Podcasts about Open source

In this episode of the Crazy Wisdom podcast, host Stewart Alsop welcomes Roni Burd, a data and AI executive with extensive experience at Amazon and Microsoft, for a deep dive into the evolving landscape of data management and artificial intelligence in enterprise environments. Their conversation explores the longstanding challenges organizations face with knowledge management and data architecture, from the traditional bronze-silver-gold data processing pipeline to how AI agents are revolutionizing how people interact with organizational data without needing SQL or Python expertise. Burd shares insights on the economics of AI implementation at scale, the debate between one-size-fits-all models versus specialized fine-tuned solutions, and the technical constraints that prevent companies like Apple from upgrading services like Siri to modern LLM capabilities, while discussing the future of inference optimization and the hundreds-of-millions-of-dollars cost barrier that makes architectural experimentation in AI uniquely expensive compared to other industries.Timestamps00:00 Introduction to Data and AI Challenges03:08 The Evolution of Data Management05:54 Understanding Data Quality and Metadata08:57 The Role of AI in Data Cleaning11:50 Knowledge Management in Large Organizations14:55 The Future of AI and LLMs17:59 Economics of AI Implementation29:14 The Importance of LLMs for Major Tech Companies32:00 Open Source: Opportunities and Challenges35:19 The Future of AI Inference and Hardware43:24 Optimizing Inference: The Next Frontier49:23 The Commercial Viability of AI ModelsKey Insights1. Data Architecture Evolution: The industry has evolved through bronze-silver-gold data layers, where bronze is raw data, silver is cleaned/processed data, and gold is business-ready datasets. However, this creates bottlenecks as stakeholders lose access to original data during the cleaning process, making metadata and data cataloging increasingly critical for organizations.2. AI Democratizing Data Access: LLMs are breaking down technical barriers by allowing business users to query data in plain English without needing SQL, Python, or dashboarding skills. This represents a fundamental shift from requiring intermediaries to direct stakeholder access, though the full implications remain speculative.3. Economics Drive AI Architecture Decisions: Token costs and latency requirements are major factors determining AI implementation. Companies like Meta likely need their own models because paying per-token for billions of social media interactions would be economically unfeasible, driving the need for self-hosted solutions.4. One Model Won't Rule Them All: Despite initial hopes for universal models, the reality points toward specialized models for different use cases. This is driven by economics (smaller models for simple tasks), performance requirements (millisecond response times), and industry-specific needs (medical, military terminology).5. Inference is the Commercial Battleground: The majority of commercial AI value lies in inference rather than training. Current GPUs, while specialized for graphics and matrix operations, may still be too general for optimal inference performance, creating opportunities for even more specialized hardware.6. Open Source vs Open Weights Distinction: True open source in AI means access to architecture for debugging and modification, while "open weights" enables fine-tuning and customization. This distinction is crucial for enterprise adoption, as open weights provide the flexibility companies need without starting from scratch.7. Architecture Innovation Faces Expensive Testing Loops: Unlike database optimization where query plans can be easily modified, testing new AI architectures requires expensive retraining cycles costing hundreds of millions of dollars. This creates a potential innovation bottleneck, similar to aerospace industries where testing new designs is prohibitively expensive.

I talk with David Flanagan, aka Rawkode, about his new opinionated Tech Matrix that helps you navigate the overwhelming CNCF landscape. https://rawkode.academy/technology/matrix

Pico Iyer is the global citizen and now, inadvertently, the movie star—in the winter’s hot movie, Marty Supreme. Across a hundred conversations over the years, we thought we knew everything about him, the transcendentalist Buddhist ... The post Pico Supreme appeared first on Open Source with Christopher Lydon.

Escalating distrust in identity systems and misuse of AI are forcing a shift in security accountability for small and midsize businesses. Recent analysis highlights that the prevalence of deepfake-driven business email compromise and non-human digital identities is eroding confidence in traditional protective solutions. According to Techyle and supporting reports referenced by Dave Sobel, the ratio of non-human to human identities in organizations is now 144:1, further complicating authority and responsibility for managed service providers (MSPs). As trust in exclusive third-party control disintegrates, co-managed security models are becoming standard, repositioning decision-making and liability.The rise of AI-generated data—described as “AI slop”—has prompted increased adoption of zero trust models, with 84% of CIOs reportedly increasing funding for generative AI initiatives. However, as rogue AI agents are recognized as a significant insider threat, current security services are often ill-equipped to manage these new vulnerabilities. Regulatory bodies, including CISA, have issued guidance noting that the integration of AI into critical infrastructure introduces greater risk of outages and security breaches, particularly when governance remains ambiguous. High-profile vulnerabilities in open-source AI platforms used within cloud environments further highlight the persistence of operational risks.Adjacent technology updates include new releases from vendors such as 1Password, WatchGuard, JumpCloud, and ControlUp. These offerings focus on enhancing phishing prevention, expanding managed detection and response, and automating endpoint management for MSPs. However, Dave Sobel emphasizes that these tools introduce additional layers of automation and integration without adequately clarifying who ultimately holds authority and accountability when failures or breaches occur. There is a consistent warning that stacking solutions or outsourcing core functions without redefining operational control creates gaps between action and oversight.For MSPs and IT leaders, the key takeaway is that security risk is no longer defined by missing technology but by unclear governance, undefined authority, and misaligned incentives. Without explicit contractual and operational delineation of responsibility when deploying AI and automation, service providers are increasingly exposed to liability by default. The advice is to move beyond tool-centric strategies and focus on process clarity: define who authorizes, audits, and terminates non-human identities; establish which parties approve automation actions; and ensure clients understand shared responsibilities to mitigate silent risk accumulation. Four things to know today00:00 TechAisle Warns SMB Security Will Shift in 2026 as Identity Attacks and AI Agents Redefine Risk05:44 AI Moves Deeper Into Critical Infrastructure as Open-Source and Human Weaknesses Expand the Attack Surface09:35 MSP Security Platforms Automate Phishing Prevention and MDR—Outpacing Governance and Control Models12:12 AI-Powered MSP Tools Promise Control and Efficiency, But Shift Responsibility by Default This is the Business of Tech.    Supported by:  https://scalepad.com/dave/

In this episode, Anne Bovelett chats with Rahul Bansal and Aviral Mittal from rtCamp, highlighting the agency's growth since 2009, commitment to accessibility, and innovative training programs in WordPress.

Nathan Benaich is the founder of Air Street Capital and author of the State of AI report. On its eighth year, the report is a year-long effort on the biggest things happening in AI, across research, industry, politics, and safety.This episode covers the biggest takeaways from the latest report, like the rise in reasoning, the surge in China's open source models, where AI is working in practice, the rise of sovereign AI, where he thinks value will actually accrue over the long-term, if we're in an AI bubble, and how he's investing in AI today at Air Street.Thanks to Nico at Adjacent and Dan at Michigan for helping brainstorm topics for Nathan.Try Numeral, the end-to-end platform for sales tax and compliance: ⁠https://www.numeral.com⁠Sign-up for Flex Elite with code TURNER, get $1,000: https://form.typeform.com/to/Rx9rTjFzTimestamps:(3:39) State of AI 2025(6:22) Takeaway #1: Reasoning & tool calling(13:01) Takeaway #2: Rise of Chinese open source(15:25) Open vs closed source models(26:46) Takeaway #3: AI revenue is real(27:51) Takeaway #4: Sovereign AI(36:44) Are we in an AI bubble?(59:23) Starting Air Street Capital(1:05:18) Raising Fund 1(1:16:20) Air Street portfolio strategy(1:25:15) When and who Nathan decides to invest(1:35:04) How important are AI benchmarks?(1:39:31) When to train your own models(1:45:56) Rise of European defense tech(2:01:43) Nathan's personal AI stack(2:07:32) Is niching down too risky?(2:16:12) Nadal vs FedererReferencedState of AI Report: https://www.stateof.aiThe Thinking Game Documentary: https://www.youtube.com/watch?v=d95J8yzvjbQV7: https://www.v7labs.comFollow NathanTwitter: https://x.com/nathanbenaichLinkedIn: https://www.linkedin.com/in/nathanbenaichFollow TurnerTwitter: https://twitter.com/TurnerNovakLinkedIn: https://www.linkedin.com/in/turnernovakSubscribe to my newsletter to get every episode + the transcript in your inbox every week: https://www.thespl.it/

