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  • 2026-04-17 09:55
    Adobe is trying to turn Firefly into more than an image generator. Firefly AI Assistant is Adobe's attempt to turn Creative Cloud into an agent-driven workflow layer. Instead of bouncing between Photoshop, Premiere Pro, Illustrator, Lightroom, and Express, users describe the result they want, and Firefly handles the app hopping in the background. That is a much bigger move than adding another AI button inside one Adobe app. It extends the direction Adobe has already been pushing with features like Photoshop with AI , but at a broader workflow level. What Adobe Announced At the center of the announcement is a simple idea: one prompt should be able to trigger a multi-step workflow across several Creative Cloud apps while preserving context between sessions. Adobe laid that out in both its official blog post and its newsroom release . The pitch is straightforward: spend less time figuring out which app, panel, or workflow to use, and more time describing the end result. Adobe is positioning the assistant to work across apps including: Photoshop Premiere Pro Express Lightroom Illustrator additional Creative Cloud apps over time It will also ship with prebuilt Creative Skills , reusable task flows for common ..
  • 2026-04-13 09:31
    YouTube Premium just got more expensive in the US again. According to The Verge , the individual plan now costs $15.99 per month , up from $13.99 . The family plan is now $26.99 , up from $22.99 . Premium Lite, the ad-free plan without YouTube Music, goes from $7.99 to $8.99 . This latest hike appears to apply to the US only, while many international users already saw YouTube Premium price increases in late 2024. That is the headline. The bigger story is how often YouTube has changed the price and the product around it. From Music Key to YouTube Red to YouTube Premium, the paid offering has been moving in one direction for years. The 2026 Price Hike The new monthly US prices are: YouTube Premium Individual: $15.99, up from $13.99 YouTube Premium Family: $26.99, up from $22.99 Premium Lite: $8.99, up from $7.99 The increase applies immediately for new subscribers, while existing users are being notified ahead of their next billing cycle. The standard individual plan is now $4 higher than it was at launch under the YouTube Premium name in 2018. Where It Started YouTube's paid subscription history is a little messy because the service has gone through three main eras. 1. YouTube Music Key, 2014 The ..
  • 2026-04-02 04:38
    I've been working on a set of interactive workshops on Python decorators and they are now available for free on the labs page of this site. There are 22 workshops in total, covering everything from the fundamentals of how decorators work through to advanced topics like the descriptor protocol, async decorators and metaclasses. The workshops are hosted on the Educates training platform and accessed through the browser, so there is nothing to install. An experiment in learning We are well into the age of AI at this point. Need to know how to write a decorator in Python? Just ask ChatGPT or Claude and you will get an answer in seconds. Want to refactor some code to use decorators? Let an AI agent do it for you. The tools are genuinely impressive and I use them myself every day. That said, as someone who spent years as a developer advocate helping people learn, the question that keeps coming up is whether there is still an appetite for actually learning how things work. Not just getting an answer, but understanding why the answer is what it is. Understanding the mechanics well enough that when the AI gives you something subtly wrong (and it will), you can spot it and fix it yourself. These workshops are my experiment in finding ..
  • 2026-03-03 09:06
    Adding AI to legacy code doesn't have to be a challenge. Many devs are hearing this right now: “We need to add AI to the app.” And for many of them, panic ensues. The assumption is that you have to rip your existing architecture down to its foundation. You start having nightmares about standing up complex microservices, massive AWS bills, and spending six months learning the intricate math behind vector embeddings. It feels like a monumental risk to your stable, production-ready codebase, right? Here's the current reality though: adding AI to an existing application doesn't actually require a massive rewrite. If you have solid software design fundamentals, integrating a Retrieval-Augmented Generation (RAG) pipeline is entirely within your reach. Here's how you do it without breaking everything you've already built. Get the Python Stack to do the Heavy Lifting You don't need to build your AI pipeline from scratch. The Python ecosystem has matured to the point where the hardest parts of a RAG pipeline are already solved for you. Need to parse massive PDFs? Libraries like docling handle it practically out of the box. Need to convert text into embeddings and store them? You let the LLM provider handle the embedding ..
