code to automate inventory management and generate supplier RFQs across 200+ SKUs. The conversation stretches into bigger territory too: the San Francisco AI scene, the rise of AI agents and what they mean for the future of the internet, whether local on-device AI will eventually replace cloud-based tools, and why building physical products will stay hard long after software becomes easy. It's a candid, wide-ranging conversation between two self-taught builders figuring things out in real time. Follow Andre on X: @AndreBaach.Timestamps00:00 — Andre introduces Splash N Color, his Amazon-based 3D printing e-commerce business and explains the grind of running 40 FDM machines in South Florida.05:00 — The conversation shifts to Claude Code and how Andre built an inventory automation system to manage sales velocity and RFQs across 200+ SKUs.10:00 — Stewart and Andre compare notes on Opus 4.6, debate Codex vs Claude, and Andre breaks down the new Agent Teams feature in Claude Code.15:00 — Discussion turns to the San Francisco AI scene, the viral OpenClaw launch event that drew 700 people, and what's capturing the city's imagination right now.20:00 — The pair wrestle with data privacy, the illusion of it since 2000, and whether full transparency of personal data might actually serve people better.25:00 — Stewart pitches his vision of local on-device AI replacing cloud tools entirely, and they debate the 10–15 year timeline for mainstream societal adoption.30:00 — Andre traces his origin story: a high school dropout from Brazil who spotted a 3D printing opportunity on Facebook Marketplace and got lucky timing with COVID.35:00 — They explore whether AI-generated 3D models and DfAM will automate physical manufacturing, and why proprietary specs keep the space stubbornly hard.Key InsightsLifestyle businesses deserve more respect. Andre spent months feeling inadequate scrolling through Twitter watching founders announce funding rounds, before realizing his cash-flowing, location-independent business was already the goal. The social media version of entrepreneurial success warped his perception of what he actually had built.Claude Code is becoming an operating system. Stewart describes running Claude Code as having a second OS on top of MacOS — one that makes the underlying machine legible in ways it never was before. Both guests use it not just for coding but as a primary interface for understanding and operating their businesses.Agent Teams changes how work gets done. Andre explains that Claude's new multi-agent feature lets you assign a team lead and specialized roles that communicate with each other in parallel, essentially running an autonomous task force inside your terminal — a meaningful leap beyond single-instance prompting.Physical manufacturing will stay hard. Even as AI-generated 3D models improve, tolerances of 0.5 millimeters can mean the difference between a product working or not. Design for manufacturing is a separate discipline from design itself, and proprietary specs mean open source models rarely hit commercial quality.The internet is heading toward agents. Both guests agree that AI agents will increasingly handle tasks humans currently do manually online — booking services, making payments, coordinating logistics — with the human internet potentially becoming secondary to a machine-to-machine layer.Iteration is the real value of 3D printing. Andre pushes back on 3D printing as a business unto itself, framing it instead as a prototyping tool. The true value is rapid iteration on housing, tolerances, and fit — not the printer, but the speed of the feedback loop it enables.Technology compounds in layers. Andre closes with a tech-tree analogy: each generation normalizes the tools of the previous one and builds the next layer on top. Agentic coding today is what the internet was in the 90s — the foundation for something we can't yet fully see.

Episode SummaryIn this episode of First Cheque, Cheryl and Maxine sit down with Laura Chambers, CEO of @Mozilla to dive into the transformative power of open source technology and its role in shaping the future of the internet and artificial intelligence. Laura shares insights on Mozilla's unique nonprofit structure, the importance of transparency and accessibility in technology, and the critical need for an open AI ecosystem to drive innovation and equity. From the historical impact of open source software like Firefox to the current challenges of balancing ethical AI development with business needs, this conversation is packed with lessons for early-stage investors and tech enthusiasts alike. Laura also provides an inside look at Mozilla Ventures and the Builders Program, which are supporting the next wave of open-source innovators. Whether you're an investor, founder, or just curious about the future of tech, this episode is a must-listen!Time Stamps00:00 Intro & Guest Highlights00:21 Why We're Excited About Laura Chambers03:14 Interview Begins: Laura's First Investment at Age 1005:20 Open Source 101: What It Is & Why It Matters07:08 Firefox vs Internet Explorer: The Open Source Origin Story09:58 How Healthy Is the Internet Today?13:50 Can You Actually Make Money From Open Source?15:45 What If the Internet Had Stayed Behind Paywalls?17:33 Gen AI Is the New Model T: We're Missing the Seatbelts19:37 The Case For & Against Closed Source AI21:35 Why Researchers, Academics & Governments Need Open Access22:17 Where Are We in the Gen AI Infrastructure Cycle?24:18 AI in Education: What Skills Do Kids Actually Need?26:36 Older Generations & the AI Learning Gap29:16 Open vs Closed: Who's Winning Right Now?33:49 Meta's Llama & the Strategic Logic of Going Open35:21 Advice for Founders & Investors Building on Open vs Closed Models39:21 Inside Mozilla Ventures: What They're Investing In41:31 Prompt Engineering Tips From a CEO (Say Please!)46:13 The Biggest Brave Moment: Moving Her Family & a 17-Year-Old Dog to Australia49:20 The Weight of Being CEO & What That Feels LikeResources1) Mozilla Ventures: Supporting startups focused on privacy, AI, and open source innovation. (https://mozilla.vc/)2) Mozilla Builders Program: Investing in and mentoring early-stage entrepreneurs building ethical tech solutions. (https://builders.mozilla.org/)3) Harvard University Study: Open Source Software's $8 Trillion Economic Impact A study on the global economic value created by open source technology. (https://www.hbs.edu/ris/Publication%20Files/24-038_51f8444f-502c-4139-8bf2-56eb4b65c58a.pdf)4) Anthropic Report on Bias in AI: Research highlighting the impact of bias and the importance of transparency in AI models. (https://www.anthropic.com/research/mapping-mind-language-model)First Cheque is part of Day One.Day One helps founders and startup operators make better business decisions more often. To learn more, join our newsletter to be notified of new First Cheque episodes and upcoming shows.This podcast uses the following third-party services for analysis: Podtrac - https://analytics.podtrac.com/privacy-policy-gdrpSpotify Ad Analytics - https://www.spotify.com/us/legal/ad-analytics-privacy-policy/

In this episode of Linux Out Loud, Wendy, Nate, and Bill start in the server room and end up staring down new “for the children” age‑verification laws aimed squarely at your operating system. They talk through wrangling tablets and printers with CUPS, why Framework laptops keep surviving industrial abuse, and how Deskflow brings Synergy/Barrier‑style magic to Wayland setups. From there, they dig into the new FIRST LEGO League robotics kits and what might be lost when classroom‑friendly AI kits replace hands‑on engineering. Finally, they unpack California and Colorado's OS‑level age‑verification bills, what “OS providers” really means, and why small Linux and BSD projects are already threatening to block entire states rather than bolt surveillance rails onto their distros. Show Links: CUPS (Common UNIX Printing System) – https://www.cups.org/ LibreNMS – network and printer monitoring – https://www.librenms.org/ Framework Laptop – https://frame.work/ Deskflow – seamless multi‑computer control – https://cubiclenate.com/2026/02/13/deskflow-seamless-multi-computer-control/ Third Reality Zigbee devices – https://3reality.com/ LEGO Education Computer Science & AI kit (new FLL robots) – https://education.lego.com/en-us/products/lego-education-computer-science-and-ai-45522 LEGO Education SPIKE Prime set – https://education.lego.com/en-us/products/lego-education-spike-prime-set-45678 California AB 1043 – Digital Age Assurance Act overview – https://calmatters.digitaldemocracy.org/bills/ca/2025-2026/ab1043 Nate – Data has weight (but only on SSDs) – https://cubiclenate.com/2026/03/04/data-has-weight-but-only-on-ssds-blathering/ Chapters: 00:00:00 Intro 00:00:52 Bill is a pro, trust me bro! 00:02:19 Printer monitoring, SNMP & copier contracts 00:07:01 Framework laptops in industrial environments 00:09:24 Framework durability, cases & drop protection 00:14:14 Deskflow – Wayland-friendly Synergy/Barrier 00:19:59 New FLL robots – kits, AI & concerns 00:33:10 Age verification laws hit Linux & BSD 00:38:58 Fines, liability & open-source maintainers 00:40:02 What counts as an “OS provider”? 00:44:43 Surveillance, mission creep & “for the children” 00:46:22 Future of OS compliance & responses 00:50:54 Guard rails 00:55:16 Wrap-up, jokes & closing banter 00:57:30 Data has weight 01:00:27 Outro Connect with the Hosts on Discord: Matt – @Dark1ltg Wendy – @Wendy.sh Nate – CubicleNate.com @CubicleNate Bill – @ctlinux on MastodonSpecial Guest: Bill.

We’re sorting puzzle pieces from the opening rounds of war with Iran. The U.S. and Israel started it. The Supreme Leader of the Islamic Republic in Iran was among the first to die in it, ... The post War with Iran appeared first on Open Source with Christopher Lydon.