Our 231st episode with a summary and discussion of last week's big AI news!Recorded on 01/16/2026Hosted 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:Anthropic's new cowork tool integrates Claude code, potentially simplifying multiple computing tasks from editing videos to compiling spreadsheets.Significant funding rounds see Anthropic raising $10B at a valuation of $350B, while XAI raises $20B, underscoring the immense market interest in AI startups.Nvidia faces supply challenges for H200 AI chips due to overwhelming demand from China, despite high costs per unit and its potential impact on U.S. company revenue.Policy debates highlight tensions around U.S. export controls to China, with leaders like Justin Lin from Alibaba and Jake Sullivan, former national security advisor, weighing in on the ramifications for the AI industry's future.Timestamps:(00:00:10) Intro / Banter(00:01:30) News PreviewTools & Apps(00:02:13) Anthropic's new Cowork tool offers Claude Code without the code | TechCrunch(00:09:45) Google's Gemini AI will use what it knows about you from Gmail, Search, and YouTube | The Verge(00:12:45) Google removes some AI health summaries after investigation finds “dangerous” flaws - Ars Technica(00:16:29) Gmail is getting a Gemini AI overhaul(00:18:12) Slackbot is an AI agent now | TechCrunchApplications & Business(00:20:11) Anthropic Raising $10 Billion at $350 Billion Value(00:22:25) Elon Musk xAI raises $20 billion from Nvidia, Cisco, investors(00:24:47) NVIDIA Needs a Supply Chain ‘Miracle' From TSMC as China's H200 AI Chip Orders Overwhelm Supply, Triggering a Bottleneck(00:29:26) OpenAI signs deal, worth $10B, for compute from Cerebras | TechCrunch(00:31:49) CoreWeave in focus as it amends credit agreement(00:34:30) LMArena lands $1.7B valuation four months after launching its product | TechCrunchProjects & Open Source(00:35:54) Nemotron-Cascade: Scaling Cascaded Reinforcement Learning for General-Purpose Reasoning Models(00:43:15) mHC: Manifold-Constrained Hyper-Connections(00:49:53) IQuest_Coder_Technical_Report(00:54:58) TII Abu-Dhabi Released Falcon H1R-7B: A New Reasoning Model Outperforming Others in Math and Coding with only 7B Params with 256k Context Window - MarkTechPostResearch & Advancements(01:01:42) Deep Delta Learning(01:07:47) Recursive Language Models(01:13:39) Conditional memory via scalable lookup(01:18:54) Extending the Context of Pretrained LLMs by Dropping their Positional EmbeddingsPolicy & Safety(01:26:06) Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks(01:31:00) Nvidia CEO says purchase orders, not formal declaration, will signal Chinese approval of H200(01:32:24) China AI Leaders Warn of Widening Gap With US After $1B IPO Week(01:37:25) Jake Sullivan is furious that Trump removed Biden's AI chip export controls | The VergeSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Sourcegraph's CTO just revealed why 90% of his code now comes from agents—and why the Chinese models powering America's AI future should terrify Washington. While Silicon Valley obsesses over AGI apocalypse scenarios, Beyang Liu's team discovered something darker: every competitive open-source coding model they tested traces back to Chinese labs, and US companies have gone silent after releasing Llama 3. The regulatory fear that killed American open-source development isn't hypothetical anymore—it's already handed the infrastructure layer of the AI revolution to Beijing, one fine-tuned model at a time. Resources:Follow Beyang Liu on X: https://x.com/beyangFollow Martin Casado on X: https://x.com/martin_casadoFollow Guido Appenzeller on X: https://x.com/appenz Stay Updated:If you enjoyed this episode, be sure to like, subscribe, and share with your friends!Find a16z on X: https://x.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zListen to the a16z Podcast on Spotify: https://open.spotify.com/show/5bC65RDvs3oxnLyqqvkUYXListen to the a16z Podcast on Apple Podcasts: https://podcasts.apple.com/us/podcast/a16z-podcast/id842818711Follow our host: https://x.com/eriktorenbergPlease 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 http://a16z.com/disclosures. Stay Updated:Find a16z on XFind a16z on LinkedInListen to the a16z Show on SpotifyListen to the a16z Show on Apple PodcastsFollow our host: https://twitter.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. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

Michael Stahnke is a seasoned technology leader and open-source advocate, currently serving as the VP of Engineering Flox. With experience in leading operations and engineering departments, Michael has played a pivotal role in shaping DevOps practices and automation in software development. Prior to joining Flox he held senior leadership positions at CircleCI and Puppet, where he built and led engineering teams solving problems for developers and operations. He is a regular speaker at technology conferences, sharing insights on DevOps transformations, scalability challenges, and the future of automated workflows. He's obsessed with measurements of engineering performance and finding a great night of karaoke.You can find Michael on the following sites:LinkedInGitHubBlueskyHere are some links provided by Michael:FloxPLEASE 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

Topics covered in this episode: Better Django management commands with django-click and django-typer PSF Lands a $1.5 million sponsorship from Anthropic How uv got so fast PyView Web Framework 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 Django management commands with django-click and django-typer Lacy Henschel Extend Django manage.py commands for your own project, for things like data operations API integrations complex data transformations development and debugging Extending is built into Django, but it looks easier, less code, and more fun with either django-click or django-typer, two projects supported through Django Commons Michael #2: PSF Lands a $1.5 million sponsorship from Anthropic Anthropic is partnering with the Python Software Foundation in a landmark funding commitment to support both security initiatives and the PSF's core work. The funds will enable new automated tools for proactively reviewing all packages uploaded to PyPI, moving beyond the current reactive-only review process. The PSF plans to build a new dataset of known malware for capability analysis The investment will sustain programs like the Developer in Residence initiative, community grants, and infrastructure like PyPI. Brian #3: How uv got so fast Andrew Nesbitt It's not just be cause “it's written in Rust”. Recent-ish standards, PEPs 518 (2016), 517 (2017), 621 (2020), and 658 (2022) made many uv design decisions possible And uv drops many backwards compatible decisions kept by pip. Dropping functionality speeds things up. “Speed comes from elimination. Every code path you don't have is a code path you don't wait for.” Some of what uv does could be implemented in pip. Some cannot. Andrew discusses different speedups, why they could be done in Python also, or why they cannot. I read this article out of interest. But it gives me lots of ideas for tools that could be written faster just with Python by making design and support decisions that eliminate whole workflows. Michael #4: PyView Web Framework PyView brings the Phoenix LiveView paradigm to Python Recently interviewed Larry on Talk Python Build dynamic, real-time web applications using server-rendered HTML Check out the examples. See the Maps demo for some real magic How does this possibly work? See the LiveView Lifecycle. Extras Brian: Upgrade Django, has a great discussion of how to upgrade version by version and why you might want to do that instead of just jumping ahead to the latest version. And also who might want to save time by leapfrogging Also has all the versions and dates of release and end of support. The Lean TDD book 1st draft is done. Now available through both pythontest and LeanPub I set it as 80% done because of future drafts planned. I'm working through a few submitted suggestions. Not much feedback, so the 2nd pass might be fast and mostly my own modifications. It's possible. I'm re-reading it myself and already am disappointed with page 1 of the introduction. I gotta make it pop more. I'll work on that. Trying to decide how many suggestions around using AI I should include. It's not mentioned in the book yet, but I think I need to incorporate some discussion around it. Michael: Python: What's Coming in 2026 Python Bytes rewritten in Quart + async (very similar to Talk Python's journey) Added a proper MCP server at Talk Python To Me (you don't need a formal MCP framework btw) Example one: latest-episodes-mcp.png Example two: which-episodes-mcp.webp Implmented /llms.txt for Talk Python To Me (see talkpython.fm/llms.txt ) Joke: Reverse Superman

We rebuild a small office network around Linux, with an Unplugged twist and real-world constraints. Things don't go quite as expected...Sponsored By:Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. 1Password Extended Access Management: 1Password Extended Access Management is a device trust solution for companies with Okta, and they ensure that if a device isn't trusted and secure, it can't log into your cloud apps. Support LINUX UnpluggedLinks:

Marco DeMeireles, co founder and managing partner at ANSA, breaks down how a modern VC firm wins by being focused, data driven, and allergic to hype. If you want a clearer view of how investors evaluate open source, mission critical industries, and AI categories, this is a practical, operator minded look behind the curtain. Marco explains ANSA's focus on what they call undercover markets, from open source and open core businesses to defense, intelligence, cybersecurity, healthcare IT, and infrastructure companies that become deeply embedded and rarely lose customers. We also get into how they raised their first fund, why portfolio concentration changes everything, and how they push founders toward efficiency and profitability without killing ambition. Key Takeaways• In open source, two things matter more than most people admit: founder DNA tied to the project, and what you put behind the paywall that enterprises will pay for• Concentration forces rigor, fewer bets means deeper diligence, clearer underwriting, and more hands on support post investment• Great early stage support is not just advice, it is people, capital planning, and operating help that changes outcomes• AI investing gets easier when you start with category selection, avoid fickle demand, then hunt for non obvious wedges in real workflows• Long term winners tend to show compounding growth, improving efficiency, real demand, durable business models, founder strength, and an asymmetric risk reward at the price Timestamped Highlights00:00 Marco's quick intro and what ANSA invests in00:36 Undercover markets, open source, and mission critical industries explained01:54 The two open source filters that change how ANSA underwrites a deal03:31 Why open source can work in defense, plus the Defense Unicorns example05:29 How a new firm raises a first fund, and what the right LP partners look for10:50 The three levers ANSA pulls with founders: people, capital, operations15:22 Marco's six part framework for evaluating investments17:39 How to tell who wins in crowded AI categories, and why niche wedges matter21:41 The first investment they will never forget, and the air gapped cloud problem A line worth stealing“You can't outsource greatness. You can't outsource people selection.” Pro Tips• If you are building open source, be intentional about what is free versus paid, security, compliance, and auditability tend to earn real pricing power• If your business depends on paid acquisition, test a path to organic growth early, it can unlock profitability and give you leverage in fundraising and exits• In crowded AI spaces, pick a wedge where documentation is heavy, complexity is low, and ROI is obvious, then expand once you own that lane Call to ActionIf this episode helped you think more clearly about investing and building, follow the show, subscribe, and share it with one founder or operator who is navigating funding, pricing, or go to market right now

Building Secure Software with Tanya Janca: From Coding to Cybersecurity Advocacy In this episode of Cybersecurity Today, host Jim Love interviews Tanya Janca, also known as She Hacks Purple, a renowned Canadian application security expert and author. Tanya shares her journey from a software developer and musician to becoming a penetration tester and cybersecurity advocate. She discusses her work in training developers on secure coding practices and application security, emphasizing the need for integrated security training in academic programs and the software development lifecycle. Tanya also talks about the challenges women face in the cybersecurity field and her efforts to empower underrepresented groups through initiatives like WOsec and We Hack Purple. Sponsored by Meter, this episode dives deep into the importance of building security into software development and the potential role of AI in improving code security. 00:00 Introduction and Sponsor Message 00:18 Meet Tanya Janca: The Journey Begins 01:05 From Developer to Pen Tester 03:14 Empowering Women in Cybersecurity 13:11 Challenges in Academia and Training 19:18 The Need for Secure Coding 21:22 Challenges in Medical Device Security 22:18 The Economics of Open Source 24:43 Building Security into Development 26:14 Training and Cultural Shifts 32:33 AI and Secure Coding 39:03 Incident Response and Preparedness 39:54 Final Thoughts and Future Directions

Despite Tailwind CSS usage continuing to grow, the company recently revealed a sharp revenue decline tied to the rise of AI coding tools. Founder Adam Wathan explained how tools like GitHub Copilot and ChatGPT reduced documentation traffic, cutting off Tailwind's primary revenue funnel. In this edition of Web News, Matt and Mike explore what this means for Tailwind, the broader open-source ecosystem, and how open-source projects actually make money in 2026. Show Notes: https://www.htmlallthethings.com/podcast/how-open-source-makes-money-tailwind-css-debacle

It's another edition of Tech Talk with Steve Thomson and Doug Swinhart! Topics include: The necessity of keeping your gas tank full during cold winter months Backing up your encrypted hard drive Windows 11 struggles Converting a Windows laptop to Linux Encrypted hard drives Security issues using Proton VPN Macbooks vs Windows vs Chromebooks Plus, calls and texts from listeners!

Are self-driving databases the Waymos of the future? In Episode 35 of Talking Postgres, Luigi Nardi—founder and CEO of DBtune and Stanford researcher—joins Claire Giordano to explore his journey from academic research to Level 5 autonomous database tuning. We dig into Luigi's early days with a Commodore 64, how he began his PhD in Paris before he had learned to speak French, and how "professor privilege" in Sweden helped him bootstrap his startup. You'll learn why the DBtune team chose database tuning and Postgres as their focus, what the Jevons paradox means for the future of developers, and how the “Level 5” vision fuels the DBtune team's work toward a truly self-driving system. Previously on Talking Postgres:Talking Postgres Ep30: AI for data engineers with Simon WillisonTalking Postgres Ep23: How I got started as a developer & in Postgres with Daniel GustafssonLinks mentioned in this episode:CFP: POSETTE: An Event for Postgres 2026's CFP closes on Sun Feb 1, 2026 @ 11:59pm PSTVideo of POSETTE 2024 talk: Autotuning PostgreSQL on Azure Flexible Server, by Luigi NardiVideo of PGConf India 2025 talk: ML for Systems and Systems for ML, by Luigi NardiPGConf India 2025: Round Table Discussion about AIOxide and Friends podcast: Engineering Rigor in the LLM AgeWikipedia: Jevons paradoxWikipedia: Neuro-symbolic AIConference: PGDay Lowlands (Boriss Mejías calls it the second-best Postgres conference in Europe)Calendar invite: LIVE recording of Ep36 of Talking Postgres to happen on Wed Feb 18, 2026

The Unix v4 recovery, webzfs, openbgpd 9.0, MidnightBSD 4.0, and more... NOTES This episode of BSDNow is brought to you by Tarsnap (https://www.tarsnap.com/bsdnow) and the BSDNow Patreon (https://www.patreon.com/bsdnow) Headlines University of Utah team discovers rare computer relic (https://ksltv.com/science-technology/university-of-utah-discovers-rare-computer-relic/853296/) The attempt to read the UNIX V4 tape is underway! (https://mastodon.social/redirect/statuses/115747843746305391) UNIX V4 Tape from University of Utah (https://archive.org/details/utah_unix_v4_raw) UNIX V4 tape successfully recovered: First ever version of UNIX written in C is running again (https://www.theregister.com/2025/12/23/unix_v4_tape_successfully_recovered/) An initial analysis of the discovered Unix V4 tape (https://www.spinellis.gr/blog/20251223/) WebZFS (https://github.com/webzfs/webzfs) News Roundup OpenBGPD 9.0 released (https://www.undeadly.org/cgi?action=article;sid=20251231070524) MidnightBSD 4.0 (https://www.midnightbsd.org/notes/4.0/index.html) Let's run FreeBSD 15.0-RELEASE on a Raspberry Pi Zero 2 W (https://briancallahan.net/blog/20251216.html) Figuring out how I want to set up the TVPC (https://vulcanridr.mataroa.blog/blog/figuring-out-how-i-want-to-set-up-the-tvpc/) TVPC update (https://vulcanridr.mataroa.blog/blog/tvpc-update/) C&C Red Alert2 in your browser (https://chronodivide.com) 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 rick - shout out.md (https://github.com/BSDNow/bsdnow.tv/blob/master/episodes/646/feedback/rick%20-%20shout%20out.md) Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv (mailto:feedback@bsdnow.tv) Join us and other BSD Fans in our BSD Now Telegram channel (https://t.me/bsdnow)

No décimo oitavo episódio do Hipsters.Talks, PAULO SILVEIRA , CVO do Grupo Alura, conversa com EDUARDO SANTOS , especialista em inteligência artificial na Lopti, sobre O VERDADEIRO SIGNIFICADO DE SOFTWARE LIVRE, a diferença entre free software e open source e POR QUE LLAMA E OUTROS MODELOS NÃO SÃO TÃO “ABERTOS” QUANTO PARECEM. Uma discussão sobre licenças (GPL, MIT, BSD), comunidades brasileiras e o futuro do código aberto na era da IA! Sinta-se à vontade para compartilhar suas perguntas e comentários. Vamos adorar conversar com você!