  • 2026-02-06 13:00
    Tailwind CSS has changed how we build websites by using utility classes like text-center or bg-blue-500 directly in HTML. But as projects get bigger, the huge number of utilities can become overwhelming, leading to long class lists, slower development, and a constant need to look up class names. So how do we keep the speed and flexibility without getting buried under the class chaos? In this article, we'll explore five essential tools that can help you stay productive while working with Tailwind CSS. These tools will help you manage your classes better, speed up your workflow, and keep your code clean and maintainable. Let's check them out! 1. VSCode Extensions If you're using a code editor like VSCode , you should install the Tailwind CSS Intellisense . This extension provides intelligent suggestions as you type, helping you quickly find the right utility classes without having to remember them all. On top of that, the extension also offers features like linting for your Tailwind CSS code. This can significantly speed up your development process and reduce errors. Another extension that I would suggest is Tailwind Fold . It is another useful extension that helps you manage long class lists by allowing you to collapse ..
  • 2026-01-21 18:13
    We are thrilled to announce that Djangonaut Space, a mentorship program for contributing to Django, is open for applicants for our next cohort! 🚀 Djangonaut Space is holding a sixth session! This session will start on March 2nd, 2026. We are currently accepting applications until February 2nd, 2026 Anywhere on Earth . More details can be found in the website . Djangonaut Space is a free, 8-week group mentoring program where individuals will work self-paced in a semi-structured learning environment. It seeks to help members of the community who wish to level up their current Django code contributions and potentially take on leadership roles in Django in the future. “I'm so grateful to have been a part of the Djangonaut Space program. It's a wonderfully warm, diverse, and welcoming space, and the perfect place to get started with Django contributions. The community is full of bright, talented individuals who are making time to help and guide others, which is truly a joy to experience. Before Djangonaut Space, I felt as though I wasn't the kind of person who could become a Django contributor; now I feel like I found a place where I belong.” - Eliana, Djangonaut Session 1 Enthusiastic about contributing to Django but wondering ..
  • 2026-01-21 05:50
    Par un jugement de plein contentieux, le tribunal administratif rejette la requête d'une attachée d'État réclamant 3 113 €. Le juge écarte toute discrimination ou rupture du principe d'égalité.
  • 2026-01-16 13:00
    Picking the right WordPress plugins can make a clear difference in how your site works and how easy it is to maintain. In 2026, when tools, design trends, and online needs shift quickly, relying on strong, well-built plugins matters more than ever. With more than 50,000 options out there, it's tough to know which ones actually deliver the advanced features and dependable performance most projects now require. This article highlights eight plugins that consistently stand out for their practical features and the way they support real improvements in editing, layout control, and individual page sections. Tools like Brizy and wpDataTables show how far WordPress has evolved by making complex work easier and expanding what you can build. Across the board, these top WordPress plugins help improve performance, support SEO, streamline design, shorten workflows, automate tasks, and keep sites responsive on all devices. If you're looking for reliable ways to strengthen a current site or build something new in 2026, these eight options cover a wide span of needs without adding unnecessary complexity. Brizy Amelia wpDataTables MapSVG LayerSlider Slider Revolution IvyForms Essential Grid 1. Brizy – User-Friendly ..
  • 2025-12-18 18:50
    Thank You to Our Outgoing Directors We extend our gratitude to Thibaud Colas and Sarah Abderemane, who are completing their terms on the board. Their contributions shaped the foundation in meaningful ways, and the following highlights only scratch the surface of their work. Thibaud served as President in 2025 and Secretary in 2024. He was instrumental in governance improvements, the Django CNA initiative, election administration, and creating our first annual report . He also led our birthday campaign and helped with the creation of several new working groups this year. His thoughtful leadership helped the board navigate complex decisions. Sarah served as Vice President in 2025 and contributed significantly to our outreach efforts, working group coordination, and membership management. She also served as a point of contact for the Django CNA initiative alongside Thibaud. Both Thibaud and Sarah did too many things to list here. They were amazing ambassadors for the DSF, representing the board at many conferences and events. They will be deeply missed, and we are happy to have their continued membership and guidance in our many working groups. On behalf of the board, thank you both for your commitment to Django and the DSF. ..