Guest Miranda Heath Panelist Richard Littauer Show Notes In this episode of Sustain, host Richard Littauer is joined by PhD student Miranda Heath to discuss her research on altruism and maintainer burnout in open source, and specifically her report on burn out in open source maintainers. Miranda shares insights from her study on what motivates people to act altruistically and how these behaviors manifest in open source communities. She delves into the common issues maintainers face, such as changing motivations and the systemic challenges that contribute to burnout. Drawing on examples from her research, including kidney donors and open source maintainers, Miranda explores how community support, mentorship, and better funding can help mitigate burnout. The conversation also touches on the unique challenges neurodiverse maintainers face and the importance of creating supportive environments for them. Press download now to hear more! [00:00:44] Richard introduces Miranda Heath, whom he met at FOSDEM, and she's built a major report on maintainer burnout. [00:02:04] Miranda studies what motivates people to benefit others, how “altruism” is often framed too narrowly, and she points out neglected forms. [00:03:40] Richard asks about a name for the type of altruism, and they land on “collective altruism” as a useful label for shared/commons based giving. [00:04:25] Miranda explains her work on anonymous kidney donors and the key insight from the kidney donors is that altruism can be mundane. [00:06:45] Looking at the motivations of open source developers, Miranda sees overlap between altruistic impulses and open source and contrasts this with academia's paywall-driven publication system. [00:08:36] They discuss how motivation changes which leads to burnout risk, and Richard brings up Miranda's maintainer burnout report and what it was based on. [00:10:13] Miranda describes how this report started and what she wanted to change. [00:13:21] What are some systematic solutions for burnout? Miranda argues “money vs people” is a false dichotomy: respecting maintainers includes making it possible to live. Burnout is worsened by “double shift” dynamics and “Labor of love is still labor.” [00:16:18] Richard notes many maintainers are paid through employers, Miranda talks about paid maintainer roles still carry burnout risk, and some research done by Robert Karasek in the late 70's. [00:20:14] Miranda draws from social psychology: communities run on group norms (often unspoken), and emphasizes we need to make beneficiaries feel part of the in-group, so they adopt norms. [00:22:36] Richard highlights the Open Source Pledge and policy approaches like the Cyber Resilience Act, and Miranda notes policy could reduce autonomy and increase burnout if rigid. [00:26:22] What happens after burnout? Miranda believes we should prevent unwanted exits, normalize “sunsetting” conversations, and have a plan to wind down a project. [00:31:17] There's a discussion on how burnout shouldn't equal personal failure, and an example is brought up with the Tailwind CSS tensions. [00:35:19] Miranda stresses the importance of mentorship for community roles to be filled, Richard cites Abby Cabunoc's “3 C's” for mentor-worthy contributors, and Miranda mentions the concept of “Mentorship Triangle.” [00:38:03] Find out where you can follow Miranda and her work online. [00:38:27] We wrap with Miranda sharing there's an important gap with neurodivergence and autistic burnout and how more research needs to be done. Quotes [00:15:13] “Maintenance work is work, but a labor of love is labor.” Spotlight [00:40:47] Richard's spotlight is the klezmer band, OCH VEY. [00:41:33] Miranda's spotlight is the puzzle game, TR-49. Links SustainOSS podcast@sustainoss.org richard@sustainoss.org SustainOSS Discourse SustainOSS Mastodon SustainOSS Bluesky SustainOSS LinkedIn Open Collective-SustainOSS (Contribute) Richard Littauer Socials Miranda Heath Website Sentry Open Source Pledge Job Demands, Job Decision Latitude, and Mental Strain: Implications for Job Redesign by Robert Karasek, Jr. (Sage Publications) Cyber Resilience Act Abby Cabunoc Mayes-The Synthetic Senior: Rethinking Free Software Mentorship in the AI Era (FOSDEM 2026 talk video) OCH VEY Instagram TR-49 Credits Produced by Richard Littauer Edited by Paul M. Bahr at Peachtree Sound Show notes by DeAnn Bahr Peachtree Sound Special Guest: Miranda Heath.

In questa puntata, abbiamo parlato con Rossella Sblendido, Director of Engineering di SUSE, per entrare nel merito di cosa significa oggi costruire e governare uno stack cloud native basato su open source. Dalla distribuzione Linux a Rancher e Kubernetes, emergono scelte architetturali, modelli operativi e responsabilità tecniche che incidono direttamente sulla libertà di esecuzione dei workload.Uno sguardo concreto su cosa comporta adottare uno stack utilizzabile on-premises o su diversi cloud, riducendo il lock-in verso la piattaforma sottostante. Una riflessione pragmatica sul valore – e sui limiti – dell'essere davvero open nelle decisioni tecnologiche con impatto strategico.

Hey folks, Alex here, let me catch you up! Most important news about this week came today, mid-show, OpenAI dropped GPT 5.4 Thinking (and 5.4 Pro), their latest flagship general model, less autistic than Codex 5.3, with 1M context, /fast mode and the ability to steet it mid-reasoning. We tested it live on the show, it's really a beast. Also, since last week, Anthropic said no to Department of War's ultimatum and it looks like they are being designated as supply chain risk, OpenAI swooped in to sign a deal with DoW and the internet went ballistic (Dario also had some .. choice words in a leaked memo!) On the Open Source front, the internet lost it's damn mind when a friend of the pod Junyang Lin, announced his departure from Qwen in a tweet, causing an uproar, and the CEO of Alibaba to intervene. Wolfram presented our new in-house wolfbench.ai and a lot more! P.S - We acknowledge the war in Iran, and wish a quick resolution, the safety of civilians on both sides. Yam had to run to the shelter multiple times during the show. ThursdAI - Highest signal weekly AI news show is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.OpenAI drops GPT 5.4 Thinking and 5.4 Pro - heavy weight frontier models with 1M context, /fast mode, SOTA on many evalsOpenAI actually opened this week with another model drop, GPT 5.3-instant, which... we can honestly skip, it was fairly insignificant besides noting that this is the model that most free users use. It is supposedly “less cringe” (actual words OpenAI used). We all wondered when 5.4 will, and OpenAI once again proved that we named the show after the right day. Of course it drops on a ThursdAI. GPT 5.4 Thinking is OpenAI latest “General” model, which can still code, yes (they folded most of the Codex 5.3 coding breakthroughs in here) but it also shows an incredible 83% on GDPVal (12% over Codex), 47% on Frontier Math and an incredible ability to use computers and browsers with 82% on BrowseComp beating Claude 4.6 at lower prices than Sonnet! GPT 5.4 is also ... quite significantly improved at Frontend design? This landing page was created by GPT 5.4 (inside the Codex app, newly available on Windows) in a few minutes, clearly showing significant improvements in style. I built it also to compare prices, all the 3 flagship models are trying to catch up to Gemini in 1M context window, and it's important to note, that GPT 5.4 even at double the price after the 272K tokens cutoff is still.... cheaper than Opus 4.6. OpenAI is really going for broke here, specifically as many enterprises are adopting Anthropic at a faster and faster pace (it was reported that Anthropic is approaching 19B ARR this month, doubling from 8B just a few months ago!) Frontier math wizThe highlight from the 5.4 feedback came from a Polish mathematician Bartosz Naskręcki (@nasqret on X), who said GPT-5.4 solved a research-level FrontierMath problem he had been working on for roughly 20 years. He called it his “personal singularity,” and as overused as that word has become, I get why he said it. I've told you about this last week, we're on the cusp. Coding efficiencyThere's tons of metrics in this release, but I wanted to highlight this one, where it may seem on first glance that on SWE-bench Pro, this model is on par with the previous SOTA GPT 5.3 codex, but these dots here are thinking efforts. And a medium thinking effort, GPT 5.4 matches 5.3 on hard thinking! This is quite remarkable, as lower thinking efforts have less tokens, which means they are cheaper and faster ultimately! Fast mode arrives at OpenAI as wellI think this one is a direct “this worked for Anthropic, lets steal this”, OpenAI enabled /fast mode that.. burns the tokens at 2x the rate, and prioritizes your tokens at 1.5x the speed. So, essentially getting you responses faster (which was one of the main complains about GPT 5.3 Codex). I can't wait to bring the fast mode to OpenClaw with 5.4, which will absolutely come as OpenClaw is part of OpenAI now. There's also a really under-appreciated feature here that I think other labs are going to copy quickly: mid-thought steering. OpenAI now lets you interrupt the model while it's thinking and redirect it in real time in ChatGPT and iOS. This is a godsend if you're like me, sent a prompt, seeing the model go down the wrong path in thinking... and want to just.. steer it without stopping! Anthropic is now designated as supply-chain risk by DoWLast week I left you with a cliffhanger: Anthropic had received an ultimatum from the Department of War (previously the Department of Defense) to remove their two remaining restrictions on Claude — no autonomous kill chain without human intervention, and no surveillance of US citizens. Anthropic's response? “we cannot in good conscience acceede to their request” So much has happened since then; US President Trump said “I fired Anthropic” referring to his Truth Social post demanding intelligence agencies drop the use of Claude (which apparently was used in the war with Iran regardless); Sam Altman announced that OpenAI has agreed to DoW and will provide OpenAI models, causing a lot of people to cancel their OpenAI subscriptions, and later apologizing for the “rushed rollout”; Dario Amodei posted a very contentious internal memo that leaked, in which he name-called the presidency, Sam Altman and his motives, Palantir and their “safety theater”, for which he later apologizedHonestly this whole thing is giving me whiplash trying to follow, but here's the facts. Anthropic is now the first US company in history, being designated “supply chain risk” which means no government agency can use Claude, and neither can any company that does contracts with DoW. Anthropic says it's illegal and will challenge this in court , while reporting $19B in annual recurring revenue, nearly doubling since last 3 months, and very closely approaching OpenAI at $25B. Look, did I want to report on this stuff when I decided to cover AI? no... I wanted to tell you about cool models and capabilities, but the world is changing, and it's important to know that the US Government understands now that AI is inevitable, and I think this is just the first of many clashes between tech and government we'll see. We'll keep reporting on both. (but let me know in the comments if you'd prefer just model releases) OpenAI's GPT-5.3 Instant Gets Less Cringe, Google's Flash-Lite Gets Faster (X, Announcement)We also got two fast-model updates this week that are worth calling out because these are the models that often end up powering real product flows behind the scenes. As I wrote before, OpenAI's instant model is nothing to really mention, but it's worth mentioning that OpenAI seems to have an answer for every Gemini release. Gemini released Gemini Flash-lite this week, which boasts an incredible 363 tokens/s speed, which doing math at a very good level, 1M context and great scores compared to the instant/fast models like Haiku from Anthropic. Folks called out that this model is more expensive than the previous 2.5 Flash-lite. But with 86.9% on GPQA Diamond beating GPT-5 mini, and 76.8% MMMU-pro multimodal reasoning, this is definitely worth taking a look at for many agentic, super fast responses! For example, the heartbeat response in OpenClaw. Qwen 3.5 Small Models & The Departure of Junyang Lin (X, HF, HF, HF)Alibaba's Qwen team continued releasing their Qwen 3.5 family, this time with Qwen 3.5 Small, a series of models at 0.8B, 2B, 4B, and 9B parameters with native multimodal capabilities. The flagship 9B model is beating GPT-OSS-120B on multiple benchmarks, scoring 82.5 on MMLU-Pro and 81.7 on GPQA Diamond. These models can handle video, documents, and images natively, support up to 201 languages, and can process up to 262K tokens of context. And.. they are great! They are trending on HF right now. What's also trending is, tech lead for Qwen, a friend of the pod Junyang Lin, has posted a cryptic tweet that went viral with over 6M views. There was a lot of discussions on why he and other Qwen leads are stepping away, what's goig to happen with the future of OpenSource. The full picture seems to be, there are a lot of internal tensions and politics, with Junyang being one of the youngest P10 leaders in the Alibaba org.A Chinese website 36KR ( Kind of like a chinese techcrunch) reported that this matter went all the way up to Alibaba CEO, who is no co-leading the qwen team, and that this resignation was related to an internal dispute over resource allocation and team consolidation, not a firing. I'm sure Junyang is going to land somewhere incredible and just wanted to highlight just how much he did for the open source community, pushing Qwen relentlessly, supporting and working with a lot of inference providers (and almost becoming a co-host for ThursdAI with 9! appearances!) StepFun releases Step 3.5 Flash Base (X, HF, HF, Announcement, Arxiv)Speaking of Open Source, StepFun just broke through the noise with a new model, a 196B parameter sparse Mixture of Experts model activating just 11B parameters when ran. It has some great benchmarks, but the main thing is this: they are releasing the pretrained base weights, a midtrain checkpoint optimized for code and agents, the complete SteptronOSS training framework, AND promising to release their SFT data soon - all under Apache 2.0! Technically the model looks strong too, with multi-token prediction, 74.4% on SWE-bench verified bench (though, as we told you last week, it's.. no longer trusted) and full apache 2! This Week's Buzz: presenting Wolfbench.ai I'm so excited about this weeks “this weeks buzz”, Wolfram has been hard at work preparing and presenting a new framework to test out these models, and named it wolfbench.ai Wolfbench is our attempt to compare how the same model performs via different agentic harnesses like ClaudeCode, OpenClaw and Terminalbench's own Terminus. You can check out the website on wolfbench.com but the short of it is, a single number is not telling the full story. Wolf Bench breaks it into a four-metric framework: the average score across runs, the best single run, the ceiling (how many tasks can the model solve at least once across all runs), and the floor (how many tasks does it solve consistently across every single run). That last one is what I find most illuminating. Opus 4.6 might be able to solve 88% of Terminal Bench tasks on average, but only about 55% of tasks it solves every single time. Reliability matters enormously for agents, and benchmarks almost never surface this. If you want to run your own evals with the same config, reach out to Wolfram—he's open to community contributions. Wolfram has also already kicked off a Wolf Bench run on GPT-5.4 since we tested it live today, so stay tuned for those results.There's quite a few more releases we didn't have time to get into on the show given the GPT 5.4 drop, you'll find all those links in the show notes! Next week will mark 3 years since I've started talking about AI on the internet and created ThursdAI (It was March 14th, 2023, same day as GPT4 launched) and we'll have a little celebration, I do hope you join us live