In our latest episode, co-hosts Robby and Tim talk with Julien Mangeard, Co-Founder of open source backup platform Plakar. Plakar's open source, also called plakar, has 1.5K stars on GitHub and provides a backup solution powered by open source, immutable data store Kloset.The podcast discusses why data backup remains a critical but unsolved problem, especially as the number of data sources has exploded across SaaS applications, cloud databases, and on-prem systems. For CISOs and CTOs, this complexity makes it increasingly difficult to ensure everything is done “the right way.” The core argument is that the only truly safe approach is maintaining an independent, secure copy of your data - without vendor lock-in and with guaranteed long-term access, sometimes for decades. End-to-end encryption, immutable storage, and compatibility with different storage backends are emphasized as essential foundations rather than optional features.The conversation contrasts hype-driven cloud-only backup companies like Eon with Plakar's back-to-basics approach: an open source, resilience-focused system designed to handle large and diverse datasets securely. Built around an immutable storage engine (Kloset), Plakar aims to let individuals or small teams manage their own backups while also supporting collaboration at scale. The founder's motivation is rooted in personal experience- having previously lost critical data as a CTO - which reinforced the need for security, openness, and community involvement to continuously add and validate new data sources in a rapidly evolving data landscape.

In this episode, I was lucky enough to interview Ole Lensmar, co-founder and CTO of Testkube.Ole shares his unique perspective growing up across Germany, the US, and Sweden, and how those experiences shaped his adaptability and approach to entrepreneurship. He reflects on the differences between launching tech startups in Europe versus the United States, and why he believes the US remains a more mature market for scaling innovation. From his first ventures in the mid-90s to the creation of SoapUI, Ole explains how his passion for coding and solving practical problems led him to build tools that filled gaps in the QA and software testing space.Ole dives into the origins of Testkube, explaining its mission to decouple testing from CI/CD pipelines and empower QA teams with a centralized, cloud-native platform. He discusses the open-source model, the challenges of enterprise sales, and the evolution of his ideal customer profile. Ole also shares insights on how Testkube differentiates itself from CI/CD tools and cloud execution vendors, enabling companies to run unlimited tests at scale without infrastructure limitations.Explore how Ole Lensmar turned coding challenges into software solutions and shaped modern QA practices in this episode of The First Customer!Guest Info:Testkubehttps://testkube.io/Ole Lensmar's LinkedIn https://www.linkedin.com/in/olensmar/Connect with Jay on LinkedInhttps://www.linkedin.com/in/jayaigner/The First Customer Youtube Channelhttps://www.youtube.com/@thefirstcustomerpodcastThe First Customer podcast websitehttps://www.firstcustomerpodcast.comFollow The First Customer on LinkedInhttp://www.linkedin.com/company/the-first-customer-podcast/

with @ccatalini @rhackettToday we're talking about who — if anyone — should own the rails of global money.Our guest is Christian Catalini, cofounder and chief strategy officer of the global payments startup Lightspark, and a former architect of Meta's shuttered Libra project — one of the most ambitious attempts to create a corporate-backed digital currency.In this episode, we talk about…why Bitcoin is more than “digital gold,” what Christian learned from his time at Facebook, and why he believes openness — not corporate control — will ultimately winChristian also wrote a feature for us expanding on his argument, which you can read by subscribing to a16z crypto on Substack. Check it out and let us know what you think.This episode is part of a special series of interviews we recorded live at our Founders Summit in October. Follow a16z crypto for more...X: https://x.com/a16zcryptoLinkedIn: https://www.linkedin.com/showcase/a16zcrypto/posts/Spotify: https://open.spotify.com/show/7pMZvsNXEnb0CYcPiDQywEApple Podcasts: https://podcasts.apple.com/us/podcast/web3-with-a16z-crypto/id1622312549Youtube: https://www.youtube.com/@a16zcrypto

In this episode, we sit down with Carl Mattsson, VP & GM EMEA at Kong, to discuss one of the most remarkable scaling journeys in the industry. Carl joined Kong when it was at just $1M ARR in the EMEA market and has since spearheaded its growth to nearly $100M ARR. We explore the unique sales principles that shaped the organization, the "heart surrounded by science" culture, and how Carl navigated the transition from a single-product company to a dominant AI-governance platform. Carl also shares the incredible story of a founder's personal commitment that kept him at the company during a critical turning point.

This show has been flagged as Explicit by the host. Background I have a very old EPSON R300 inkjet printer It has served me well for many years. I thought it was at least 10 if not 15 years old. I got it before I even became interested in Linux. For many of those years now I have been using this printer extensively on Linux. It has been a really good printer and has been incredibly cheap to run. Many years ago I got a number of sets of ink for it. I think they only cost me £15! A colleague at work later on gave me more sets of ink. I ended up with a large bag full of ink cartridges which I have been working my way through ever since. I used the printer infrequently for many years. This is far from ideal for an ink jet printer as doing so tends to cause the ink jet nozzles to clog up. Unsurprisingly in later years it has become somewhat temperamental. The problems consisted of paper mis-feeds (Probably down to the rubber take up rollers going hard over time) and missing bits of print (This I assume due to infrequent use of the printer and age of ink jet cartridges all of which were well out of their expiration date). The mis-fed paper could be solved by individual feeding each sheet through the printer. The poor / missing print could be solved by a combination of running the print head clean routine or by replacing the offending cartridge. Latterly I had print problems again and as per usual after cleaning the heads and then finally changing the cartridge the printer resumed printing normally. Shortly after this I bought myself an Apple iMac mini and thought it could be useful to be able to print from it. I visited the EPSON website downloaded and installed the EPSON print driver for my trusty R300 printer. I tried printing from my iMac and received a warning stating something like some of the components within your printer are worn and may need servicing. I'd never seen a message like this before as I normally print using open source print drivers on Linux which never report such things. When I tried printing on my Apple Mac no black text was visible on the page. I tried running the head cleaning routine and this made no difference. I eventually had to resort to changing the colour of the text within the LibreOffice document. This allowed me to print text that was at least legible. At the time I was a little suspicious of all this as the printer had been working so well just a few days previous. I plugged my trusty printer back into my trusty PC running an old version of Ubuntu using the open source printer drivers. Fired up LibreOffice and tried to print a document. To my surprise the printout was very good. While it was not as good as when the printer was new the quality of the black and coloured text was actually very good. My suspicion though I can't prove it is that the EPSON print driver has worked out that the printer is 10 plus years old and needs to be returned to EPSON for servicing (or to purchase a new printer). To ensure this the driver is crippling the output from the printer. The Open Source print drivers have none of the nefarious nonsense and allows the printer to operate. As I said I cannot prove any of this however I'll leave this up to you decide what you think is going on here. At this point I was going to end the podcast however the story didn't end there. The story continues My mother wanted me to print out some holiday insurance documents for her. She sent me a copy of her documents as I told her my printer was working again. The first page printed out slightly faintly but was readable the other pages seemed to print using invisible ink. I tried cleaning the heads but it made no difference. It's looking a bit like my printer or at least the cartridge is past its expiry date. Clearing out our loft I found the original box for my EPSON R300 printer and discovered that it was purchased in May 2005. This means the printer is now over 20 years old! At this point I decided that it was maybe about time that I replaced our ageing printer. We use the printer very infrequently and rarely need colour. For this reason I decided this time to buy a laser printer since I believe these don't tend to dry out like ink jet printers and are less likely to suffer with infrequent use. Only time will tell though I don't expect this one to last 20 years! Finally after all this I am not sure if using the EPSON driver had anything to do with the final demise of my printer though who knows. As Klaatu would say I leave that up to you dear listener to decide. Provide feedback on this episode.

Topics covered in this episode: port-killer How we made Python's packaging library 3x faster CodSpeed 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: port-killer A powerful cross-platform port management tool for developers. Monitor ports, manage Kubernetes port forwards, integrate Cloudflare Tunnels, and kill processes with one click. Features:

The storage apocalypse has arrived. An old friend drops by to talk survival strategies as prices explode, and we pitch our own unapologetically 90s approach to stretching storage.Sponsored By:Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. CrowdHealth: Discover a Better Way to Pay for Healthcare with Crowdfunded Memberships. Join CrowdHealth to get started today for $99 for your first three months using UNPLUGGED. Support LINUX UnpluggedLinks:

The new year is here! It's time to predict the year ahead (and look back on last year). ==== Special Thanks to Our Patrons! ==== https://thelinuxcast.org/patrons/ ===== Follow us

Cloud RTX on Tux | Linux Out Loud 119 digs into NVIDIA's new native GeForce NOW client for Linux and Fire TV, and what cloud gaming means for folks with aging GPUs, handhelds, and serious subscription fatigue. ​ Bill and Wendy also chat staycation gaming, NAS and home-lab cleanup, Ubiquiti and travel routers, the DaVinci Speed Editor, and the tragic tale of tea spilled directly onto a Steam Deck. Show Links: Main topic – GeForce NOW on Linux and Fire TV: * NVIDIA GeForce NOW CES 2026 announcement (Linux + Fire TV): https://blogs.nvidia.com/blog/geforce-now-ces-2026/ Gaming & distros mentioned: * Bazzite (Fedora-based gaming OS): https://bazzite.gg Home lab / networking / travel: * Synology DiskStation DS1825+ (Bill's NAS): https://nascompares.com/2025/05/07/synology-ds1825-nas-released-in-the-east/ * UniFi Travel Router (UTR): https://store.ui.com/us/en/category/wifi-special-devices/products/utr Special Guest: Bill.