  • 2025-10-30 05:00
    Due to the Malcolm Tredinnick Memorial Prize announcement in September, we paused our regular DSF Member of the Month feature for that month. For October 2025, we welcome Anna Makarudze as our DSF member of the month! ⭐ Anna is a Django Girls+ Trustee and has dedicated years to growing Django globally. She served as DSF President and founded DjangoCon Africa, helping expand Django's reach in the world. She has been a DSF member since August 2016. You can learn more about Anna by visiting Anna's Linkedin profile and her GitHub Profile . Let's spend some time getting to know Anna better! Can you tell us a little about yourself (hobbies, education, etc) I graduated with a BSc (Hons) in Computer Science from Midlands State University, Gweru, Zimbabwe, many years ago (2009). I am now pursuing an MSc in Software Engineering at Blekinge Institute of Technology in Karlskrona, Sweden, courtesy of a scholarship from the Swedish Institute. I have completed numerous courses for various IT certifications over the years, most of which have expired. I have also taken management courses to keep upskilling myself, as I enjoy learning. Regarding hobbies, I enjoy baking, especially trying out new cake and pastry recipes for fun; it's my ..
  • 2025-10-21 08:05
    Ubuntu 25.10 Questing Quokka has landed, marking the final interim release before Ubuntu 26.04 LTS,  and it's a bold one. Interim releases have always been the proving grounds for features that define the next LTS, and this cycle is no exception. From memory-safe reimplementations of foundational tools to hardware-backed encryption, post-quantum cryptography preparedness, and confidential computing, 25.10 pushes Ubuntu security into its next era, and the trajectory is clear: Ubuntu is building a more secure foundation for the next decade of computing. Memory safety takes center stage Ubuntu 25.10 defaults to sudo-rs, a Rust implementation of sudo. This change directly addresses a history of memory corruption vulnerabilities in security-critical code. The sudo vulnerability CVE-2021-3156, which existed undetected from 2011 to 2021, demonstrates why this matters; memory safety guarantees at the compiler level prevent entire categories of these bugs. Similarly, we now ship rust-coreutils as the default provider of utilities like ls, cat, and cp. The GNU implementations remain available, and users can switch between them if needed. We maintain a compatibility matrix documenting behavioral differences, though most users won't encounter ..
  • 2025-10-16 16:00
    Summary: I just updated my Immigration Enforcement Streamlit App  with Border Patrol data from the current administration. This post walks through what changed and why it matters. Last week, I published Visualizing 25 Years of Border Patrol Data in Python , which explored long-term trends in Border Patrol "encounters" along the Southwest Land Border. At the time, the dataset ended in November 2024. I've now extended the dataset to include the current fiscal yearand the results are striking. What's new? The encounters module now integrates two sources: A historic spreadsheet covering FY2000–FY2024, published by the Office of Homeland Security Statistics (OHSS). This dataset was the topic of my last post. A CSV file from CBP's Southwest Land Border Encounters page , which provides monthly data for FY2025. It currently includes data through August 2025. You can view the updated visualization in my Immigration Enforcement Streamlit App . What does the data show? The lowest monthly encounter values in the entire 25-year dataset all occur after the start of President Trump's second term , beginning in February 2025. To visualize this, you can run: import encounters encounters.get_sw_border_encounters_graph() ..