Sandra und Daniel treffen sich auf einen kurzen Kaffee und lassen ihre letzte Woche Revue passieren.

Konstantin Ulrich von Cake Wallet erklärt, wie finanzielle Privatsphäre durch technische Standards wie Silent Payments in den Alltag integriert wird. Wir besprechen die Notwendigkeit von Open-Source-Tools, um sich von der Zensur zentraler Zahlungsdienstleister wie Visa oder Mastercard zu lösen. Der Fokus liegt auf der praktischen Anwendung von Kryptowährungen als elektronisches Bargeld, der Sicherheit von Seed-Phrasen und der nahtlosen Verbindung zwischen mobilen Hot Wallets und Hardware Wallets wie der Bitbox. Und: Wir fragen sogar, ob Monero in manchen Fällen Vorteile gegenüber Bitcoin hat

Guest: Christian Alfredsson Language: Swedish Duration: Duration: 28:35 min Alingsås Municipality has built a structured and open digital environment with Alfresco as its central document management platform. In this episode, IT Architect Christian Alfredsson explains how the municipality moved from traditional shared drives to controlled document rooms with clear governance and permissions. We discuss web-based editing with Collabora, platform independence across schools and administration, and how open source supports long-term sustainability. The episode also covers how AI is securely tested to improve searchability in policies and political documents, strengthening both internal efficiency and citizen service.

Attorney T. Russell Nobile (Judicial Watch) joins Richard Harris on the Truth & Liberty Show to unpack practical election reforms—voter ID & citizenship checks, accurate voter rolls, limits on all‑mail ballots, ballot receipt deadlines, and new legal pathways after key standing rulings.Register for our 2026 Awards Banquet, where we're honoring David Barton and Tina Peters. Subscribe to our newsletter: https://www.truthandliberty.net/subscribe  Donate here: https://www.truthandliberty.net/donate  

NOTES This episode of BSDNow is brought to you by Tarsnap and the BSDNow Patreon Headlines ZFS vs BTRFS Architects features and stability RHEL on ZFS Root: An Unholy Experiment News Roundup Slackware on Encrypted ZFS Root. https://tumfatig.net/2026/slackware-on-encrypted-zfs-root/ OpenIndiana Is Porting Solaris' IPS Package Management To Rust FreeBSD Jail Memory Metrics Tcl: The Most Underrated, But The Most Productive Programming Language How to Setup WireGuard on OpenBSD: The Ultimate Self-Hosted VPN Guide (2026) Tarsnap This weeks episode of BSDNow was sponsored by our friends at Tarsnap, the only secure online backup you can trust your data to. Even paranoids need backups. Feedback/Questions Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv Join us and other BSD Fans in our BSD Now Telegram channel

Container base images (like Official Docker Hub images) are often updated without new tag versions. I call this Silent Rebuilds. There's no way to know this happens without image digest-checking automation like Dependabot and Renovate with specific settings. Failure to keep up-to-date is a prime source of vulnerabilities that can lead to serious security breaches. Automate the updates!Check out the video podcast version here: https://youtu.be/z_ahbsSc4Fo

In this episode, we debrief the second annual Heatpunk Summit from the legendary Hashtub in Denver. We recap how builders from HVAC, hydronics, and home mining came together to advance hashrate heating—complete with live hardware demos, workshops, and a brutally constructive critique of our boiler setup from a pro hydronics engineer. We dig into galvanic corrosion gotchas, smarter system design, and why practical, hands-on education is the real unlock for bringing Bitcoin miners back into homes and businesses as useful heaters.We also break down the big development with Canaan's openness to support the home-mining and heat reuse market, what a “willing partner” ASIC manufacturer could mean for decentralization, and how small improvements—docs, APIs, and integrations—can catalyze a whole ecosystem. From workshop highlights (Home Assistant control, hydronics integration, open-source mining OS, and regulatory/insurance insights) to the industry's AI pivots and the investability of open source, this is a high-signal builder's recap with clear next steps and renewed momentum for hashrate heating.

Innovate or Cry – Episode #33Agentic Revolution: OpenClaw, autonome KI-Agenten und die Zukunft der ArbeitIn dieser Folge von Innovate or Cry diskutieren Manuel Kreutz und Dr. Babak Zeini die neuesten Entwicklungen rund um Agentic AI und autonome Systeme.Ausgangspunkt der Diskussion ist OpenClaw – ein Open-Source-Projekt, das zeigt, wie sich KI von einem reinen Chat-Interface hin zu autonomen Agenten entwickelt, die eigenständig handeln, Tools nutzen und komplexe Aufgaben ausführen können.Die beiden Hosts analysieren, welche technologischen Bausteine hinter solchen Systemen stehen – von persistenter Identität und Memory-Systemen bis hin zu Skill-Marktplätzen und autonomen Entscheidungsprozessen.Dabei geht es nicht nur um technologische Möglichkeiten, sondern auch um die entscheidenden Fragen für Unternehmen:Wie können autonome KI-Agenten produktiv eingesetzt werden?Welche Security- und Governance-Risiken entstehen durch autonome Systeme?Welche Rolle spielen Open Source Ökosysteme in der nächsten Phase der KI-Entwicklung?Und wie verändert Agentic AI langfristig Digital Business und Innovation?Ein zentrales Thema der Folge:Autonomie in KI-Systemen kann enorme Effizienzgewinne ermöglichen – verschiebt aber gleichzeitig die Komplexität in Richtung Strategie, Governance und Architektur.Zum Abschluss wagen Manuel Kreutz und Babak Zeini einen Blick in die Zukunft:Welche Szenarien sind für Agenten-Systeme realistisch – und stehen wir möglicherweise am Beginn einer Entwicklung, die langfristig in Richtung technologische Singularität führt?Key TopicsDie Agentic Revolution und warum 2026 als entscheidendes Jahr giltOpenClaw: Architektur, Fähigkeiten und Community-ÖkosystemUnterschiede zwischen Chatbots, Copilots und autonomen AgentenSicherheitsrisiken wie Prompt Injection und kompromittierbare SkillsGovernance und Kontrollmechanismen für autonome SystemeStrategische Implikationen für Unternehmen und digitale OrganisationenZukunftsszenarien für KI-Agenten und AI-ÖkosystemeChapters00:00 – Einführung und Überblick zur Agentic Revolution06:20 – OpenClaw: Architektur und Funktionsweise von KI-Agenten17:08 – Sicherheitsrisiken und Herausforderungen autonomer Systeme22:47 – Potenziale für Unternehmen und Business-Anwendungen28:54 – Technologische Entwicklungen und neue Architekturmodelle33:56 – Zukunft der Agentic AI und mögliche Markt-Szenarien41:50 – Technologische Singularität und langfristige AuswirkungenKeywordsAgentic AI, OpenClaw, KI-Agenten, Automatisierung, Innovation, Cybersecurity, AI Development, Open Source, Zukunftstechnologien, Digital Business Hosted on Acast. See acast.com/privacy for more information.