- AI Coding Revolution and Its Implications (0:10) - AI Coding vs. Human Coding (2:54) - AI's Role in Business and Job Transformations (4:35) - BrighteLearn.ai and AI's Continuous Improvement (5:51) - AI's Capabilities and Future Projections (7:37) - Health and Technology Integration (15:09) - The Role of Censorship and Depopulation (30:16) - The Financial Reset and Its Implications (56:36) - Preparation for Financial Chaos (1:18:10) - The Role of AI in Future Preparedness (1:21:47) - AI Integration and Initial Setup (1:25:28) - AI Tools and Recent Developments (1:29:46) - Differences Between AI Models (1:33:59) - AI's Role in Technological Advancements (1:43:06) - AI in Content Creation and Planning (1:48:56) - AI in Video and Music Production (1:56:34) - AI's Impact on Society and the Future (2:32:50) - AI's Role in Decentralization and Freedom (2:33:03) - AI's Potential for Creating AI Avatars (2:34:15) - AI's Role in Technological Competition (2:35:10) - Challenges with Current AI Models and Bias (2:38:42) - China's Leadership in AI and Censorship (2:41:41) - Customizing Chatbots and Medical Tourism (2:43:00) - Jailbreak Techniques and Health Solutions (2:45:18) - Technocracy Atlas and Epstein Data (2:47:32) - Commitment to Open Source and Decentralized Knowledge (2:49:27) - Health Ranger Store New Year's Sale (2:51:49) For more updates, visit: http://www.brighteon.com/channel/hrreport  NaturalNews videos would not be possible without you, as always we remain passionately dedicated to our mission of educating people all over the world on the subject of natural healing remedies and personal liberty (food freedom, medical freedom, the freedom of speech, etc.). Together, we're helping create a better world, with more honest food labeling, reduced chemical contamination, the avoidance of toxic heavy metals and vastly increased scientific transparency. ▶️ Every dollar you spend at the Health Ranger Store goes toward helping us achieve important science and content goals for humanity: https://www.healthrangerstore.com/ ▶️ Sign Up For Our Newsletter: https://www.naturalnews.com/Readerregistration.html ▶️ Brighteon: https://www.brighteon.com/channels/hrreport ▶️ Join Our Social Network: https://brighteon.social/@HealthRanger ▶️ Check In Stock Products at: https://PrepWithMike.com

We’re getting our heads around the invasion of Venezuela and what feels like a rough new rule book for the so-called world order. Cue Greg Grandin, the hemispheric historian who wrote that big book America, ... The post Age of Hemispheric Empires appeared first on Open Source with Christopher Lydon.

Cofounders Jeremy Wohlwend and Gabriele Corso join the a16z podcast to discuss the launch of Boltz, a public benefit company building AI infrastructure for molecular biology. The conversation explains how breakthroughs following AlphaFold moved the field beyond protein structure prediction into modeling biomolecular interactions and binding strength, why open-source Boltz models saw rapid adoption across pharma and biotech, and how that work is now being productized. They outline the launch of Boltz Lab, a platform that brings protein and small-molecule design agents into scientist workflows, Boltz's decision to operate as an infrastructure company rather than a therapeutics company, and how AI could reduce early drug discovery bottlenecks by improving molecular design and speeding iteration between computation and the lab. Resources: Follow Gabriele on X: https://twitter.com/GabriCorso Follow Jeremy on X: https://twitter.com/jeremyWohlwend Follow Jorge X: https://twitter.com/jorgecondebio Follow Zak on X: https://twitter.com/zakdoric   Stay Updated:If you enjoyed this episode, be sure to like, subscribe, and share with your friends!Find a16z on X:https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zListen to the a16z Podcast on Spotify: https://open.spotify.com/show/5bC65RDvs3oxnLyqqvkUYXListen to the a16z Podcast on Apple Podcasts: https://podcasts.apple.com/us/podcast/a16z-podcast/id842818711Follow our host: https://twitter.com/eriktorenberg](https://x.com/eriktorenbergPlease 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.

Join Johanna and Jess as they dive deep into their experiences and insights working with Drupal in the nonprofit sector. Learn about their early careers, the evolution of Drupal's development, the significance of community in nonprofit tech, and the origins and importance of the Nonprofit Summit at DrupalCon. Discover how their community initiatives foster collaboration and support among nonprofit technologists, and get a glimpse into the upcoming summit details. Perfect for anyone interested in Drupal, open-source technology, and nonprofit organizational challenges. For show notes visit: https://www.talkingDrupal.com/cafe012 Johanna Bates Johanna Bates (they/them, hanpersand on drupal.org) is co-founder and co-principal of DevCollaborative, a company that builds accessible and sustainable Drupal and WordPress sites exclusively for nonprofit organizations. Johanna began their formal tech career at WGBH in Boston in 2000 as a front-end developer. They have been building Drupal sites since 2004, and have been co-moderating NTEN's Nonprofit Drupal Community and its monthly chats for over a decade. Johanna was involved in early Nonprofit Summits at NYCcamp starting back in 20-teens 2015, and helped bring the Nonprofit Summit to DrupalCon North America in 2017. Jess Snyder Jess Snyder (jesss on drupal.org and Drupal Slack) is Director of Web Systems for WETA, the flagship public media station for Washington, DC, and has over 20 years of experience in website development. Jess is an organizer for NTEN's Drupal Community of Practice as well as Drupal GovCon. She also co-chaired the triumphant return of the Nonprofit Summit to DrupalCon Portland 2024 and its sequel at DrupalCon Atlanta 2025. When not Drupaling, Jess sits on the Board of Directors for the National Academy of Television Arts and Sciences. Topics Meet the Speakers: Johanna and Jess Johanna's Journey in Nonprofit Tech Jess's Path in Public Broadcasting The Importance of Community in Nonprofit Tech Organizing Nonprofit Summits Challenges and Changes in Drupal The Value of Open Source for Nonprofits Comparing Drupal and WordPress Concerns About JavaScript in Content Editing Importance of Accessibility in Content Management Guardrails for Content Editors The Nonprofit Summit: Origins and Evolution Summit Format and Community Building Sponsorship and Event Details Getting Involved in the Nonprofit Drupal Community Conclusion and Final Thoughts Guests Johanna Bates - hanpersand Jess Snyder - jesss

It's not just Not Invented Here Syndrome. Some technologies like CSS simply don't scale if you're building some of the largest websites on the planet with thousands of engineers committing to the same code base every day. StyleX is Meta's open-source solution for CSS at scale and allows atomic styling of components while deduplicating definitions for bundle size and exposing a delightfully simple API for developers.  Tune in to learn from Melissa, one of the StyleX maintainers how Open Source has acted as a force multiplier for the project, how interacting with other large companies adopting StyleX has been, and much more! Got feedback? Send it to us on Threads (https://threads.net/@metatechpod), Instagram (https://instagram.com/metatechpod) and don't forget to follow our host Pascal (https://mastodon.social/@passy, https://threads.net/@passy_). Fancy working with us? Check out https://www.metacareers.com/. Links How AI Is Transforming the Adoption of Secure-by-Default Mobile Frameworks: https://engineering.fb.com/2025/12/15/android/how-ai-transforming-secure-by-default-mobile-frameworks-adoption/  StyleX: https://stylexjs.com MTP 67: Measuring Developer Productivity with Diff Authoring Time: https://pca.st/pt4p4tv5  Timestamps Intro and news 0:06 Introduction Melissa 1:47 Why did we build our own styling system? 4:07 StyleX API 5:36 cx vs StyleX 7:37 Component styling and priorities 10:38 How StyleX evolved in the past seven years 15:20 Community influence 19:33 Open Source 24:07 Challenges of OSS 27:02 Managed breaking changes in OSS 29:48 Measuring success for StyleX 32:04 Packaging challenges 34:34 StyleX competition 38:42 Creating the StyleX roadmap 40:24 Outro 43:15