  • 2025-09-24 15:00
    Designing a new, robust, sustainable, and truly holistic approach to cybersecurity Talk to any cybersecurity expert or IT security manager, and they'll tell you they're sick of alerts and issues. For a while now, the industry has slowly been realizing that there's a better way to improve cybersecurity and resolve security issues in IT without taking on an issue-by-issue ‘whack-a-mole' approach.  In fact, I recently read an interesting article by the co-founder of Crash Override, Mark Curphey, regarding exactly this problem in cybersecurity. The piece highlights how our industry has long been stuck in an endless cycle of reactive threat-by-threat game of ‘whack-a-mole' that spends all its time on emergencies and nearly no time on the systemic issues that create them – resulting in people who are “drowning in issues and alert fatigue”. What's wrong with cybersecurity ‘whack-a-mole'? The main problem with the issue-by-issue or CVE-by-CVE approach is that it's inefficient, repetitive, and risky. After all, not all vulnerabilities are equal: some are severe and need instant action; others are minor but take major effort to patch. And that's without considering how tricky managing individual CVEs can be. Take for example CVE-2025-32462 ..
  • 2025-09-15 12:35
    Have you ever thought to yourself: "Wouldn't it be nice to run Jupyter Notebooks in my terminal?" Well, you're in luck. The new Erys project not only makes running Jupyter Notebooks in your terminal a reality, but Erys also lets you create and edit the notebooks in your terminal! Erys is written using the fantastic Textual package . While Textual handles the front-end in much the same way as your browser would normally do, the jupyter-client handles the backend, which executes your code and manages your kernel. Let's spend a few moments learning more about Erys and taking it for a test drive. Installation The recommended method of installing Erys is to use the uv package manager .  If you have uv installed, you can run the following command in your terminal to install the Erys application: $ uv tool install erys Erys also supports using pipx to install it, if you prefer. Once you have Erys installed, you can run it in your terminal by executing the erys command. Using Notebooks in Your Terminal When you run Erys, you will see something like the following in your terminal: This is an empty Jupyter Notebook. If you would prefer to open an existing notebook, you would run the following command: erys PATH_TO_NOTEBOOK ..
  • 2025-09-11 12:13
    How Vaultara achieved FedRAMP compliance with Ubuntu Pro Ubuntu Pro helps businesses worldwide to innovate and shape the future. In this edition of What our users make with Pro , we talk to Dave Monk , CTO of Vaultara , a FedRAMP approved data-sharing platform trusted by the US government. Dave shares how Ubuntu Pro became a cornerstone of Vaultara's security, compliance, and open-source ethos. Tell us about your project or business. I'm the CTO of Vaultara. We've built a secure data-sharing platform that helps clients and their partners exchange information across separate networks. Our solution is currently used by the US government, and we've achieved FedRAMP compliance – which is a major milestone for any technology company. Are you a part of the Ubuntu or broader open-source community? I've been using Ubuntu for close to 20 years. I started in a Windows environment but quickly gravitated toward Linux because of the openness and flexibility. I wouldn't call myself a programmer – more of a technologist – but I've built much of my career and our business around open source. We contribute by giving feedback to projects we use, pushing PRs for open-source libraries, and supporting the community ethos. For me, giving back ..
  • 2025-09-01 14:05
    La société suédoise entend ériger un centre de données souverain de 96 MW et 50 000 GPU. Il sera entièrement dédié à l'IA. Son ambition : proposer une alternative aux géants américains du secteur.
  • 2025-08-27 13:24
    In this episode, we have the honor of having Nicolas Rougier on our show. Nicolas is a researcher and team leader at the Institute of Neurodegenerative Diseases (Bordeaux, France). We discuss how Nicolas utilizes computational models and neural networks in his research on the brain. We also talk about Nicolas's history with Python, his work on Glumpy and VisPy , and much, much more! Links Nicolas's GitHub page Scientific Visualization: Python & Matplotlib , an open access book on scientific visualization. From Python to Numpy , an open access book on numerical computing Braincraft 100 Numpy Exercises is a collection of 100 numpy exercises, from easy to hard.
  • 2025-08-07 08:46
    Le secteur technologique mondial est en pleine effervescence autour de l'intelligence artificielle (IA) et du machine learning (ML).