Jeffrey Snover is retired and spending his time as a Philosopher-Errant, attending Science & Technology conferences and giving public talks. Prior to retiring in 2026, he was a Distinguished Engineer at Google and a Technical Fellow at Microsoft where he was an AI Architect in Office, the Chief Architect for Windows Server Azure Stack. Snover is the inventor of Windows PowerShell, an object-based distributed automation engine, scripting language, and command line shell.Snover joined Microsoft in 1999 as divisional architect for the Management and Services Division, providing technical direction across Microsoft's management technologies and products.Snover held 8 patents prior to joining Microsoft, and has registered over 30 patents since. He is a frequent speaker at industry and research conferences on a variety of management and language topics.You can find Jeffrey on the following sites:BlogBlueskyXLinkedInPLEASE SUBSCRIBE TO THE PODCASTSpotifyApple PodcastsYouTube MusicAmazon MusicRSS FeedYou can check out more episodes of Coffee and Open Source on https://www.coffeeandopensource.comCoffee and Open Source is hosted by Isaac Levin

Jack Altman sits down with Martin Casado, General Partner at a16z, to unpack the shifting dynamics of venture capital and why media matters more than ever. They cover a16z's evolution from generalists to specialized platforms, the rise of AI infrastructure, and why today's fiercest battles are often for talent, not market share. Timecodes: 0:00 Introduction 0:27 Importance of Media for VC 3:50 Evolution of a16z 7:00 Specialization 10:32 Value of Distribution 13:16 Staying Power in Infrastructure 19:49 The Conflicts Dynamic 26:32 State of Play in AI 30:48 The Future of Coding 34:58 Significance of Open Source 39:48 Marc Andreessen's Leadership 44:02 The Only Sin in VC 48:37 Scaling a Lot of Board Seats Resources:  Listen to more from Uncapped: https://linktr.ee/uncappedpod Find Jack on X: https://x.com/jaltma Find Uncapped on X: https://x.com/uncapped_pod Find Martin on X: https://x.com/martin_casado Stay Updated:  Let us know what you think: https://ratethispodcast.com/a16z Find a16z on Twitter: https://twitter.com/a16z Find a16z on LinkedIn: https://www.linkedin.com/company/a16z Subscribe on your favorite podcast app: https://a16z.simplecast.com/ Follow our host: https://x.com/eriktorenberg Please note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures. Check out everything a16z is doing with artificial intelligence here, including articles, projects, and more podcasts. Please note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

This interview was recorded for GOTO Unscripted.https://gotopia.techCheck out more here:https://gotopia.tech/articles/421Félix GV - Current Interests: Multi-Planetary Databases, Data Sovereignty & LifeloggingOlimpiu Pop - Technologist & Tech JournalistRESOURCESFélixhttps://bsky.app/profile/felixgv.ninjahttps://github.com/FelixGVhttps://www.linkedin.com/in/felixgvOlimpiuhttps://x.com/olimpiupophttps://github.com/zrollhttps://www.linkedin.com/in/olimpiupopLinkshttps://venicedb.orghttps://github.com/linkedin/venicehttps://rocksdb.orghttps://duckdb.orgDESCRIPTIONFélix GV, a former engineer at LinkedIn and architect of the Venice database system, discusses the complexity of building planetary-scale data systems. He explains Venice's unbundled architecture where each component—from Kafka-based pub/sub to RocksDB-powered servers—operates as an independent distributed system. Félix details their rigorous chaos engineering practices, including regular load tests that push data centers beyond normal capacity to ensure reliability.The discussion covers fundamental distributed systems concepts like the CAP theorem and the trade-offs between consistency and availability in multi-region deployments. He also explains why Venice, as a derived data system, deliberately sacrifices strong consistency for high throughput and availability, and concludes by discussing their experimental integration of DuckDB for SQL-based analytics and data exploration capabilities.RECOMMENDED BOOKSKasun Indrasiri & Danesh Kuruppu • gRPC: Up and Running • https://amzn.to/3sBGBJJTomer Shiran, Jason Hughes & Alex Merced • Apache Iceberg: The Definitive Guide • https://amzn.to/488Z30kWilliam Smith • Arrow Flight Protocols and Practices • https://amzn.to/4o2Q2fdAdi Polak • Scaling Machine Learning with Spark • https://amzn.to/3N9vx1HMark Needham, Michael Hunger & Michael Simons • DuckDB in Action • https://amzn.to/45QwSliSimon Aubury & Ned Letcher • Getting Started with DuckDB • https://amzn.to/3VPk4qBlueskyInstagramLinkedInFacebookCHANNEL MEMBERSHIP BONUSJoin this channel to get early access to videos & other perks:https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/joinLooking for a unique learning experience?Attend the next GOTO conference near you! Get your ticket: gotopia.techSUBSCRIBE TO OUR YOUTUBE CHANNEL - new videos posted daily!

Topics covered in this episode: Raw+DC: The ORM pattern of 2026? pytest-check releases Dataclass Wizard SQLiteo - “native macOS SQLite browser built for normal people” 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 11am 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: Raw+DC: The ORM pattern of 2026? ORMs/ODMs provide great support and abstractions for developers They are not the native language of agentic AI Raw queries are trained 100x+ more than standard ORMs Using raw queries at the data access optimizes for AI coding Returning some sort of object mapped to the data optimizes for type safety and devs Brian #2: pytest-check releases 3 merged pull requests 8 closed issues at one point got to 0 PR's and 1 enhancement request Now back to 2 issues and 1 PR, but activity means it's still alive and being used. so cool Check out changelog for all mods A lot of changes around supporting mypy I've decided to NOT have the examples be fully --strict as I find it reduces readability See tox.ini for explanation But src is --strict clean now, so user tests can be --strict clean. Michael #3: Dataclass Wizard Simple, elegant wizarding tools for Python's dataclasses. Features

We take KDE Linux for a spin and push it a little too far. Plus, a friend of the show stops by with a fresh tool: Nebula Commander.Sponsored By:Jupiter Party Annual Membership: Put your support on automatic with our annual plan, and get one month of membership for free! Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. Support LINUX UnpluggedLinks:

video: https://youtu.be/9P4ki0yBVb0 This week in Linux, we've got a solid mix of kernel news, desktop progress, application releases, and even a little bit drama thrown in for good measure. Several Linux LTS kernels are getting extended support, COSMIC Desktop 1.0.8 has landed with more polish, Firefox 148 is out with some notable changes, and the Ladybird browser project is making a big move by adding Rust to its development strategy. On top of that, Discord has officially delayed its global age verification rollout after significant backlash, so we'll break down what happened there and what it means going forward. All of this and more on This Week in Linux, the weekly news show that keeps you up to date with what's going on in the Linux and Open Source world. Now let's jump right into Your Source for Linux GNews! Download as MP3 Support the Show Become a Patron = tuxdigital.com/membership Store = tuxdigital.com/store Chapters: 00:00 Intro 00:57 Linux LTS Kernels Get Extended 03:02 COSMIC Desktop 1.0.8 Released 05:25 Discord Age Verification Delayed 11:23 Sandfly Security, agentless Linux security 12:53 Firefox 148 Released 19:25 ONLYOFFICE 9.3 Released 21:26 Ladybird Browser Project Shifts to Rust 24:48 NVIDIA GeForce News 28:08 Outro Links: Linux LTS Kernels Get Extended https://www.phoronix.com/news/Linux-6.18-LTS-6.12-6.6-Extend https://9to5linux.com/linux-6-18-and-several-lts-kernels-are-getting-extended-long-term-support https://git.kernel.org/pub/scm/docs/kernel/website.git/commit/?id=d04587da86a3464881e0c97aabddd2c271105698 COSMIC Desktop 1.0.8 Released https://blog.system76.com/post/cosmic-1-0-8-released https://blog.system76.com/post/cosmic-epoch-1-updates https://blog.system76.com/post/cosmic-epoch-2-and-3-roadmap Discord Age verify delayed https://discord.com/blog/getting-global-age-assurance-right-what-we-got-wrong-and-whats-changing https://www.gamingonlinux.com/2026/02/discord-delay-global-rollout-of-age-verification-to-improve-transparency-and-add-more-options/ https://www.polygon.com/discord-delays-age-id-verification/ https://www.ign.com/articles/were-listening-well-get-this-right-discord-delays-global-age-verification-check-rollout-admitting-it-missed-the-mark https://www.gamedeveloper.com/business/-we-failed-at-our-most-basic-job-discord-delays-age-verification-rollout Sandfly Security, agentless Linux security https://thisweekinlinux.com/sandfly Firefox 148 Released https://www.firefox.com/en-US/firefox/148.0/releasenotes/ https://support.mozilla.org/en-US/kb/install-firefox-linux#w_install-firefox-deb-package-for-debian-based-distributions-recommended https://www.omgubuntu.co.uk/2026/02/firefox-148-released-ai-kill-switch https://9to5linux.com/firefox-148-is-now-available-for-download-with-ai-kill-switch-and-other-changes https://www.phoronix.com/news/Firefox-148 ONLYOFFICE 9.3 Released https://www.onlyoffice.com/blog/2026/02/onlyoffice-docs-9-3 https://www.omgubuntu.co.uk/2026/02/onlyoffice-9-3-desktop-editors-released https://itsfoss.com/news/onlyoffice-docs-9-3-release/ Ladybird Browser Project Shifts to Rust https://ladybird.org/posts/adopting-rust/ https://itsfoss.com/news/ladybird-web-browser-rustification/ https://www.theregister.com/2026/02/23/ladybird_goes_rusty/ NVIDIA GeForce News https://jobs.nvidia.com/careers/job/893393165007 https://jobs.nvidia.com/careers/job/893393264012 https://www.gamingonlinux.com/2026/02/nvidia-hiring-linux-driver-engineers-to-help-with-vulkan-proton-and-more/ Support the show https://tuxdigital.com/membership https://store.tuxdigital.com/

In this episode, we interview Jean Christophe Rode, principal engineer working in the IOS-XR engineering team. He also specalizes in SONIC support. He explains how this open source operating system is gaining ground and what are the difference with Cisco proprietary IOS-XR. No blue Hedgehogs are mentioned in this episode

We're ranking your favorite note taking apps today on The Linux Cast. Link to the image for the tier list: https://git.thelinuxcast.org/tlc/notes/src/branch/main/s10/2026-02-24_22-08-41.png ==== Special Thanks to Our Patrons! ==== https://thelinuxcast.org/patrons/ ===== Follow us

En el episodio 200 de BIMrras nos metemos en terreno peligroso. ¿Y si en vez de usar un CDE lo programamos? ¿Y si dejamos de tratarlo como una marca comercial y empezamos a entenderlo como lo que realmente es: un sistema de reglas para gestionar información? Hablamos de qué significa construir un CDE Open Source, de traducir la ISO 19650 a código, de dejar de confundir software con metodología y de lo incómodo que resulta descubrir que no entendemos tan bien el sistema que usamos todos los días. Porque automatizar el caos no lo ordena. Lo acelera. Un episodio sobre soberanía digital, procesos y responsabilidad. Y sobre una idea que puede doler un poco: si no entiendes tu CDE, no estás gestionando información. Estás alquilando comodidad. Bienvenido al episodio 200 de BIMrras! Contenido del episodio: 00:00:00 Introducción y celebración del episodio 200 00:06:00 Origen del proyecto de CDE Open Source 00:10:30 Adaptar el software a la forma de trabajar 00:28:00 CDE como infraestructura frente a plataforma cerrada 00:38:30 Control de versiones y problemas con archivos IFC 00:45:00 Gestión de datos frente a gestión de archivos en BIM 00:57:00 Interoperabilidad, APIs y automatización 01:02:00 Seguridad y copias de respaldo 01:07:00 Open Source y soberanía del dato 01:13:00 Responsabilidades y trazabilidad en el proyecto

Show Notes - https://forum.closednetwork.io/t/episode-52-opsec-fail-epstein-files-why-decentralized-systems-are-a-threat-to-power-networks-age-verify-is-coming-to-everything/177Website / Donations / Support - https://closednetwork.io/support/BTC Lightning Donations - closednetwork@getalby.com / simon@primal.netThank You Patreons! - https://www.patreon.com/closednetworkMichael Bates - Privacy Bad AssDavid - Privacy Bad AssInferno Potato - Privacy Bad AssTK - Privacy Bad AssDavid - Privacy Bad AssVO - Privacy Bad AssMrMilkMustache - Privacy SupporterHutch - Privacy AdvocateTOP LIGHTNING BOOSTERS !!!! THANK YOU !!!@bon@sn@x@fireflygowartime@unkown@anonymousBBB - Buy Me. A Coffee - $30.00Thank You To Our Moderators:Unintelligentseven - Follow on NOSTR primal.net/p/npub15rp9gyw346fmcxgdlgp2y9a2xua9ujdk9nzumflshkwjsc7wepwqnh354dMaddestMax - Follow on NOSTR primal.net/p/npub133yzwsqfgvsuxd4clvkgupshzhjn52v837dlud6gjk4tu2c7grqq3sxavtJoin Our CommunityClosed Network Forum - https://forum.closednetwork.ioJoin Our Matrix Channels!Main - https://matrix.to/#/#closedntwrk:matrix.orgOff Topic - https://matrix.to/#/#closednetworkofftopic:matrix.orgSimpleX Group Chat - https://smp9.simplex.im/g#SRBJK7JhuMWa1jgxfmnOfHz7Bl5KjnKUFL5zy-Jn-j0Join Our Mastodon server!https://closednetwork.socialFollow Simon On The SocialsMastodon - https://closednetwork.social/@simonNOSTR - Public Address - npub186l3994gark0fhknh9zp27q38wv3uy042appcpx93cack5q2n03qte2lu2 - primal.net/simonTwitter / X - @ClosedNtwrkInstagram - https://www.instagram.com/closednetworkpodcast/YouTube - https://www.youtube.com/@closednetworkEmail - simon@closednetwork.ioApple rolls out age-verification tools worldwide to comply with growing web of child safety lawshttps://techcrunch.com/2026/02/24/apple-rolls-out-age-verification-tools-worldwide-to-comply-with-growing-web-of-child-safety-laws/iOS 26.3—Update Now Warning Issued To All iPhone Usershttps://www.forbes.com/sites/kateoflahertyuk/2026/02/13/ios-263-update-now-warning-issued-to-all-iphone-users/Using the vulnerability, tracked as CVE-2026-20700, an attacker could execute arbitrary code. “Apple is aware of a report that this issue may have been exploited in an extremely sophisticated attack against specific targeted individuals on versions of iOS before iOS 26,” Apple said on its support page.iOS 26.4 Beta - End-To-End RCS Encryption For Messageshttps://www.macrumors.com/guide/ios-26-4-beta-features/#:~:text=End%2Dto%2DEnd%20RCS%20Encryption%20for%20MessagesPopular password managers fall short of “zero-knowledge” claimshttps://cyberinsider.com/popular-password-managers-fall-short-of-zero-knowledge-claims/https://www.youtube.com/watch?v=nLJ_sLr72-gWatch Out: Your Friends Might Be Sharing Your Number With ChatGPThttps://www.pcmag.com/news/watch-out-your-friends-might-be-sharing-your-number-with-chatgpt?test_uuid=04IpBmWGZleS0I0J3epvMrC&test_variant=ABitLocker, the FBI, and the Illusion of Controlhttps://cryptomator.org/blog/2026/02/15/bitlocker-fbi-and-the-illusion-of-control/Google patches first Chrome zero-day exploited in attacks this yearhttps://www.bleepingcomputer.com/news/security/google-patches-first-chrome-zero-day-exploited-in-attacks-this-year/the watchers: how openai, the US government, and persona built an identity surveillance machine that files reports on you to the fedshttps://vmfunc.re/blog/personaTL;DR: discord's KYC provider (persona) is very naked, very poorly secured federal intelligence outfit, and also a siphon for openai data for them and their partners like worldcoinThe most interesting part (for me) is that it legit crosschecks a discord ID check (actually involves checking your face, IP, device signature, etc....) against chainanlysis dossiers for any partial matches to devices/people/accounts/names involved with tracked crypto addresses.So, if chainalysis gets a device signature, and then you verify your discord on the same device (yielding the same signature), both FinCEN, Chainalysis, OpenAI, and basically everyone now knows your crypto tx your device sig your real identityBill Summary: SB26-051 – Age Attestation on Computing DevicesPurpose:SB26-051 requires operating system providers (such as mobile device platforms) to implement an age attestation system that signals a user's age bracket to apps in order to enhance protections for minors.What the Bill Requires1. Operating System Providers Must:Provide an accessible interface at account setup requiring the account holder to enter the user's birth date or age.Generate an “age signal” that communicates the user's age bracket (not exact age) to applications in a covered app store.Provide developers access to this age signal through a real-time API.Share only the minimum amount of information necessary to comply.Not share the age signal with third parties except as required by the bill.2. Application Developers Must:Request the age signal when the app is downloaded and launched.Treat the age signal as knowledge of the user's age range across all platforms and access points.If they have clear and convincing evidence that a user's age differs from the signal, they must rely on that updated information.Not request more information than necessary.Not share the age signal with third parties except as required by the bill.Enforcement & PenaltiesIf violated:Up to $2,500 per minor per negligent violationUp to $7,500 per minor per intentional violationEnforced through civil action by the Colorado Attorney GeneralIn Simple TermsThe bill creates a standardized age-verification signal built into device operating systems. Instead of each app independently collecting age data, the operating system provides an age bracket to apps — while limiting unnecessary data sharing.The goal is to:Strengthen protections for minorsLimit excessive data collectionCreate a consistent age-verification framework across apps

OpenZFS monitoring, hellosystems 0.8, GhostBSD and XLibre, Bhyve Exporters and 30 year old LibC issues. NOTES This episode of BSDNow is brought to you by Tarsnap and the BSDNow Patreon Headlines OpenZFS Monitoring and Observability: What to Track and Why It Matters helloSystem 0.8 Released FreeBSD Based OS Inspired by macOS. https://itsfoss.gitlab.io/post/hellosystem-08-released-freebsd-based-os-inspired-by-macos/ News Roundup [Default GhostBSD to XLibre](https://github.com/ghostbsd/ghostbsd-build/pull/259] Addressing XLibre Change and GhostBSD Future Bhyve Prometheus Exporter for Sylve on FreeBSD. Linux GNU C Library Fixes Security Issue Present Since 1996 Beastie Bits NetBSD 11.0 RC1 available! The Book of PF, 4th Edition is now available December 2025 Finance Report LLDB improvements on FreeBSD Any desire for OnmiOS/Illumos Support : Now's your chance to convince me Tarsnap This weeks episode of BSDNow was sponsored by our friends at Tarsnap, the only secure online backup you can trust your data to. Even paranoids need backups. Feedback/Questions Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv Join us and other BSD Fans in our BSD Now Telegram channel

In this episode of the Ardan Labs Podcast, Ale Kennedy talks with Jens Neuse, CEO and co-founder of WunderGraph, about his unconventional path into technology and entrepreneurship. After a life-altering accident ended his carpentry career, Jens taught himself to code during recovery and eventually built WunderGraph to solve modern API challenges.Jens shares the evolution of WunderGraph from an early-stage startup to a successful open-source platform, including pivotal moments like securing eBay as a customer. The conversation highlights the importance of resilience, community-driven development, and balancing startup life with family, offering insight into what it takes to build meaningful technology through adversity and persistence.00:00 Introduction and Current Life07:19 Dropping Out and Carpentry Career10:52 Life-Altering Accident and Recovery18:01 Learning to Walk and Finding Direction27:46 Discovering Coding and Technology31:17 Starting the Startup Journey33:07 Discovering the Power of APIs40:50 Building a Team and Leadership Growth48:17 Founding WunderGraph59:07 Pivoting to Open Source01:05:32 eBay Breakthrough and Validation01:10:08 Balancing Family and Startup LifeConnect with Jens: LinkedIn: https://www.linkedin.com/in/jens-neuseMentioned in this Episode:Wundergraph: https://wundergraph.comWant more from Ardan Labs? You can learn Go, Kubernetes, Docker & more through our video training, live events, or through our blog!Online Courses : https://ardanlabs.com/education/ Live Events : https://www.ardanlabs.com/live-training-events/ Blog : https://www.ardanlabs.com/blog Github : https://github.com/ardanlabs

OpenAI korrigiert seine Umsatzerwartungen erneut nach oben: $284 Mrd. bis 2030, davon $150 Mrd. aus dem Consumer-Geschäft . Anthropic meldet massive Destillationsangriffe chinesischer Modellbetreiber mit bis zu 24.000 Fake-Accounts, während DeepSeek laut Reuters auf Nvidias Blackwell-Chips trainiert – angeblich in Data Centern in der Mongolei. Bernie Sanders fordert nach Gesprächen mit KI-CEOs ein Moratorium. Der virale Citrini-Research-Artikel "The 2028 Global Intelligence Crisis" beschreibt ein Doom-Szenario für SaaS und löst einen realen Kursrutsch bei ServiceNow, DoorDash und Cloudflare aus. Das DHS baut eine behördenübergreifende biometrische Datenbank. OpenAI-Mitarbeiter erkannten Warnsignale in der Chat-Historie einer kanadischen Amokläuferin, meldeten sie aber nicht an Behörden. Open-Source-Projekte kämpfen mit AI-Slop-Commits, Cerebras wagt einen zweiten IPO-Anlauf. Trump bedroht Netflix wegen Board-Mitglied Susan Rice, Musks Super PAC verstößt gegen das Wahlrecht in Georgia. Das Pentagon arbeitet mit Google, OpenAI und XAI ohne Guardrails. Unterstütze unseren Podcast und entdecke die Angebote unserer Werbepartner auf ⁠⁠⁠⁠⁠⁠doppelgaenger.io/werbung⁠⁠⁠⁠⁠⁠. Vielen Dank!  Philipp Glöckler und Philipp Klöckner sprechen heute über: (00:00:00) Intro (00:09:15) OpenAI Umsatzziel Anpassung (00:23:15) China destilliert Claude mit 24.000 Fake-Accounts (00:35:13) Citrini Research: The 2028 Global Intelligence Crisis (00:57:40) LinkedIn-Verifizierung: Was Persona mit deinen Daten macht (01:04:20) DHS baut biometrische Mega-Datenbank (01:08:50) OpenAI: Warnsignale vor Amoklauf nicht gemeldet (01:13:30) AI-Slop in Open Source und Cerebras IPO (01:19:07) Trump droht Netflix und Musks Wahlrechtsverstoß in Georgia (01:25:00) Waymo vs. Tesla und Pentagon ohne Guardrails (01:30:30) Trump-Regierung gegen europäische NGOs und DMA (01:32:57) Binance: $1,7 Mrd. Iran-Transaktionen, Whistleblower gefeuert (01:37:37) Steven Bartlett und Christian Angermayer (01:44:04) DJI-Saugroboter-Hack Shownotes OpenAI resets spending expectations, tells investors compute target is around $600 billion by 2030 - cnbc.com Anthropic beschuldigt chinesische Firmen, Daten von Claude zu stehlen. - wsj.com China nutzte Nvidia-Chip für KI-Modell trotz US-Verbot. - reuters.com Sanders warnt vor unkontrollierter Geschwindigkeit der KI-Revolution. - theguardian.com Post von pitdesi - x.com LinkedIn-Identität verifiziert - thelocalstack.eu DHS Search Engine - wired OpenAI-Mitarbeiter warnten Monate zuvor vor Kanadaschützen. - wsj.com Für Open-Source-Programme sind KI-Codierungswerkzeuge ein zweischneidiges Schwert. - techcrunch.com Cerebras Files Confidentially For a U.S. IPO - theinformation.com Trump droht Netflix wegen Rice im Vorstand Konsequenzen an. - bloomberg.com Trump sagt, Netflix wird 'Konsequenzen tragen', wenn Susan Rice bleibt. - theverge.com Georgia sagt, Elon Musks America PAC verletzte Wahlgesetz. - theverge.com Tesla Waymo - wired Musks xAI und Pentagon vereinbaren Nutzung von Grok in Geheimdiensten - axios.com Trump-Verbündete zielen auf europäische NGOs wegen Big-Tech-Regeln. - ftm.eu Binance Employees Find $1.7 Billion in Crypto Was Sent to Iranian Entities - nytimes.com Von Dragons' Den zu Disney: Steven Bartlett sammelt achtstellige Summe. - eu-startups.com Meta-Direktorin für KI-Sicherheit gab OpenClaw-Bot vollen Zugriff. - x.com DJI Romo mit Xbox-Controller. - x.com

Topics covered in this episode: Better Python tests with inline-snapshot jolt Battery intelligence for your laptop Markdown code formatting with ruff act - run your GitHub actions locally 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 11am 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. Brian #1: Better Python tests with inline-snapshot Alex Hall, on Pydantic blog Great for testing complex data structures Allows you to write a test like this: from inline_snapshot import snapshot def test_user_creation(): user = create_user(id=123, name="test_user") assert user.dict() == snapshot({}) Then run pytest --inline-snapshot=fix And the library updates the test source code to look like this: def test_user_creation(): user = create_user(id=123, name="test_user") assert user.dict() == snapshot({ "id": 123, "name": "test_user", "status": "active" }) Now, when you run the code without “fix” the collected data is used for comparison Awesome to be able to visually inspect the test data right there in the test code. Projects mentioned inline-snapshot pytest-examples syrupy dirty-equals executing Michael #2: jolt Battery intelligence for your laptop Support for both macOS and Linux Battery Status — Charge percentage, time remaining, health, and cycle count Power Monitoring — System power draw with CPU/GPU breakdown Process Tracking — Processes sorted by energy impact with color-coded severity Historical Graphs — Track battery and power trends over time Themes — 10+ built-in themes with dark/light auto-detection Background Daemon — Collect historical data even when the TUI isn't running Process Management — Kill energy-hungry processes directly Brian #3: Markdown code formatting with ruff Suggested by Matthias Schoettle ruff can now format code within markdown files Will format valid Python code in code blocks marked with python, py, python3 or py3. Also recognizes pyi as Python type stub files. Includes the ability to turn off formatting with comment [HTML_REMOVED] , [HTML_REMOVED] blocks. Requires preview mode [tool.ruff.lint] preview = true Michael #4: act - run your GitHub actions locally Run your GitHub Actions locally! Why would you want to do this? Two reasons: Fast Feedback - Rather than having to commit/push every time you want to test out the changes you are making to your .github/workflows/ files (or for any changes to embedded GitHub actions), you can use act to run the actions locally. The environment variables and filesystem are all configured to match what GitHub provides. Local Task Runner - I love make. However, I also hate repeating myself. With act, you can use the GitHub Actions defined in your .github/workflows/ to replace your Makefile! When you run act it reads in your GitHub Actions from .github/workflows/ and determines the set of actions that need to be run. Uses the Docker API to either pull or build the necessary images, as defined in your workflow files and finally determines the execution path based on the dependencies that were defined. Once it has the execution path, it then uses the Docker API to run containers for each action based on the images prepared earlier. The environment variables and filesystem are all configured to match what GitHub provides. Extras Michael: Winter is coming: Frozendict accepted Django ORM stand-alone Command Book app announcement post Joke: Plug ‘n Paste

Planet Nix and SCaLE are just days away, and we're getting a head start with two guests, the tech, and the trends shaping open source. Our trip starts here!Sponsored By:Jupiter Party Annual Membership: Put your support on automatic with our annual plan, and get one month of membership for free! Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. Support LINUX UnpluggedLinks:

DescriptionThis conversation explores the importance of open source in Bitcoin mining, discussing how it can drive innovation, improve efficiency, and create value for the industry. The panelists emphasize the need for collaboration and community contributions to establish standards and develop better tools. They also highlight the potential of heat reuse from Bitcoin mining as a valuable application, and the challenges of creating customized solutions in a competitive mining landscape.TakeawaysOpen source is fundamental to Bitcoin's success.The mining industry has shifted towards proprietary solutions.Innovations in open source can enhance mining efficiency.Heat generated by miners can be repurposed for heating applications.Community collaboration is essential for developing standards.Open source allows for iterative improvements in technology.Building in public fosters creativity and diverse use cases.Custom solutions are necessary for unique mining operations.Contributions can come in various forms, not just code.Investing in open source benefits the entire ecosystem.Chapters00:00 The Open Source Ethos in Bitcoin Mining07:37 Innovations Through Open Source Collaboration14:40 Heat Reuse: A New Perspective on Bitcoin Mining20:08 Building Custom Solutions with Mining OSKeywordsBitcoin, mining, open source, ASIC, innovation, heat reuse, mining OS, collaboration, standards, community

OSFF Toronto 2026 Preview: FINOS Ecosystem, AI, HPC, Fluxnova, CALM, CDM & Open Data CommonsIn this episode of the Open Source in Finance Podcast, host Grizz Griswold delivers an essential preview of the upcoming inaugural OSFF Toronto. Grizz breaks down why Toronto's unique position as a top-tier global financial hub—home to Canada's "Big Five" banks and a world-class AI research community—makes it the perfect environment for the next evolution of open-source collaboration. The episode explores the shift from Canadian institutions being open-source consumers to becoming active leaders in projects like FDC3 and Common Cloud Controls, providing a roadmap for what to expect when the forum debuts in the "6ix."

video: https://youtu.be/2188McQBnHg This week in Linux, was a HUGE week for Linux news and it was also a HUGE week for me because today marks the 10th anniversary of TuxDigital. That's right I started TuxDigital back in 2016 so it's just crazy to think I've been making content for 10 years. Also KDE has a brand new version of their desktop with Plasma 6.6. We've also got a new version of Linux game manager, Lutris. Then we've got an update from the Asahi Linux project for their work on getting Linux on Apple hardware. Later in the show, we've got everyone's favorite with Legal News, although seriously this is good news about Valve winning a lawsuit against a Patent Troll. All of this and more on This Week in Linux, the weekly news show that keeps you up to date with what's going on in the Linux and Open Source world. Now let's jump right into Your Source for Linux GNews! Download as MP3 Support the Show Become a Patron = tuxdigital.com/membership Store = tuxdigital.com/store Chapters: 00:00 Intro 02:01 KDE Plasma 6.6 Released 09:25 Lutris 0.5.20 Linux Game Manager Released 11:11 NuTyX 26.02.2 Released 13:44 Sandfly Security, agentless Linux security 15:06 PipeWire 1.6 Released 18:52 Asahi Linux progress on Apple M3 Support 22:59 KaOS 2026.02 Released 26:45 Valve Wins Patent Lawsuit vs Rothschild 32:17 Outro Links: KDE Plasma 6.6 Released https://kde.org/announcements/plasma/6/6.6.0/ https://www.omgubuntu.co.uk/2026/02/kde-plasma-6-6-released https://itsfoss.com/news/kde-plasma-6-6-release/ https://www.gamingonlinux.com/2026/02/kde-plasma-6-6-released-with-improved-accessibility-new-on-screen-keyboard-and-lots-more/ https://www.phoronix.com/news/KDE-Plasma-6.6 https://9to5linux.com/kde-plasma-6-6-desktop-environment-officially-released-this-is-whats-new https://9to5linux.com/kde-says-plasma-desktop-will-never-force-users-to-use-systemd https://www.theregister.com/2026/01/26/plasma_6_6_systemd_login/ Lutris 0.5.20 Linux Game Manager Released https://lutris.net/ https://github.com/lutris/lutris/releases/tag/v0.5.20 https://www.gamingonlinux.com/2026/02/game-manager-lutris-v0-5-20-released-with-proton-upgrades-store-updates-and-much-more/ https://www.phoronix.com/news/Lutris-0.5.20-Released https://9to5linux.com/lutris-0-5-20-game-manager-adds-support-for-importing-commodore-64-roms NuTyX 26.02.2 Released https://nutyx.org/en/news Sandfly Security, agentless Linux security https://thisweekinlinux.com/sandfly PipeWire 1.6 Released https://pipewire.org/ https://gitlab.freedesktop.org/pipewire/pipewire/-/releases/1.6.0 https://www.phoronix.com/news/PipeWire-1.6 https://9to5linux.com/pipewire-1-6-released-with-support-for-audio-channel-layouts-ldac-decoder https://linuxiac.com/pipewire-1-6-released-with-ldac-decoder-and-128-channel-audio-support/ Asahi Linux progress on Apple M3 Support https://asahilinux.org/2026/02/progress-report-6-19/ https://www.phoronix.com/news/Apple-M3-Asahi-Linux-2026 https://lwn.net/Articles/1059339/ https://www.phoronix.com/news/Apple-M3-Linux-Boot-To-KDE KaOS 2026.02 Released https://kaosx.us/news/2026/systemd_kaos/ https://kaosx.us/news/2026/kaos02/ https://9to5linux.com/kaos-linux-drops-kde-plasma-after-12-years-for-niri-noctalia-to-escape-systemd https://linuxiac.com/kaos-2026-02-debuts-niri-wayland-desktop/ Valve Wins Patent Lawsuit vs Rothschild https://www.gamingonlinux.com/2026/02/valve-wins-legal-battle-against-patent-troll-rothschild-and-associated-companies/ https://www.gamingonlinux.com/2020/05/gnome-and-rothschild-patent-imaging-settle/ https://www.theregister.com/2020/05/21/gnome_foundation_settles_patent_troll_lawsuit/ https://patents.justia.com/inventor/leigh-m-rothschild https://dockets.justia.com/docket/washington/wawdce/2:2023cv01016/323951 https://www.courtlistener.com/docket/67569388/252/valve-corporation-v-rothschild/ https://storage.courtlistener.com/recap/gov.uscourts.wawd.323951/gov.uscourts.wawd.323951.256.0.pdf Support the show https://tuxdigital.com/membership https://store.tuxdigital.com/

The fellas are back, this time to discuss if older tech like iPods and the handy notebook make sense in this high tech age. ==== Special Thanks to Our Patrons! ==== https://thelinuxcast.org/patrons/ ===== Follow us

In this Risky Business sponsor interview, Casey Ellis and Feross Aboukhadijeh discuss how AI is affecting open source, chat about a few attacks the company has seen in the wild and introduce Socket's answer to the smouldering trashfire: Socket Firewall. Show notes

In this level of Linux Out Loud, Nate takes player‑one controls with Wendy and Matt as co‑op buddies for a run‑and‑gun through data disasters, platform drama, and hopeful Linux gaming news. Matt kicks things off with a catastrophic cold‑storage failure that turns into a hard‑earned reminder about backups and the limits of data‑recovery tools on both Windows and Linux. Wendy then opens a side‑quest about Discord's upcoming age‑verification changes, why that's a problem for community privacy and moderation, and what it might mean for the future home of the Lobby of Loudness. Nate rounds out the host updates with Linux Saloon going fully independent, moving show notes and polls onto CubicleNate.com so he controls the platform and the ad dollars. For the main mission, the crew dives into GOG calling Linux its “next major frontier” for GOG GALAXY and hiring a senior C++ engineer to help make Linux a first‑class gaming citizen instead of an afterthought. Along the way they talk heroic launchers, Proton and Wine, and what a “good citizen” GOG client on Linux should actually look like for home‑labbed and multi‑PC setups. Show Links: GOG job posting – “Senior Software Engineer (C++ GOG GALAXY)”: https://www.gog.com/en/work/senior-software-engineer-c-gog-galaxy Linux Saloon show notes and polls: https://CubicleNate.com/LinuxSaloon https://CubicleNate.com/polls

Wie kann man Heranwachsende in den sozialen Medien schützen? Die Plattform "Discord" will beim Jugendschutz Fakten schaffen. Außerdem: Kann Europa mit Open Source digital souverän werden? Und: Geflüchtete und Grundrechte – wie weit reicht der Schutz? Böttcher, Martin; Terschüren, Hagen; Zinkann, Marie; Linß, Vera; Geuter, Jürgen www.deutschlandfunkkultur.de, Breitband

Addy and Joey break down the latest batch of open-source AI image models: FireRed's specialized editing capabilities, Recraft V4's enterprise-grade output with SVG support, and ByteDance's newest open-source offering. They also cover Foundry's acquisition of Griptape, an AI node-based platform that signals where VFX compositing is headed, and test out Google Gemini's new music generation feature Lyria 3, which creates songs from unexpected inputs like slide decks and video thumbnails.--The views and opinions expressed in this podcast are the personal views of the hosts and do not necessarily reflect the views or positions of their respective employers or organizations. This show is independently produced by VP Land without the use of any outside company resources, confidential information, or affiliations.

Why would anyone willingly spend weeks chasing a slow query, knowing they might hit dead ends along the way? In Episode 36 of Talking Postgres, Tomas Vondra—Postgres committer and long‑time performance contributor—joins Claire to explain why hacking on Postgres performance is not just hard, but also fun. We dig into the process of investigating why queries are slow, how iteration and “wrong turns” are part of performance work, and why Tomas prefers meaningful performance puzzles over toy problems. Along the way, we talk about using benchmarks to build an understanding of a problem. Tomas also shares how even small changes in code can have outsized impact when that code is used a lot, and how the mathematics embedded in the Postgres query planner/executor makes the work especially rewarding.Previously on Talking Postgres:Talking Postgres Ep31: What went wrong (& what went right) with AIO with Andres FreundTalking Postgres Ep24: Why mentor Postgres developers with Robert HaasLinks mentioned in this episode:PGConf.dev 2026: ScheduleGitHub repo: PostgreSQL Monthly Hacking Workshop, organized by Robert Haas Nordic PGDay 2026: Tomas talk on approximating percentilesVideo of POSETTE 2025 talk: Performance Archaeology – 20 years of improvementsVideo of PGConf EU 2025 talk: Fast-path locking improvements in PG18Conference: Prague PostgreSQL Developer DayDiscord: PostgreSQL Hacking DiscordGitHub repo: tvondra/tdigestBrendan Gregg's site: perf Linux profiler examplesDocs: pgbench for running benchmarks on PostgreSQLBlog: Tomas Vondra blogPostgres Patch Ideas: List on Tomas Vondra blogCalendar invite: LIVE recording of Ep37 of Talking Postgres to happen on Wed Mar 18, 2026

We’re tracking the Bernie Sanders story from a Brooklyn boyhood to the Green Mountain socialism that he implanted in Vermont, and then to his two offbeat campaigns for the Democratic presidential nomination: in 2016, and ... The post Bernie’s Journey appeared first on Open Source with Christopher Lydon.

In this episode, Umur Cubukcu, co-founder of Ubicloud, explains what an “open cloud” should mean in practice — starting with an open-source control plane and extending to transparency, portability, and freedom from data lock-in. Subscribe to the Gradient Flow Newsletter

GeoIP PF FreeBSD, ZFs in production, linuxulator feels like magic, XFCE is great, the scariest boot code, and more... NOTES This episode of BSDNow is brought to you by Tarsnap and the BSDNow Patreon Headlines GeoIP-Aware Firewalling with PF on FreeBSD ZFS in Production: Real-World Deployment Patterns and Pitfalls News Roundup Xfce is great Linuxulator on FreeBSD Feels Like Magic The scariest boot loader code OpenBSD-current now runs as guest under Apple Hypervisor Tarsnap This weeks episode of BSDNow was sponsored by our friends at Tarsnap, the only secure online backup you can trust your data to. Even paranoids need backups. Feedback/Questions Matt - Audio Levels Interviews can be troublesome because there's only so much we can do with multiple guests with multiple feeds, and mulitple audio conditions. We can try to normalize but sometimes it's just not easy to do without editing taking an entire day.. Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv Join us and other BSD Fans in our BSD Now Telegram channel

Amit Chita is the Field CTO at Mend.io. In this episode, he joins host Paul John Spaulding to discuss open source risk for organizations, which components matter from a business and security standpoint, and more. Securing The Build is brought to you by Mend.io, the leading application security solution, helping organizations reduce application risk efficiently. To learn more about our sponsor, visit https://mend.io.

I'm joined by Nirmal Mehta of AWS and Viktor Farcic from Upbound, to go through our 2025 year in review. We look into the AI tools that consumed us this year, from CLI agents to terminal emulators, IDEs, AI browsers - what worked, what flopped, what's worth your time and money, and what we think isn't!Check out the video podcast version here: https://youtu.be/mnagfUsh5bc

Is OpenAI now the most ..... Open AI company?

We were minutes away from shutting down our Matrix server when the Discord news hit. Now we're not just keeping it, we're doubling down. Can open source seize this moment?Sponsored By:Jupiter Party Annual Membership: Put your support on automatic with our annual plan, and get one month of membership for free! Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. Support LINUX UnpluggedLinks:

Our 235th episode with a summary and discussion of last week's big AI news!Recorded on 01/02/2026Hosted by Andrey Kurenkov and Jeremie HarrisFeel free to email us your questions and feedback at contact@lastweekinai.com and/or hello@gladstone.aiRead out our text newsletter and comment on the podcast at https://lastweekin.ai/In this episode:* Major model launches include Anthropic's Opus 4.6 with a 1M-token context window and “agent teams,” OpenAI's GPT-5.3 Codex and faster Codex Spark via Cerebras, and Google's Gemini 3 Deep Think posting big jumps on ARC-AGI-2 and other STEM benchmarks amid criticism about missing safety documentation.* Generative media advances feature ByteDance's Seedance 2.0 text-to-video with high realism and broad prompting inputs, new image models Seedream 5.0 and Alibaba's Qwen Image 2.0, plus xAI's Grok Imagine API for text/image-to-video.* Open and competitive releases expand with Zhipu's GLM-5, DeepSeek's 1M-token context model, Cursor Composer 1.5, and open-weight Qwen3 Coder Next using hybrid attention aimed at efficient local/agentic coding.* Business updates include ElevenLabs raising $500M at an $11B valuation, Runway raising $315M at a $5.3B valuation, humanoid robotics firm Apptronik raising $935M at a $5.3B valuation, Waymo announcing readiness for high-volume production of its 6th-gen hardware, plus industry drama around Anthropic's Super Bowl ad and departures from xAI.Timestamps:(00:00:10) Intro / Banter(00:02:03) Sponsor Break(00:05:33) Response to listener commentsTools & Apps(00:07:27) Anthropic releases Opus 4.6 with new 'agent teams' | TechCrunch(00:11:28) OpenAI's new GPT-5.3-Codex is 25% faster and goes way beyond coding now - what's new | ZDNET(00:25:30) OpenAI launches new macOS app for agentic coding | TechCrunch(00:26:38) Google Unveils Gemini 3 Deep Think for Science & Engineering | The Tech Buzz(00:31:26) ByteDance's Seedance 2.0 Might be the Best AI Video Generator Yet - TechEBlog(00:35:14) China's ByteDance, Alibaba unveil AI image tools to rival Google's popular Nano Banana | South China Morning Post(00:36:54) DeepSeek boosts AI model with 10-fold token addition as Zhipu AI unveils GLM-5 | South China Morning Post(00:43:11) Cursor launches Composer 1.5 with upgrades for complex tasks(00:44:03) xAI launches Grok Imagine API for text and image to videoApplications & Business(00:45:47) Nvidia-backed AI voice startups ElevenLabs hits $11 billion valuation(00:52:04) AI video startup Runway raises $315M at $5.3B valuation, eyes more capable world models | TechCrunch(00:54:02) Humanoid robot startup Apptronik has now raised $935M at a $5B+ valuation | TechCrunch(00:57:10) Anthropic says 'Claude will remain ad-free,' unlike an unnamed rival | The Verge(01:00:18) Okay, now exactly half of xAI's founding team has left the company | TechCrunch(01:04:03) Waymo's next-gen robotaxi is ready for passengers — and also 'high-volume production' | The VergeProjects & Open Source(01:04:59) Qwen3-Coder-Next: Pushing Small Hybrid Models on Agentic Coding(01:08:38) OpenClaw's AI 'skill' extensions are a security nightmare | The VergeResearch & Advancements(01:10:40) Learning to Reason in 13 Parameters(01:16:01) Reinforcement World Model Learning for LLM-based Agents(01:20:00) Opus 4.6 on Vending-Bench – Not Just a Helpful AssistantPolicy & Safety(01:22:28) METR GPT-5.2(01:26:59) The Hot Mess of AI: How Does Misalignment Scale with Model Intelligence and Task Complexity?See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Nathan Lambert and Sebastian Raschka are machine learning researchers, engineers, and educators. Nathan is the post-training lead at the Allen Institute for AI (Ai2) and the author of The RLHF Book. Sebastian Raschka is the author of Build a Large Language Model (From Scratch) and Build a Reasoning Model (From Scratch). Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep490-sc See below for timestamps, transcript, and to give feedback, submit questions, contact Lex, etc. Transcript: https://lexfridman.com/ai-sota-2026-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact SPONSORS: To support this podcast, check out our sponsors & get discounts: Box: Intelligent content management platform. Go to https://box.com/ai Quo: Phone system (calls, texts, contacts) for businesses. Go to https://quo.com/lex UPLIFT Desk: Standing desks and office ergonomics. Go to https://upliftdesk.com/lex Fin: AI agent for customer service. Go to https://fin.ai/lex Shopify: Sell stuff online. Go to https://shopify.com/lex CodeRabbit: AI-powered code reviews. Go to https://coderabbit.ai/lex LMNT: Zero-sugar electrolyte drink mix. Go to https://drinkLMNT.com/lex Perplexity: AI-powered answer engine. Go to https://perplexity.ai/ OUTLINE: (00:00) – Introduction (01:39) – Sponsors, Comments, and Reflections (16:29) – China vs US: Who wins the AI race? (25:11) – ChatGPT vs Claude vs Gemini vs Grok: Who is winning? (36:11) – Best AI for coding (43:02) – Open Source vs Closed Source LLMs (54:41) – Transformers: Evolution of LLMs since 2019 (1:02:38) – AI Scaling Laws: Are they dead or still holding? (1:18:45) – How AI is trained: Pre-training, Mid-training, and Post-training (1:51:51) – Post-training explained: Exciting new research directions in LLMs (2:12:43) – Advice for beginners on how to get into AI development & research (2:35:36) – Work culture in AI (72+ hour weeks) (2:39:22) – Silicon Valley bubble (2:43:19) – Text diffusion models and other new research directions (2:49:01) – Tool use (2:53:17) – Continual learning (2:58:39) – Long context (3:04:54) – Robotics (3:14:04) – Timeline to AGI (3:21:20) – Will AI replace programmers? (3:39:51) – Is the dream of AGI dying? (3:46:40) – How AI will make money? (3:51:02) – Big acquisitions in 2026 (3:55:34) – Future of OpenAI, Anthropic, Google DeepMind, xAI, Meta (4:08:08) – Manhattan Project for AI (4:14:42) – Future of NVIDIA, GPUs, and AI compute clusters (4:22:48) – Future of human civilization