Our 230th 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:Nvidia's acquisition of AI chip startup Groq for $20 billion highlights a strategic move for enhanced inference technology in GPUs.New York's RAISE Act legislation aims to regulate AI safety, marking the second major AI safety bill in the US.The launch of GLM 4.7 by Zhipu AI marks a significant advancement in open-source AI models for coding.Evaluation of long-horizon AI agents raises concerns about the rising costs and efficiency of AI in performing extended tasks.Timestamps:(00:00:10) Intro / Banter(00:01:58) 2025 RetrospectiveTools & Apps(00:24:39) OpenAI bets big on audio as Silicon Valley declares war on screens | TechCrunchApplications & Business(00:26:39) Nvidia buying AI chip startup Groq for about $20 billion, biggest deal(00:34:28) Exclusive | Meta Buys AI Startup Manus, Adding Millions of Paying Users - WSJ(00:38:05) Cursor continues acquisition spree with Graphite deal | TechCrunch(00:39:15) Micron Hikes CapEx to $20B with 2026 HBM Supply Fully Booked; HBM4 Ramps 2Q26(00:42:06) Chinese fabs are reportedly upgrading older ASML DUV lithography chipmaking machines — secondary channels and independent engineers used to soup up Twinscan NXT seriesProjects & Open Source(00:47:52) Z.AI launches GLM-4.7, new SOTA open-source model for coding(00:50:11) Evaluating AI's ability to perform scientific research tasksResearch & Advancements(00:54:32) Large Causal Models from Large Language Models(00:57:33) Universally Converging Representations of Matter Across Scientific Foundation Models(01:02:11) META-RL INDUCES EXPLORATION IN LANGUAGE AGENTS(01:07:16) Are the Costs of AI Agents Also Rising Exponentially?(01:11:17) METR eval for Opus 4.5(01:16:19) How to game the METR plotPolicy & Safety(01:17:24) New York governor Kathy Hochul signs RAISE Act to regulate AI safety | TechCrunch(01:20:40) Activation Oracles: Training and Evaluating LLMs as General-Purpose Activation Explainers(01:26:46) Monitoring Monitorability(01:32:07) Sam Altman is hiring someone to worry about the dangers of AI | The Verge(01:33:38) X users asking Grok to put this girl in bikini, Grok is happy obliging - India TodaySee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Most open source companies do the same thing. They take investor money, lock their best features behind paywalls, sell the company, and disappoint everyone. Grokability did something different.Jeremy Price, VP of Technology at Grokability talks with Corey Quinn about how they built a business that makes enough money without chasing endless growth. From why they use simple technology to how they run thousands of separate installations for customers, Jeremy explains what happens when you care more about making a good product than explosive growth.Show Highlights: (00:51) Welcoming Jeremy Price from Grokability(03:34) How Snipe-IT Started With a Bet(05:30) Paying for Software Can Change Everything(07:40) When AWS Competes With Open Source(10:10) Boring Businesses Make Money(15:30) Balancing Hosting Needs and Product Quality(18:00) Pricing That Avoids Big Customer Problems(21:06) Better Than a Google Sheet(27:02) The Psychology of Buying(29:33) Where to Find Jeremy and GrokabilityLinks: https://jermops.com/about/https://www.linkedin.com/in/jeremygprice/https://snipeitapp.com/companySponsored by: duckbillhq.com

Keith Townsend is an independent CTO advisor and infrastructure practitioner focused on how enterprises actually adopt AI, cloud, and open-source platforms at scale. He's the founder of The Advisor Bench and the voice behind The CTO Advisor, where he helps CIOs and CTOs navigate hard infrastructure decisions around hybrid cloud, AI systems, and platform architecture.Keith has spent his career inside large enterprises and alongside vendors—working as an enterprise architect, consultant, and analyst—bridging the gap between engineering reality and executive decision-making. He's known for translating complex systems into plain English and for challenging hype with operational truth.Today, Keith advises enterprise IT leaders, moderates closed-door executive forums, and builds real AI systems himself—using open source not as ideology, but as a practical tool for control, portability, and long-term leverage.You can find Keith on the following sites:BlogYouTubeLinkedInXPLEASE 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

Topics covered in this episode: ty: An extremely fast Python type checker and LSP Python Supply Chain Security Made Easy typing_extensions MI6 chief: We'll be as fluent in Python as we are in Russian Extras Joke Watch on YouTube About the show 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. Brian #1: ty: An extremely fast Python type checker and LSP Charlie Marsh announced the Beta release of ty on Dec 16 “designed as an alternative to tools like mypy, Pyright, and Pylance.” Extremely fast even from first run Successive runs are incremental, only rerunning necessary computations as a user edits a file or function. This allows live updates. Includes nice visual diagnostics much like color enhanced tracebacks Extensive configuration control Nice for if you want to gradually fix warnings from ty for a project Also released a nice VSCode (or Cursor) extension Check the docs. There are lots of features. Also a note about disabling the default language server (or disabling ty's language server) so you don't have 2 running Michael #2: Python Supply Chain Security Made Easy We know about supply chain security issues, but what can you do? Typosquatting (not great) Github/PyPI account take-overs (very bad) Enter pip-audit. Run it in two ways: Against your installed dependencies in current venv As a proper unit test (so when running pytest or CI/CD). Let others find out first, wait a week on all dependency updates: uv pip compile requirements.piptools --upgrade --output-file requirements.txt --exclude-newer "1 week" Follow up article: DevOps Python Supply Chain Security Create a dedicated Docker image for testing dependencies with pip-audit in isolation before installing them into your venv. Run pip-compile / uv lock --upgrade to generate the new lock file Test in a ephemeral pip-audit optimized Docker container Only then if things pass, uv pip install / uv sync Add a dedicated Docker image build step that fails the docker build step if a vulnerable package is found. Brian #3: typing_extensions Kind of a followup on the deprecation warning topic we were talking about in December. prioinv on Mastodon notified us that the project typing-extensions includes it as part of the backport set. The warnings.deprecated decorator is new to Python 3.13, but with typing-extensions, you can use it in previous versions. But typing_extesions is way cooler than just that. The module serves 2 purposes: Enable use of new type system features on older Python versions. Enable experimentation with type system features proposed in new PEPs before they are accepted and added to the typing module. So cool. There's a lot of features here. I'm hoping it allows someone to use the latest typing syntax across multiple Python versions. I'm “tentatively” excited. But I'm bracing for someone to tell me why it's not a silver bullet. Michael #4: MI6 chief: We'll be as fluent in Python as we are in Russian "Advances in artificial intelligence, biotechnology and quantum computing are not only revolutionizing economies but rewriting the reality of conflict, as they 'converge' to create science fiction-like tools,” said new MI6 chief Blaise Metreweli. She focused mainly on threats from Russia, the country is "testing us in the grey zone with tactics that are just below the threshold of war.” This demands what she called "mastery of technology" across the service, with officers required to become "as comfortable with lines of code as we are with human sources, as fluent in Python as we are in multiple other languages." Recruitment will target linguists, data scientists, engineers, and technologists alike. Extras Brian: Next chapter of Lean TDD being released today, Finding Waste in TDD Still going to attempt a Jan 31 deadline for first draft of book. That really doesn't seem like enough time, but I'm optimistic. SteamDeck is not helping me find time to write But I very much appreciate the gift from my fam Send me game suggestions on Mastodon or Bluesky. I'd love to hear what you all are playing. Michael: Astral has announced the Beta release of ty, which they say they are "ready to recommend to motivated users for production use." Blog post Release page Reuven Lerner has a video series on Pandas 3 Joke: Error Handling in the age of AI Play on the inversion of JavaScript the Good Parts

We unleash a networking monitoring tool to spot new devices, track changes in real time, and fire alerts straight into Home Assistant, MQTT, and your phone.Sponsored By:Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. CrowdHealth: Discover a Better Way to Pay for Healthcare with Crowdfunded Memberships. Join CrowdHealth to get started today for $99 for your first three months using UNPLUGGED. Support LINUX UnpluggedLinks:

How the chip industry is being disrupted with Open-Source technology. $ BTC 91,192 Block Height 930,862 Today's guests on the show are Matej Zak and Tomas Susanka, CEO and CTO of Trezor. What fiat contractual problem did Matej and Tomas face when the team were designing the latest Trezor Hardware Wallet? Why is the launch of the Tropic Square Chip so important and what might this mean for Hardware wallets and the wider chip industry going forward? What happened in the Czech Republic in the 1950's that left the people without a dependable currency and why were people jangling keys on Revolution Day? Key Topics: Hardware wallets Open-source technology Self-custody Bitcoin security Trezor Safe 7 Tropic Square chip Bitcoin's history and development in the Czech Republic Central Bank Digital Currencies (CBDCs) Quantum computing BIP 360 A huge thank you to Tomas and Matej for coming on the show. Follow them at their X accounts below: @matej_zak @tsusanka Check out my book ‘Choose Life' - https://bitcoinbook.shop/search?q=prince Pleb Service Announcements: Join 19 thousand Bitcoiners on @cluborange https://signup.cluborange.org/co/princey Support the pod via @fountain_app -https://fountain.fm/show/2oJTnUm5VKs3xmSVdf5n CONFERENCES: BTC PRAGUE - 11th - 13th June 2026 http://btcprg.me/BITTEN - Use code BITTEN for - 10% Shills and Mench's: RELAI - STACK SATS - www.relai.me/Bitten Use Code BITTEN BITBOX - SELF CUSTODY YOUR BITCOIN - www.bitbox.swiss/bitten Use Code BITTEN PAY WITH FLASH. Accept Bitcoin on your website or platform with no-code and low-code integrations. https://paywithflash.com/ SWAN BITCOIN - www.swan.com/bitten GEYSER - fund bitcoin projects you love - https://geyser.fund/ PLEBEIAN MARKET - BUY AND SELL STUFF FOR SATS; https://plebeian.market/ @PlebeianMarket ZAPRITE - https://zaprite.com/bitten - Invoicing and accounting for Bitcoiners - Save $40 KONSENSUS NETWORK - Buy bitcoin books in different languages. Use code BITTEN for 10% discount - https://bitcoinbook.shop?ref=bitten SEEDOR STEEL PLATE BACK-UP - @seedor_io use the code BITTEN for a 5% discount. www.seedor.io/BITTEN SATSBACK - Shop online and earn back sats! https://satsback.com/register/5AxjyPRZV8PNJGlM HEATBIT - Home Bitcoin mining - https://www.heatbit.com/?ref=DANIELPRINCE - Use code BITTEN. CRYPTOTAG STEEL PLATE BACK-UP https://cryptotag.io - USE CODE BITTEN for 10% discount.

Join our current events support zoomcast show hosted by Jan Landy and his knowledgeable affable panel of friends and colleagues for an entertaining robust discussion offering opinions on anything related to a working professional life in general.Our ZoomCast isn't just a fountain of knowledge; it's also a opportunity to laugh. Think of it as therapy, but with more jokes and fewer couches. Join us and share your thoughts. Stay updated on life and world events, and enjoy multiple good chuckles along the way.

Holidays 2025 - What you been do'in? NOTES This episode of BSDNow is brought to you by Tarsnap (https://www.tarsnap.com/bsdnow) and the BSDNow Patreon (https://www.patreon.com/bsdnow) Headlines What tech did we enjoy playing with or found interesting in 2025? 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 - Gary - Storage Is Cheap (https://github.com/BSDNow/bsdnow.tv/blob/master/episodes/644/feedback/Gary%20-%20Storage%20Is%20Cheap.md) Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv (mailto:feedback@bsdnow.tv) Join us and other BSD Fans in our BSD Now Telegram channel (https://t.me/bsdnow)

CEO of Trezor Matej Zak explains why open source isn't just a feature — it's a principle.In an industry built on transparency, hiding code behind NDAs makes no sense.

This episode is a special replay from The Generalist Podcast, featuring a conversation with a16z General Partner Martin Casado. Martin has lived through multiple tech waves as a founder, researcher, and investor, and in this discussion he shares how he thinks about the AI boom, why he believes we're still early in the cycle, and how a market-first lens shapes his approach to investing.They also dig into the mechanics behind the scenes: why AI coding could become a multi-trillion-dollar market, how a16z evolved from a small generalist firm into a specialized organization, the growing role of open-source models, and why Martin believes AGI debates often obscure more meaningful questions about how technology actually creates value. Resources:Follow Mario GabrieleX: https://x.com/mariogabrielehttps://www.generalist.com/Follow Martin Casado:LinkedIn: https://www.linkedin.com/in/martincasado/X: https://x.com/martin_casadoThe Generalist Substack: https://www.generalist.com/The Generalist on YouTube: https://www.youtube.com/@TheGeneralistPodcastSpotify: https://open.spotify.com/show/6mHuHe0Tj6XVxpgaw4WsJVApple: https://podcasts.apple.com/us/podcast/the-generalist/id1805868710 Stay Updated:If you enjoyed this episode, be sure to like, subscribe, and share with your friends!Find a16z on X: https://x.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zListen to the a16z Podcast on Spotify: https://open.spotify.com/show/5bC65RDvs3oxnLyqqvkUYXListen to the a16z Podcast on Apple Podcasts: https://podcasts.apple.com/us/podcast/a16z-podcast/id842818711Please 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 Stay Updated:Find a16z on XFind a16z on LinkedInListen to the a16z Show on SpotifyListen to the a16z Show on Apple PodcastsFollow our host: https://twitter.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. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

Jan combines the precision of his background in luxury watchmaking with deep experience in platform engineering and open source. As a GitHub Star and Microsoft MVP, he has demonstrated impact in the community and with companies worldwide. He led teams of dozens of engineers at NIKE EMEA, built the popular cross-platform prompt theme engine Oh My Posh, and guides organizations in their transformation toward AI-native software development. Jan helps companies scale, modernize, and align their technical strategy with business goals—always with craftsmanship and attention to detail.You can find Jan on the following sites: LinkedIn GitHub Bluesky Here are some links provided by Jan: Oh My Posh PLEASE SUBSCRIBE TO THE PODCAST Spotify Apple Podcasts YouTube Music Amazon Music RSS Feed You can check out more episodes of Coffee and Open Source on https://www.coffeeandopensource.comCoffee and Open Source is hosted by Isaac Levin

We make our big Linux predictions for 2026, but first, we score how we did for 2025.Sponsored By:Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. 1Password Extended Access Management: 1Password Extended Access Management is a device trust solution for companies with Okta, and they ensure that if a device isn't trusted and secure, it can't log into your cloud apps. CrowdHealth: Discover a Better Way to Pay for Healthcare with Crowdfunded Memberships. Join CrowdHealth to get started today for $99 for your first three months using UNPLUGGED.Unraid: A powerful, easy operating system for servers and storage. Maximize your hardware with unmatched flexibility. Support LINUX UnpluggedLinks:

Upwrapping OpenZFS gifs, Propolice the OpenBSD Stack Protector, refreshing zpools, and the FreeBSD 15.0 release. NOTES This episode of BSDNow is brought to you by Tarsnap (https://www.tarsnap.com/bsdnow) and the BSDNow Patreon (https://www.patreon.com/bsdnow) Headlines Unwrapping ZFS: Gifts from the Open Source Community (https://klarasystems.com/articles/zfs-community-contributions-2025/?utm_source=BSD%20Now&utm_medium=Podcast) Who wins when we filter the open web through an opaque system? (https://hidde.blog/filtered-open-web/) News Roundup We can't fund our way out of the free and open source maintenance problem (https://utcc.utoronto.ca/~cks/space/blog/tech/OpenSourceFundingNotSolution) The story of Propolice, the OpenBSD stack protector (https://www.undeadly.org/cgi?action=article;sid=20251212094310) Copying everything off a zpool, destroying it, creating a new one, and copying everything back (https://dan.langille.org/2025/12/11/copying-everything-off-a-zpool-destroying-it-creating-a-new-one-and-copying-everything-back/) All aboard the 15.0-RELEASE train! (https://vulcanridr.mataroa.blog/blog/all-aboard-the-150-release-train/) Beastie Bits Running A PDP-8 From 1965 (https://www.youtube.com/watch?v=S2r_GujSc6w) The library of time (https://libraryoftime.xyz) OPNsense 25.7.9 released (https://forum.opnsense.org/index.php?topic=49986.0) - OPNsense 25.10.1 business edition released (https://forum.opnsense.org/index.php?topic=50052.0) 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 Martin - recordings (https://github.com/BSDNow/bsdnow.tv/blob/master/episodes/643/feedback/Martin%20-%20recording%20of%20bsdnow.md) Send questions, comments, show ideas/topics, or stories you want mentioned on the show to feedback@bsdnow.tv (mailto:feedback@bsdnow.tv) Join us and other BSD Fans in our BSD Now Telegram channel (https://t.me/bsdnow)

Our 229th episode with a summary and discussion of last week's big AI news!Recorded on 12/19/2025Hosted 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:Notable releases include OpenAI's GPT-5.2 Codex for advanced coding and Google's Gemini Free Flash for competitive AI application performance. Nvidia's new open-source Trion-3 models also showcase impressive benchmarks.Funding updates highlight Lovable's $330M Series B, valuing the AI coding startup at $6.6B, and Faya's $140M Series D for AI model hosting, valued at $4.5B.China makes significant strides in semiconductor technology with advances in EUV lithography machines, led by Huawei and SMIC, potentially disrupting global chip manufacturing dominance.Key safety and policy updates include OpenAI's GPT-5.2 system card focusing on biosecurity and cybersecurity risks, while Google partners with the US military to power a new AI platform with Gemini models.Timestamps:(00:00:10) Intro / Banter(00:02:09) News PreviewTools & Apps(00:02:56) Google launches Gemini 3 Flash, makes it the default model in the Gemini app | TechCrunch(00:10:13) ChatGPT launches an app store, lets developers know it's open for business | TechCrunch(00:13:35) Introducing GPT-5.2-Codex | OpenAI(00:19:23) Story about OpenAI release - GPT image 1.5(00:22:27) Meta partners with ElevenLabs to power AI audio across Instagram, Horizon - The Economic TimesApplications & Business(00:23:16) OpenAI to End Equity Vesting Period for Employees, WSJ Says(00:28:20) How China built its ‘Manhattan Project' to rival the West in AI chips(00:36:47) China's Huawei, SMIC Make Progress With Chips, Report Finds(00:41:03) OpenAI in Talks to Raise At Least $10 Billion From Amazon and Use Its AI Chips(00:43:32) Amazon has a new leader for its ‘AGI' group as it plays catch-up on AI | The Verge(00:47:27) Broadcom reveals its mystery $10 billion customer is Anthropic(00:49:12) Vibe-coding startup Lovable raises $330M at a $6.6B valuation | TechCrunch(00:50:38) Fal nabs $140M in fresh funding led by Sequoia, tripling valuation to $4.5B | TechCrunchProjects & Open Source(00:51:10) Nvidia Becomes a Major Model Maker With Nemotron 3 | WIRED(00:59:24) Meta introduces new SAM AI able to isolate and edit audio • The Register(00:59:54) [2512.14856] T5Gemma 2: Seeing, Reading, and Understanding Longer(01:03:10) Anthropic makes agent Skills an open standard - SiliconANGLEResearch & Advancements(01:03:47) Budget-Aware Tool-Use Enables Effective Agent Scaling(01:08:21) Rethinking Thinking Tokens: LLMs as Improvement Operators(01:10:50) What if AI capabilities suddenly accelerated in 2027? How would the world know?Policy & Safety(01:12:58) Update to GPdfT-5 System Card: GPT-5.2(01:18:04) Neural Chameleons: Language Models Can Learn to Hide Their Thoughts from Unseen Activation Monitors(01:20:47) Async Control: Stress-testing Asynchronous Control Measures for LLM Agents(01:24:37) Google is powering a new US military AI platform | The VergeSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Topics covered in this episode: Has the cost of building software just dropped 90%? More on Deprecation Warnings How FOSS Won and Why It Matters Should I be looking for a GitHub alternative? 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. HEADS UP: We are taking next week off, happy holiday everyone. Michael #1: Has the cost of building software just dropped 90%? by Martin Alderson Agentic coding tools are collapsing “implementation time,” so the cost curve of shipping software may be shifting sharply Recent programming advancements haven't been that great of a true benefit: Cloud, TDD, microservices, complex frontends, Kubernetes, etc. Agentic AI's big savings are not just code generation, but coordination overhead reduction (fewer handoffs, fewer meetings, fewer blocks). Thinking, product clarity, and domain decisions stay hard, while typing and scaffolding get cheap. Is it the end of software dev? Not really, see Jevons paradox: when production gets cheaper, total demand can rise rather than spending simply falling. (Historically: the efficiency of coal use led to the increased consumption of coal) Pushes back on “only good for greenfield” by arguing agents also help with legacy code comprehension and bug-fixing. I 100% agree. #Legacy code for the win. Brian #2: More on Deprecation Warnings How are people ignoring them? yep, it's right in the Python docs: -W ignore::DeprecationWarning Don't do that! Perhaps the docs should give the example of emitting them only once -W once::::DeprecationWarning See also -X dev mode , which sets -W default and some other runtime checks Don't use warn, use the @warnings.deprecated decorator instead Thanks John Hagen for pointing this out Emits a warning It's understood by type checkers, so editors visually warn you You can pass in your own custom UserWarning with category mypy also has a command line option and setting for this --enable-error-code deprecated or in [tool.mypy] enable_error_code = ["deprecated"] My recommendation Use @deprecated with your own custom warning and test with pytest -W error Michael #3: How FOSS Won and Why It Matters by Thomas Depierre Companies are not cheap, companies optimize cost control. They do this by making purchasing slow and painful. FOSS is/was a major unlock hack to skip procurement, legal, etc. Example is months to start using a paid “Add to calendar” widget! It “works both ways”: the same bypass lowers the barrier for maintainers too, no need for a legal entity, lawyers, liability insurance, or sales motion. Proposals that “fix FOSS” by reintroducing supply-chain style controls (he name-checks SBOMs and mandated processes) risk being rejected or gamed, because they restore the very friction FOSS sidesteps. Brian #4: Should I be looking for a GitHub alternative? Pricing changes for GitHub Actions The self-hosted runner pricing change caused a kerfuffle. It's has been postponed But… if you were to look around, maybe pay attention to These 4 GitHub alternatives are just as good—or better Codeburg, BitBucket, GitLab, Gitea And a new-ish entry, Tangled Extras Brian: End of year sale for The Complete pytest Course Use code XMAS2025 for 50% off before Dec 31 Writing work on Lean TDD book on hold for holidays Will pick up again in January Michael: PyCharm has better Ruff support now out of the box, via Daniel Molnar This is from the release notes of 2025.3: "PyCharm 2025.3 expands its LSP integration with support for Ruff, ty, Pyright, and Pyrefly.” If you check out the LSP section it will land you on this page and you can go to Ruff. The Ruff doc site was also updated. Previously it was only available external tools and a third party plugin, this feels like a big step. Fun quote I saw on ExTwitter: May your bug tracker be forever empty. Joke: Try/Catch/Stack Overflow Create a super annoying linkedin profile - From Tim Kellogg, submitted by archtoad

Good news for custom Android ROMs, Rust is here to stay in the kernel, an open source success story in Germany, and a new version of elementary OS is out. Plus discoveries is back including better Firefox history, migrating from Windows to Linux, automating telescopes, turning old tablets into clocks, and more. News Good news for custom ROMs: Google just released the Android 16 QPR2 The (successful) end of the kernel Rust experiment New Linux Patch Confirms: Rust Experiment Is Done, Rust Is Here To Stay Goodbye, Microsoft: Schleswig-Holstein relies on Open Source and saves millions elementary OS 8.1 Available Now Discoveries Better History Operese commodore64 is back!? Making History: Signing the Commodore Contract + C64 Ultimate Production Update PiFinder Fullscreen Clock Clasp Tailscale Tailscale is an easy to deploy, zero-config, no-fuss VPN that allows you to build simple networks across complex infrastructure. Go to tailscale.com/lnl and try Tailscale out for free for up to 100 devices and 3 users, with no credit card required. Use code LATENIGHTLINUX for three free months of any Tailscale paid plan. Support us on patreon and get an ad-free RSS feed with early episodes sometimes See our contact page for ways to get in touch. RSS: Subscribe to the RSS feeds here

The Great Holiday Homelab Special! Where our community brought their absolute best, from budget busters to beautiful disasters. Plus, a boosties celebration! Grab an eggnog and join us as we attempt to choose this year's winners.Sponsored By:Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. 1Password Extended Access Management: 1Password Extended Access Management is a device trust solution for companies with Okta, and they ensure that if a device isn't trusted and secure, it can't log into your cloud apps. CrowdHealth: Discover a Better Way to Pay for Healthcare with Crowdfunded Memberships. Join CrowdHealth to get started today for $99 for your first three months using UNPLUGGED.Unraid: A powerful, easy operating system for servers and storage. Maximize your hardware with unmatched flexibility. Support LINUX UnpluggedLinks: