Podcasts about IDE

Topics covered in this episode: Raw+DC: The ORM pattern of 2026? pytest-check releases Dataclass Wizard SQLiteo - “native macOS SQLite browser built for normal people” Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org / @mkennedy.codes (bsky) Brian: @brianokken@fosstodon.org / @brianokken.bsky.social Show: @pythonbytes@fosstodon.org / @pythonbytes.fm (bsky) Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 11am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: Raw+DC: The ORM pattern of 2026? ORMs/ODMs provide great support and abstractions for developers They are not the native language of agentic AI Raw queries are trained 100x+ more than standard ORMs Using raw queries at the data access optimizes for AI coding Returning some sort of object mapped to the data optimizes for type safety and devs Brian #2: pytest-check releases 3 merged pull requests 8 closed issues at one point got to 0 PR's and 1 enhancement request Now back to 2 issues and 1 PR, but activity means it's still alive and being used. so cool Check out changelog for all mods A lot of changes around supporting mypy I've decided to NOT have the examples be fully --strict as I find it reduces readability See tox.ini for explanation But src is --strict clean now, so user tests can be --strict clean. Michael #3: Dataclass Wizard Simple, elegant wizarding tools for Python's dataclasses. Features

Digital humanities sounds niche, until you realize it can mean a searchable archive of U.S. amendment proposals, Irish folklore, or pigment science in ancient art. Today I'm talking with David Flood from Harvard's DARTH team about an unglamorous problem: What happens when the grant ends but the website can't. His answer, static sites, client-side search, and sneaky Python. Let's dive in. Episode sponsors Sentry Error Monitoring, Code talkpython26 Command Book Talk Python Courses Links from the show Guest David Flood: davidaflood.com DARTH: digitalhumanities.fas.harvard.edu Amendments Project: digitalhumanities.fas.harvard.edu Fionn Folklore Database: fionnfolklore.org Mapping Color in History: iiif.harvard.edu Apatosaurus: apatosaurus.io Criticus: github.com github.com/palewire/django-bakery: github.com sigsim.acm.org/conf/pads/2026/blog/artifact-evaluation: sigsim.acm.org Hugo: gohugo.io Water Stories: waterstories.fas.harvard.edu Tsumeb Mine Notebook: tmn.fas.harvard.edu Dharma and Punya: dharmapunya2019.org Pagefind library: pagefind.app django_webassembly: github.com Astro Static Site Generator: astro.build PageFind Python Lib: pypi.org Frozen-Flask: frozen-flask.readthedocs.io Watch this episode on YouTube: youtube.com Episode #538 deep-dive: talkpython.fm/538 Episode transcripts: talkpython.fm Theme Song: Developer Rap

AI-assisted coding tools have made it easier than ever to spin up prototypes, but turning those prototypes into reliable, production-grade systems remains a major challenge. Large language models are non-deterministic, prone to drift, and often lose track of intent over long development sessions. Kiro is an AI-powered IDE that's built around a spec-driven development workflow. The post Amazon's IDE for Spec-Driven Development with David Yanacek appeared first on Software Engineering Daily.

Depending on whom you ask, AI is either the best or worst thing that can happen to the next generation. The arguments come from educators, venture capitalists, op-ed writers, and anxious parents—but rarely from the young people in question. On this episode of AI & I, Dan Shipper sat down with one: Alex Mathew, a 17-year-old high-school senior at Alpha High School in Austin, Texas. Alpha School, a rapidly expanding network of kindergarten through grade 12 private schools, is not without controversy. Inside Alpha High School, there are no traditional teachers, all academic content is delivered through an AI-powered platform, and the adults in the classroom, known as “guides,” focus solely on supporting the students emotionally and keeping them motivated to learn. The students have two- to three-hour learning blocks every morning and spend the rest of the day going deep on a project in an area they care about, spanning art, sport, life skills, and entrepreneurship.Mathew's project is a startup called Berry, built around an AI stuffed animal designed to help teenagers with their mental health. His vision is for teens to talk to the plushie for five to 10 minutes a day and, in the process, learn to recognize and cope with their problems in the right way. In this episode, Dan and Mathew talk about what a day at Alpha High looks like, what keeps students from cheating when AI is everywhere, and how Generation Z—people born between 1997–2012—really feels about college, social media, and books. If you found this episode interesting, please like, subscribe, comment, and share! Want even more?Sign up for Every to unlock our ultimate guide to prompting ChatGPT here: https://every.ck.page/ultimate-guide-to-prompting-chatgpt. It's usually only for paying subscribers, but you can get it here for free.To hear more from Dan Shipper:Subscribe to Every: https://every.to/subscribe Follow him on X: https://twitter.com/danshipper In a world of generic AI, don't sound like everyone else. With Grammarly, you never will. Download Grammarly for free at Grammarly.com.Intent is what comes after your IDE. Try it yourself: augmentcode.com/intentHead to granola.ai/every to get 3 months freeTimestamps: 00:00:00 – Start 00:01:30 – Introduction00:04:08 – A typical day inside Alpha High School00:06:54 – Why Alpha replaced teachers with “guides” focused on motivating students00:12:09 – Why Mathew doesn't use AI to cheat, even though he could00:19:51 – Do ambitious teenagers care about going to college?00:25:12 – Mathew's take on how Gen Z thinks about AI00:27:52 – How Mathew thinks about the effects of social media00:31:29 – Gen Z's relationship with books and reading00:38:57 – Mathew ranks ChatGPT, Claude, Gemini, and Grok00:47:12 – Why Mathew is building Berry, an AI stuffed animal for teen mental healthLinks to resources mentioned in the episode:Alex Mathew: Alex Mathew (@alxmthew)More about Berry: https://berryplush.com/, Berry (@berryaiplushies)

Topics covered in this episode: Better Python tests with inline-snapshot jolt Battery intelligence for your laptop Markdown code formatting with ruff act - run your GitHub actions locally Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org / @mkennedy.codes (bsky) Brian: @brianokken@fosstodon.org / @brianokken.bsky.social Show: @pythonbytes@fosstodon.org / @pythonbytes.fm (bsky) Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 11am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Brian #1: Better Python tests with inline-snapshot Alex Hall, on Pydantic blog Great for testing complex data structures Allows you to write a test like this: from inline_snapshot import snapshot def test_user_creation(): user = create_user(id=123, name="test_user") assert user.dict() == snapshot({}) Then run pytest --inline-snapshot=fix And the library updates the test source code to look like this: def test_user_creation(): user = create_user(id=123, name="test_user") assert user.dict() == snapshot({ "id": 123, "name": "test_user", "status": "active" }) Now, when you run the code without “fix” the collected data is used for comparison Awesome to be able to visually inspect the test data right there in the test code. Projects mentioned inline-snapshot pytest-examples syrupy dirty-equals executing Michael #2: jolt Battery intelligence for your laptop Support for both macOS and Linux Battery Status — Charge percentage, time remaining, health, and cycle count Power Monitoring — System power draw with CPU/GPU breakdown Process Tracking — Processes sorted by energy impact with color-coded severity Historical Graphs — Track battery and power trends over time Themes — 10+ built-in themes with dark/light auto-detection Background Daemon — Collect historical data even when the TUI isn't running Process Management — Kill energy-hungry processes directly Brian #3: Markdown code formatting with ruff Suggested by Matthias Schoettle ruff can now format code within markdown files Will format valid Python code in code blocks marked with python, py, python3 or py3. Also recognizes pyi as Python type stub files. Includes the ability to turn off formatting with comment [HTML_REMOVED] , [HTML_REMOVED] blocks. Requires preview mode [tool.ruff.lint] preview = true Michael #4: act - run your GitHub actions locally Run your GitHub Actions locally! Why would you want to do this? Two reasons: Fast Feedback - Rather than having to commit/push every time you want to test out the changes you are making to your .github/workflows/ files (or for any changes to embedded GitHub actions), you can use act to run the actions locally. The environment variables and filesystem are all configured to match what GitHub provides. Local Task Runner - I love make. However, I also hate repeating myself. With act, you can use the GitHub Actions defined in your .github/workflows/ to replace your Makefile! When you run act it reads in your GitHub Actions from .github/workflows/ and determines the set of actions that need to be run. Uses the Docker API to either pull or build the necessary images, as defined in your workflow files and finally determines the execution path based on the dependencies that were defined. Once it has the execution path, it then uses the Docker API to run containers for each action based on the images prepared earlier. The environment variables and filesystem are all configured to match what GitHub provides. Extras Michael: Winter is coming: Frozendict accepted Django ORM stand-alone Command Book app announcement post Joke: Plug ‘n Paste

Hypotéza 40: Aby človek nevychádzal ľahko z monastiera v ktorom pred Bohom sľúbil, že tam zostane až do konca svojho života; pretože otcovia ani nevychádzali zo svojich ciel, v ktorých našli veľký úžitok. Filokalia Live - pravidelné online formačné stretnutia. Zámerom je spoznávanie a osvojovanie umenia duchovného života štúdiom učenia svätých otcov. Štvrtkové stretnutia sú venované uvažovaniu nad dielom Evergetinos. Ide o rozsiahlu zbierku výrokov a krátkych príbehov zo života púštnych otcov, ktorá bola zostavená mníchom Pavlom v 11. storočí. Každá kapitola dáva dôkladné vysvetlenie predstavenej témy a postupne čitateľa sprevádza od položenia základných kameňov duchovného život až po jeho výšiny. Stretnutia sa konajú každý pondelok a štvrtok o 20.00 hod. V prípade záujmu sa môžete zaregistrovať a e-mailom Vám bude zaslaný link pre vstup na stretnutie.  

Dočkáme se Windows 12? A vlastně – zajímá to ještě někoho? Není verzování operačních systémů už stejně abstraktní a nic neříkající záležitost jako číslování webových prohlížečů? Ať jsou Windows klidně jaká jsou, ale hlavně bez věčných chyb. A tady Redmond stále selhává. Možná by všem pomohlo, kdyby z nich Microsoft udělal POSIX-like OS. Ideálně Linux. Jistě, byla by to revoluce, bylo by to zpočátku extrémně těžké, ale výhledově by to dávalo ekonomický smysl, když dnes firmu živí hlavně Azure a podnikové aplikace. Tomáš do redakce přivezl kapesní AI superpočítač Nvidia DGX Spark a Kuba jej hned zabavil. Řekneme si, k čemu taková mašinka vlastně je. Tak třeba na ní rozjedete svobodný velký jazykový model GPT-OSS-20B od OpenAI s dvaceti miliardami parametrů, aniž byste propálili výplatu za elektřinu. Má to jen jeden háček. Tahle legrace stojí sto tisíc. Program pořadu 00:29 Bude Windows 12?12:06 Nvidia DGX Spark23:21 Windows na Linuxu

Evangelho de Jesus Cristo segundo Mateus 25,31-46Naquele tempo, disse Jesus a seus discípulos:31"Quando o Filho do Homem vier em sua glória,acompanhado de todos os anjos,então se assentará em seu trono glorioso.32Todos os povos da terra serão reunidos diante dele,e ele separará uns dos outros,assim como o pastor separa as ovelhas dos cabritos.33E colocará as ovelhas à sua direitae os cabritos à sua esquerda.34Então o Rei dirá aos que estiverem à sua direita:'Vinde benditos de meu Pai!Recebei como herança o Reino que meu Pai vos preparoudesde a criação do mundo!35Pois eu estava com fome e me destes de comer;eu estava com sede e me destes de beber;eu era estrangeiro e me recebestes em casa;36eu estava nu e me vestistes;eu estava doente e cuidastes de mim;eu estava na prisão e fostes me visitar'.37Então os justos lhe perguntarão:'Senhor, quando foi que te vimos com fomee te demos de comer?com sede e te demos de beber?38Quando foi que te vimos como estrangeiroe te recebemos em casa,e sem roupa e te vestimos?39Quando foi que te vimos doente ou preso,e fomos te visitar?'40Então o Rei lhes responderá:'Em verdade eu vos digo,que todas as vezes que fizestes issoa um dos menores de meus irmãos,foi a mim que o fizestes!'41Depois o Rei dirá aos que estiverem à sua esquerda:'Afastai-vos de mim, malditos! Ide para o fogo eterno,preparado para o diabo e para os seus anjos.42Pois eu estava com fome e não me destes de comer;eu estava com sede e não me destes de beber;43eu era estrangeiro e não me recebestes em casa;eu estava nu e não me vestistes;eu estava doente e na prisão e não fostes me visitar'.44E responderão também eles:'Senhor, quando foi que te vimos com fome, ou com sede,como estrangeiro, ou nu, doente ou preso, e não te servimos?'45Então o Rei lhes responderá:'Em verdade eu vos digo,todas as vezes que não fizestes issoa um desses pequeninos,foi a mim que não o fizestes!'46Portanto, estes irão para o castigo eterno,enquanto os justos irão para a vida eterna".Palavra da Salvação.

Naquele tempo, disse Jesus a seus discípulos: 31 "Quando o Filho do Homem vier em sua glória, acompanhado de todos os anjos, então se assentará em seu trono glorioso. 32 Todos os povos da terra serão reunidos diante dele, e ele separará uns dos outros, assim como o pastor separa as ovelhas dos cabritos. 33 E colocará as ovelhas à sua direita e os cabritos à sua esquerda. 34 Então o Rei dirá aos que estiverem à sua direita: 'Vinde benditos de meu Pai! Recebei como herança o Reino que meu Pai vos preparou desde a criação do mundo! 35 Pois eu estava com fome e me destes de comer; eu estava com sede e me destes de beber; eu era estrangeiro e me recebestes em casa; 36 eu estava nu e me vestistes; eu estava doente e cuidastes de mim; eu estava na prisão e fostes me visitar'. 37 Então os justos lhe perguntarão: 'Senhor, quando foi que te vimos com fome e te demos de comer? com sede e te demos de beber? 38 Quando foi que te vimos como estrangeiro e te recebemos em casa, e sem roupa e te vestimos? 39 Quando foi que te vimos doente ou preso, e fomos te visitar?' 40 Então o Rei lhes responderá: 'Em verdade eu vos digo, que todas as vezes que fizestes isso a um dos menores de meus irmãos, foi a mim que o fizestes!' 41 Depois o Rei dirá aos que estiverem à sua esquerda: 'Afastai-vos de mim, malditos! Ide para o fogo eterno, preparado para o diabo e para os seus anjos. 42 Pois eu estava com fome e não me destes de comer; eu estava com sede e não me destes de beber; 43 eu era estrangeiro e não me recebestes em casa; eu estava nu e não me vestistes; eu estava doente e na prisão e não fostes me visitar'. 44 E responderão também eles: 'Senhor, quando foi que te vimos com fome, ou com sede, como estrangeiro, ou nu, doente ou preso, e não te servimos?' 45 Então o Rei lhes responderá: 'Em verdade eu vos digo, todas as vezes que não fizestes isso a um desses pequeninos, foi a mim que não o fizestes!' 46 Portanto, estes irão para o castigo eterno, enquanto os justos irão para a vida eterna".

Homilia Padre Jaime Villavicencio, IVE:Evangelho de Jesus Cristo segundo Mateus 25,31-46Naquele tempo, disse Jesus a seus discípulos:"Quando o Filho do Homem vier em sua glória,acompanhado de todos os anjos,então se assentará em seu trono glorioso.Todos os povos da terra serão reunidos diante dele,e ele separará uns dos outros,assim como o pastor separa as ovelhas dos cabritos.E colocará as ovelhas à sua direitae os cabritos à sua esquerda.Então o Rei dirá aos que estiverem à sua direita:'Vinde benditos de meu Pai!Recebei como herança o Reino que meu Pai vos preparoudesde a criação do mundo!Pois eu estava com fome e me destes de comer;eu estava com sede e me destes de beber;eu era estrangeiro e me recebestes em casa;eu estava nu e me vestistes;eu estava doente e cuidastes de mim;eu estava na prisão e fostes me visitar'.Então os justos lhe perguntarão:'Senhor, quando foi que te vimos com fomee te demos de comer?com sede e te demos de beber?Quando foi que te vimos como estrangeiroe te recebemos em casa,e sem roupa e te vestimos?Quando foi que te vimos doente ou preso,e fomos te visitar?'Então o Rei lhes responderá:'Em verdade eu vos digo,que todas as vezes que fizestes issoa um dos menores de meus irmãos,foi a mim que o fizestes!'Depois o Rei dirá aos que estiverem à sua esquerda:'Afastai-vos de mim, malditos! Ide para o fogo eterno,preparado para o diabo e para os seus anjos.Pois eu estava com fome e não me destes de comer;eu estava com sede e não me destes de beber;eu era estrangeiro e não me recebestes em casa;eu estava nu e não me vestistes;eu estava doente e na prisão e não fostes me visitar'.E responderão também eles:'Senhor, quando foi que te vimos com fome, ou com sede,como estrangeiro, ou nu, doente ou preso, e não te servimos?'Então o Rei lhes responderá:'Em verdade eu vos digo,todas as vezes que não fizestes issoa um desses pequeninos,foi a mim que não o fizestes!'Portanto, estes irão para o castigo eterno,enquanto os justos irão para a vida eterna".Palavra da Salvação.

Kupujete byt na hypotéku? Rozdíl 2 m² v inzerátu = 340 000 Kč navíc za vzduch! Naučte se to odhalit.​Podlahová vs užitná plocha u 50/70 m² bytů, balkony/sklepy v „celkové ploše“, ověření v Prohlášení vlastníka + 3 kontroly před rezervačkou. Ideální pro první hypotéku.​0:00 Metry = peníze?0:25 Podlahová vs užitná plocha1:10 2 m² = 340.000 navíc1:40 Katastr = pravda2:40 Balkon trik4:11 3 kontrolyNapište na mariandrgo.cz pro hypotéku. Jaký metrový trik jste zažili? Komentujte! Like + odběr.Další videa:Rezervační smlouva: https://youtu.be/gE0OUR1_jZoJak na první hypotéku: https://youtu.be/zgXcbKIXH0sKupní smlouva k hypotéce: na co si dát pozor : https://youtu.be/xp1gvV5nApkHypotéka pro IT OSVČ: https://www.youtube.com/watch?v=qolKzYQy2ngTrik na vyšší hypotéku: https://youtu.be/d0qCjYTzcZc#hypoteka #koupeBytu

Prof. Horáková - odznova hosťom v podcaste ODznova. Tentokrát odpovede na otázky ľudí, ktorí zakúpili kurz( čítajte aj informácie nižšie.. rozkliknite si prosím...). Prof. Horáková: Strava, Chudnutie, Detox,Trávenie, Osteoporóza, Štítna - Sulforafan.

You love building web apps with Python, and HTMX got you excited about the hypermedia approach -- let the server drive the HTML, skip the JavaScript build step, keep things simple. But then you hit that last 10%: You need Alpine.js for interactivity, your state gets out of sync, and suddenly you're juggling two unrelated libraries that weren't designed to work together. What if there was a single 11-kilobyte framework that gave you everything HTMX and Alpine do, and more, with real-time updates, multiplayer collaboration out of the box, and performance so fast you're actually bottlenecked by the monitor's refresh rate? That's Datastar. On this episode, I sit down with its creator Delaney Gillilan, core maintainer Ben Croker, and Datastar convert Chris May to explore how this backend-driven, server-sent-events-first framework is changing the way full-stack developers think about the modern web. Episode sponsors Sentry Error Monitoring, Code talkpython26 Command Book Talk Python Courses Links from the show Guests Delaney Gillilan: linkedin.com Ben Croker: x.com Chris May: everydaysuperpowers.dev Datastar: data-star.dev HTMX: htmx.org AlpineJS: alpinejs.dev Core Attribute Tour: data-star.dev data-star.dev/examples: data-star.dev github.com/starfederation/datastar-python: github.com VSCode: marketplace.visualstudio.com OpenVSX: open-vsx.org PyCharm/Intellij plugin: plugins.jetbrains.com data-star.dev/datastar_pro: data-star.dev gg: discord.gg HTML-ivating your Django web app's experience with HTMX, AlpineJS, and streaming HTML - Chris May: www.youtube.com Senior Engineer tries Vibe Coding: www.youtube.com 1 Billion Checkboxes: checkboxes.andersmurphy.com Game of life example: example.andersmurphy.com Watch this episode on YouTube: youtube.com Episode #537 deep-dive: talkpython.fm/537 Episode transcripts: talkpython.fm Theme Song: Developer Rap

On this episode of Investor Connect, Hall welcomes Barry, who presents a medical device focused on improving treatment for hydrocephalus, a condition caused by excess fluid in the brain. Barry describes the current standard approach—ventricular-peritoneal shunts that drain fluid from the brain to the abdomen using a long rubber tube—and outlines key issues including infection, clogging, and siphoning that can over-drain the brain. He notes a 40% first-year reintervention rate, with roughly $1B in first-year reintervention costs and about $3B in annual overall health system costs, and explains that patients typically face a lifetime of revisions averaging about 10 surgeries. Barry explains their alternative approach, "physiologic shunting," which drains cerebrospinal fluid into part of the venous system and is placed entirely on the cranium, avoiding the long-tube failure points. The procedure is described as a 15–30 minute implant that can be done under local anesthesia, requires no navigation/robotics, uses standard neurosurgical tools, and is designed for constant, self-regulating flow. He positions the device as a Class II de novo/510(k) pathway and says the team has had two FDA pre-submission meetings, is currently in sheep animal studies, and plans a GLP study later in the year to support an IDE for human use. Barry shares market context: the U.S. hydrocephalus shunt market is about $170M annually with around 100,000 surgeries per year, including about 70,000 revisions; worldwide the market is about $500M. He argues a more reliable device could rapidly capture the revision market and notes the current market is dominated by Medtronic and Integra. He also discusses an additional opportunity in normal pressure hydrocephalus (NPH) in patients over 65, stating there are about 700,000 diagnosed in the U.S. and only 1% receive shunts despite symptom improvement. Barry states the company has raised $2.5M to date and is seeking an additional $2.5M via convertible note to reach a first-in-human pilot targeted around 2025, with initial offshore pilots potentially in South America or Australia. Barry is a medical device industry professional who presents a cranial implant designed to simplify hydrocephalus management and reduce revision surgeries. He emphasizes the device's ease of training for neurosurgeons, multiple cranial placement locations, and a "no bridges burned" approach where the implant can be removed and replaced through a small skin incision if needed. Barry describes a competitive landscape that includes one competitor pursuing an endovascular technique, while his team's approach is a surgical technique intended to be safer, simpler, and not dependent on specialized equipment. He also discusses manufacturing readiness, stating a supplier/contractor has been identified and that devices used in animal studies meet sterility and related standards. Barry discusses the shortcomings of current shunts, the company's physiologic shunting approach, the regulatory and study plan toward first-in-human use, the funding raise, and the market opportunity—especially capturing the large revision segment and potential expansion into normal pressure hydrocephalus. ________________________________________________________________________ For more episodes from Investor Connect, please visit the site at: http://investorconnect.org Check out our other podcasts here: https://investorconnect.org/ For Investors check out: https://tencapital.group/investor-landing/ For Startups check out: https://tencapital.group/company-landing/ For eGuides check out: https:/_/tencapital.group/education/ For upcoming Events, check out https://tencapital.group/events/ For Feedback please contact info@tencapital.group Please follow, share, and leave a review. Music courtesy of Bensound.

In this exciting episode of the Qubit Value Podcast, the hosts dive into the groundbreaking release of Google's Gemini 3.1 Pro and its massive implications for the world of quantum computing. Broadcasting from Helsinki, Finland, they explore how the model's new "Deep Think" capabilities and the innovative "Anti-Gravity" agentic IDE are fundamentally shifting the developer's role from a simple coder to an architectural "co-researcher". From acing complex physics benchmarks to autonomously optimizing noisy quantum circuits and handling complex 100-qubit simulations, Gemini 3.1 Pro is presented as an indispensable tool that prioritizes logical truth over polite agreement. Whether you are curious about the surprisingly affordable economics of agentic loops or the future of quantum error correction, this episode offers a thrilling glimpse into how AI is accelerating the next frontier of scientific discovery. Want to hear more? Send a message to Qubit Value

Hey, it's Alex, let me catch you up! Since last week, OpenAI convinced OpenClaw founder Peter Steinberger to join them, while keeping OpenClaw.. well... open. Anthropic dropped Sonnet 4.6 which nearly outperforms the previous Opus and is much cheaper, Qwen released 3.5 on Chinese New Year's Eve, while DeepSeek was silent and Elon and XAI folks deployed Grok 4.20 without any benchmarks, and it's 4 500B models in a trenchcoat? Also, Anthropic updated rules state that it's breaking ToS to use their plans for anything except Claude Code & Claude SDK (and then clarified that it's OK? we're not sure) Then Google decided to drop their Gemini 3.1 Pro preview right at the start of our show, and it's very nearly the best LLM folks can use right now (though it didn't pass Nisten's vibe checks) Also, Google released Lyria 3 for music gen (though only 30 seconds?) and our own Ryan Carson blew up on X again with over 1M views for his Code Factory article, Wolfram did a deep dive into Terminal Bench and .. we have a brand new website: https://thursdai.news

Hypotéza 40: Aby človek nevychádzal ľahko z monastiera v ktorom pred Bohom sľúbil, že tam zostane až do konca svojho života; pretože otcovia ani nevychádzali zo svojich ciel, v ktorých našli veľký úžitok. Filokalia Live - pravidelné online formačné stretnutia. Zámerom je spoznávanie a osvojovanie umenia duchovného života štúdiom učenia svätých otcov. Štvrtkové stretnutia sú venované uvažovaniu nad dielom Evergetinos. Ide o rozsiahlu zbierku výrokov a krátkych príbehov zo života púštnych otcov, ktorá bola zostavená mníchom Pavlom v 11. storočí. Každá kapitola dáva dôkladné vysvetlenie predstavenej témy a postupne čitateľa sprevádza od položenia základných kameňov duchovného život až po jeho výšiny. Stretnutia sa konajú každý pondelok a štvrtok o 20.00 hod. V prípade záujmu sa môžete zaregistrovať a e-mailom Vám bude zaslaný link pre vstup na stretnutie.  

Obnovia sa zajtra dodávky ropy cez ropovod Družba? Sľubuje to ukrajinská strana, hoci podobné uistenia sme počuli aj v uplynulých dňoch. Ide o technický problém, alebo sledujeme politický odkaz smerom k Slovensku a Maďarsku? Vojna na Ukrajine trvá už štyri roky. Front sa nehýbe, diplomacia sa neposúva. Ide Donaldovi Trumpovi iba o Nobelovu cenu? Viac nám povedali poslanci NR SR Karol Janas (Hlas-SD) a Jozef Hajko (KDH).

V 83. epizóde som sa rozprával s Vladimírom Šuchom, dlhoročným odborníkom z európskych inštitúcií, ktorý rieši dopady technológií na spoločnosť a prax okolo AI z prvej línie. V rozhovore sme sa pozreli na to, či nám umelá inteligencia reálne vezme prácu, alebo sa len mení to, čo znamená byť užitočný v novej ekonomike. Prečo je dnes dôležitejšie rozumieť kontextu, než len naháňať nové nástroje?Otvorene sme rozobrali reguláciu. Vladimír vysvetľuje, prečo je predstava „Európa reguluje, preto prehráva“ zjednodušená, a prečo bez pravidiel riskujeme, že AI nebude pomáhať ľuďom, ale začne ich vytláčať alebo vytvárať škody, ktoré už nikto neopraví. Padla aj téma praktickej roviny pre Slovensko. Ak chceme mať v AI obrane a bezpečnosti reálnu rolu, musíme prestať byť pasívni, prestať sa správať ako piesok v motore Únie a začať hrať tímovo, hlasno a užitočne.Silná časť prišla pri sociálnych sieťach. Bavili sme sa o tom, že samotné algoritmy nie sú zlé, ale sú nastavené tak, aby maximalizovali pozornosť. A práve preto prirodzene zistili, že toxický obsah, hnev a konflikt fungujú najlepšie. Výsledkom je spoločnosť, ktorá sa polarizuje rýchlejšie, než ju stihneme opravovať. A keď do toho vstúpia deti, je to ešte citlivejšie. Vladimír hovorí priamo o tom, že deti treba od sietí držať čo najďalej – a namiesto toho im budovať schopnosť sústrediť sa, spolupracovať a komunikovať v realite.V závere sme riešili všeobecnú umelú inteligenciu a otázku, či sa blížime k bodu, v ktorom už nebude AI len nástroj, ale niečo, čo začne výrazne predbiehať človeka. Pre praktickú predstavu sme pomenovali zručnosti, ktoré majú hodnotu bez ohľadu na to, ako rýchlo sa technológie menia. Ide najmä o medziľudskú komunikáciu, spoluprácu a schopnosť premýšľať tak, aby sme vedeli robiť rozhodnutia aj pod tlakom. Tento diel je ideálny pre podnikateľov, manažérov, rodičov a každého, kto chce mať v AI jasno bez paniky a bez bullshitu. Užívajte!---------------------------------------------------------------------------Kapitoly: 00:00:00 – Predstavenie hosťa 00:01:29 – Vezme nám AI prácu?00:07:22 – Musíme regulovať AI?00:12:19 – Európska AI00:14:04 – Slovensko a AI obrana00:16:44 – Všeobecná umelá inteligencia00:23:34 – Algoritmy sociálnych sietí00:25:24 – AI ako nástroj na učenie detí00:30:58 – Aké zručnosti by mal mať každý?00:38:53 – Ľudský vs. technologický vývoj00:43:23– Čo odporúča Vladimír Šucha?00:46:49 – Zmysel života podľa Vladimíra Šuchu---------------------------------------------------------------------------Viac z podcastov nájdete na:https://www.truban.sk/podcast/---------------------------------------------------------------------------Všetky spomenuté knihy a podcasty nájdete v článku na blogu:https://wp.me/p5NJVg-Vl---------------------------------------------------------------------------Podcast si môžete vypočuť aj na streamovacích platformách:● Spotify ▸ https://spoti.fi/31Nywax ● Apple podcast ▸ https://apple.co/3n0SO8F---------------------------------------------------------------------------● Najlepšie z podcastu na Instagrame ●https://www.instagram.com/truban.podcast/● Truban.sk ●https://bit.ly/3r1vYQJ ● Instagram ●https://www.instagram.com/truban/● Facebook ●https://www.facebook.com/miso.truban● LinkedIn ●https://sk.linkedin.com/in/truban

Depois do terceiro dia tudo mudou - Julia Peres by IDE

In this episode of Resilient Cyber, we will be sat down with Ari Marzuk, the researcher who published "IDEsaster", A Novel Vulnerability Class in AI IDE's.We will be discussing the rise of AI-driven development and modern AI coding assistants, tools and agents, and how Ari discovered 30+ vulnerabilities impacting some of the most widely used AI coding tools and the broader risks around AI coding.Ari's background in offensive security — Ari has spent the past decade in offensive security, including time with Israeli military intelligence, NSO Group, Salesforce, and currently Microsoft, with a focus on AI security for the last two to three years.IDEsaster: a new vulnerability class — Ari's research uncovered 30+ vulnerabilities and 24 CVEs across AI-powered IDEs, revealing not just individual bugs but an entirely new vulnerability class rooted in the shared base IDE layer that tools like Cursor, Copilot, and others are built on."Secure for AI" as a design principle — Ari argues that legacy IDEs were never built with autonomous AI agents in mind, and that the same gap likely exists across CI/CD pipelines, cloud environments, and collaboration tools as organizations race to bolt on AI capabilities.Low barrier to exploitation — The vulnerabilities Ari found don't require nation-state sophistication to exploit; techniques like remote JSON schema exfiltration can be carried out with relatively simple prompt engineering and publicly known attack vectors.Human-in-the-loop is losing its effectiveness — Even with diff preview and approval controls enabled, exfiltration attacks still triggered in Ari's testing, and approval fatigue from hundreds of agent-generated actions is pushing developers toward YOLO mode.Least privilege and the capability vs. security trade-off — The same unrestricted access that makes AI coding agents so productive is what makes them vulnerable, and history suggests organizations will continue to optimize for utility over security without strong guardrails.Top defensive recommendations — Ari emphasized isolation (containers, VMs) as the single most important control, followed by enforcing secure defaults that can't be easily overridden, and applying enterprise-level monitoring and governance to AI agent usage.What's next — Ari is turning his attention to newer AI tools and attack surfaces but isn't naming targets yet. You can follow his work on LinkedIn, X, and his blog at makarita.com.

O Cristo do Terceiro Dia - Shaila Manzoni by IDE

Hypotéza 40: Aby človek nevychádzal ľahko z monastiera v ktorom pred Bohom sľúbil, že tam zostane až do konca svojho života; pretože otcovia ani nevychádzali zo svojich ciel, v ktorých našli veľký úžitok. Filokalia Live - pravidelné online formačné stretnutia. Zámerom je spoznávanie a osvojovanie umenia duchovného života štúdiom učenia svätých otcov. Štvrtkové stretnutia sú venované uvažovaniu nad dielom Evergetinos. Ide o rozsiahlu zbierku výrokov a krátkych príbehov zo života púštnych otcov, ktorá bola zostavená mníchom Pavlom v 11. storočí. Každá kapitola dáva dôkladné vysvetlenie predstavenej témy a postupne čitateľa sprevádza od položenia základných kameňov duchovného život až po jeho výšiny. Stretnutia sa konajú každý pondelok a štvrtok o 20.00 hod. V prípade záujmu sa môžete zaregistrovať a e-mailom Vám bude zaslaný link pre vstup na stretnutie.  

You've built your FastAPI app, it's running great locally, and now you want to share it with the world. But then reality hits -- containers, load balancers, HTTPS certificates, cloud consoles with 200 options. What if deploying was just one command? That's exactly what Sebastian Ramirez and the FastAPI Cloud team are building. On this episode, I sit down with Sebastian, Patrick Arminio, Savannah Ostrowski, and Jonathan Ehwald to go inside FastAPI Cloud, explore what it means to build a "Pythonic" cloud, and dig into how this commercial venture is actually making FastAPI the open-source project stronger than ever. Episode sponsors Command Book Python in Production Talk Python Courses Links from the show Guests Sebastián Ramírez: github.com Savannah Ostrowski: github.com Patrick Arminio: github.com Jonathan Ehwald: github.com FastAPI labs: fastapilabs.com quickstart: fastapicloud.com an episode on diskcache: talkpython.fm Fastar: github.com FastAPI: The Documentary: www.youtube.com Tailwind CSS Situation: adams-morning-walk.transistor.fm FastAPI Job Meme: fastapi.meme Migrate an Existing Project: fastapicloud.com Join the waitlist: fastapicloud.com Talk Python CLI Talk Python CLI Announcement: talkpython.fm Talk Python CLI GitHub: github.com Command Book Download Command Book: commandbookapp.com Announcement post: mkennedy.codes Watch this episode on YouTube: youtube.com Episode #536 deep-dive: talkpython.fm/536 Episode transcripts: talkpython.fm Theme Song: Developer Rap

It's In the News.. a look at the top headlines and stories in the diabetes community. This week's top stories: T1D in the Olympics & Superbowl, Trump RX goes live, Ozempic pill available soon, tech updates from Medtronic, Beta Bionics, Eversense 365 and more! Announcing Community Commericals! Learn how to get your message on the show here. Learn more about studies and research at Thrivable here Please visit our Sponsors & Partners - they help make the show possible! Omnipod - Simplify Life All about Dexcom  T1D Screening info All about VIVI Cap to protect your insulin from extreme temperatures The best way to keep up with Stacey and the show is by signing up for our weekly newsletter: Sign up for our newsletter here Here's where to find us: Facebook (Group) Facebook (Page) Instagram Check out Stacey's books! Learn more about everything at our home page www.diabetes-connections.com  Episode transcription with links: Welcome! I'm your host Stacey Simms and this is an In The News episode.. where we bringing you the top diabetes stories and headlines happening now. A reminder that you can find the sources and links and a transcript and more info for every story mentioned here in the show notes. Quick reminder: We are just over one week from our first Moms' Night Out event of the year. While the plans are all set – the speakers, the vendors, the raffles and the fun is ready to go, it's always amazing how many people hear of these event last minute. That's fine, they're welcome! But if you're thinking of attending a future event – registration is open for We're going to Nashville next March 6-7 and Detroit in September – no need to wait. And we've got Club 1921 events for health care professionals and patient leaders in 6 cities this year! All the info is over at diabetes-connetionss.com events/   Okay.. our top story this week: XX Gotta be a quick shout out to some incredible T1D athletes – we had TWO in the super bowl this past weekend – Chad Muma of the New England Patriots and Logan Brown of the Seattle Seahawks AND there are at least two athletes with type 1 competing at the Winter Olympics. Hannah Schmidt competes in ski cross for Canada – she was diagnosed with Type 1 diabetes at age 12 years old.  Anna FarnSchadt Fernstäd a Czech skeleton racer diagnosed in 2022 after she'd already been to several Olympics. We wish them all the best!   https://english.radio.cz/skeleton-racer-anna-fernstadtova-overcoming-adversity-headfirst-down-ice-8876699 XX The government website TrumpRx.gov is live..  the website does not sell prescription drugs. Instead, it allows people to look up their drugs and then navigate to buy them elsewhere, either from a major drug company or a pharmacy. The 43 drugs listed on the site have prices ranging from $3 to over $5,500. TrumpRx does include warnings that the site may not be the best option to save money on prescriptions. Each product page advises: "If you have insurance, check your co-pay first — it may be even lower." For now, the website says its prices are for people paying with their own money, rather than going through insurance. The only insulin listed right now is Lilly's insulin lispro – and it's the same price as you'd find through Illy's insulin value program. I looked up diabetes meds.. For example, if you have an insurance co-pay of $25 a month for Farxiga, a drug often used for diabetes, you would be paying $182 on TrumpRx. As you can imagine, though ,this is complicated and as with most of our healthcare system, it may be good in some cases and not much help in other.  I'd suggest calling your local pharmacist or checking with your human resource dept. https://www.nytimes.com/2026/02/06/health/trumprx-prescription-drug-prices-consumers.html XX Novo Nordisk will launch some doses of its oral semaglutide for diabetes under the brand name Ozempic pill in the second quarter of this year. The company said the U.S. Food and Drug Administration has approved Ozempic tablets in three different doses. Novo says The new Ozempic name is intended to help patients and health care professionals more easily recognize the available treatment options for type 2 diabetes Semaglutide tablets have been available under the brand name Rybelsus Ruh BELL sis for diabetes since 2019 but with different dosing. The pill is also approved to reduce the risk of certain cardiovascular conditions in adults with type 2 diabetes who are at high risk for these events. The FDA had approved the new doses based on a bioequivalence study and the clinical trial data for Rybelsus, Novo said. https://www.reuters.com/business/healthcare-pharmaceuticals/novo-launch-ozempic-pill-diabetes-second-quarter-this-year-2026-02-04/ XX https://www.contemporarypediatrics.com/view/early-screening-for-type-1-diabetes-found-effective-in-children XX Possible new way to identify and track the progress of type 1 diabetes before clinical onset. A recent study published in Science Advances described the application of subcutaneous microporous scaffolds. These are inserted and have been shown to  identify changes in cancer, multiple sclerosis, and T1D by capturing changes of immune cells over the course of a disease. This is a proof of concept study in mice.. so very early days. https://www.news-medical.net/news/20260204/Implantable-immune-scaffold-predicts-type-1-diabetes-weeks-before-symptoms.aspx XX A large global genetics study shows that many key drivers of Type 2 diabetes operate outside the bloodstream. In a major international project led in part by the University of Massachusetts Amherst and Helmholtz Munich in Germany, researchers linked hundreds of genes and proteins to the disease. The work, published in Nature Metabolism, points to a key challenge in diabetes research: the biology behind rising blood sugar does not play out the same way in every part of the body. It also shows why including people from many backgrounds matters, since genetic clues that stand out in one population may be faint or invisible in another. Huge study, 2.5 million people worldwide comparing patterns across seven tissues tied to diabetes and four global ancestry groups, then asked a simple question: what do you miss if you only measure blood? Across the seven tissues, the researchers found causal evidence pointing to 676 genes. Yet overlap with blood was limited: only 18% of genes with a causal effect in a primary diabetes tissue, such as the pancreas, showed a matching signal in blood. At the same time, 85% of genetic effects observed in diabetes-relevant tissues were completely absent from blood-based analyses. The findings lay out a roadmap for future research aimed at understanding the biological pathways underlying Type 2 diabetes and developing more effective treatments. https://scitechdaily.com/massive-global-study-rewrites-the-biology-of-type-2-diabetes/ XX Express Scripts settled the U.S. Federal Trade Commission's claims its insulin pricing practices violated antitrust and consumer protection laws, and agreed to changes aimed at lowering costs for patients, insurers and small pharmacies The settlement, first reported by Reuters, fits with that goal, and allows the FTC to pare down a case brought by the former Biden administration against Cigna's Express Scripts, UnitedHealth Group Inc's (UNH.N), Optum unit and CVS Health Corp's (CVS.N), CVS Caremark. The case against Optum and Caremark is ongoing. Pharmacy benefit managers, which set how drugs are covered by health insurance, have faced a decade of scrutiny from regulators and lawmakers over pricing practices. While the industry has already made reforms, the settlement gives the FTC power to enforce broader changes at Express Scripts. The 10-year agreement restricts Express Scripts' ability to engage in practices critics say contribute to high costs, like pocketing rebate payments from drugmakers based on the list price of drugs. The FTC estimates the agreement could save patients as much as $7 billion over a decade. https://www.reuters.com/world/cigna-settles-ftc-insulin-case-commits-overhauling-drug-pricing-2026-02-04/ XX Audio? Congress has passed bipartisan legislation to extend and strengthen the Special Diabetes Program (SDP), a cornerstone of Federal investment in type 1 diabetes (T1D) research. The President signed the legislation and it is now law. Extends the SDP through December 31, 2026, and increases funding from $160 million to $200 million annually. Strengthens overall funding for the National Institutes of Health (NIH) by $415 million. Increases diabetes research funding at the National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) by $10 million. Created by Congress and administered by the NIH, the SDP has contributed nearly $3.6 billion to T1D research and has played a role in nearly every major breakthrough in the field. A recent study conducted by Avalere Health shows that of the nearly 3.6 billion invested into the SDP by Congress since the establishment of the program, the Federal Government has realized $50 billion in healthcare savings through improved health outcomes from the use of SDP driven therapies and devices https://www.breakthrought1d.org/news-and-updates/congress-passes-bipartisan-extension-of-the-special-diabetes-program-securing-critical-t1d-research-funding/ XX Dexcom is rolling out what they're calling AI-enabled enhancements to Stelo, further transforming how users track and understand their glucose health. Expanded Smart Food Logging including a comprehensive nutrition database of more than 1M meals that provides a breakdown of calories, carbohydrates, protein, fat, dietary fibers, and more. More ways to meal track including text search, barcode scanning or taking a photo of the meal, creating a seamless and intuitive meal tracking solution. A redesigned Daily Insights feature which will introduce a new interface with more personalized recommendations. The newest features will launch nationwide in the coming weeks.  XX Beta Bionics has received a warning letter from the Food and Drug Administration following an inspection last year, the company disclosed on Friday. The diabetes technology company said in a securities filing that the warning letter concerns non-conformities with the company's quality management system, medical device reporting, and correction and removals. The warning letter has not yet been posted by the FDA.   The company said in the filing that it has already taken actions to improve the processes described in the warning letter, and it is working on a written response to the FDA.   The firm does not expect the warning letter to affect the planned launch of a new insulin patch pump by the end of 2027. Beta Bionics unveiled a prototype of the device, called Mint, last year at the American Diabetes Association's Scientific Sessions. The company also does not expect the warning letter to affect its financial results. https://www.medtechdive.com/news/beta-bionics-receives-fda-warning-letter/811140/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue%3A+2026-02-04+MedTech+Dive+%5Bissue%3A81423%5D&utm_term=MedTech+Dive&fbclid=IwY2xjawPwhDZleHRuA2FlbQIxMABicmlkETFaUUcyYmNQWldjZ2xudElic3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHouF8M3IstTyslPRgeHWUWVVdOAGOtzPWt_yNFcj9eYruqSPz3e86Iwcbpt8_aem_7q4D97vJVjHKfEwvoyUpgw XX Sequel Med Tech is reviewing co-founder Dean Kamen's ties to Jeffrey Epstein after recently released documents revealed new details about the longstanding relationship between the two men. The documents show that Kamen visited Epstein's island, and remained in contact with him for years after Epstein was convicted of sex crimes involving minors. Kamen has not been accused of any wrongdoing. In a statement, Sequel Med Tech said the Manchester-based company is aware of the documents pertaining to Kamen and – quote - "Sequel's Board of Directors has unanimously decided to engage an external law firm to review these disclosures and provide recommendations aligned with our mission to serve people living with diabetes," Kamen has not issued a statement regarding his reported connection to Epstein.   https://www.bostonglobe.com/2026/02/04/metro/nh-dean-kamen-jeffrey-epstein-review/ https://www.bostonglobe.com/2026/02/04/metro/nh-dean-kamen-jeffrey-epstein-review/ https://www.nbcboston.com/news/local/nh-inventor-placed-on-leave-after-epstein-messages-surface-report-says/3888569/ XX Abbot reports 860 serious injuries linked to the recall of some of its glucose monitoring sensors. We told you about this recall late last year, these numbers are an FDA update.     Abbott said the sensors can provide incorrect glucose readings over extended periods, which could lead to users making dangerous treatment decisions, including eating excessive carbohydrates along with skipping or delaying insulin doses, potentially leading to serious health risks. The company said it has identified and resolved the cause of the issue, which relates to one production line among several that make Libre 3 and Libre 3 Plus sensors.   https://www.reuters.com/business/healthcare-pharmaceuticals/abbott-recalls-glucose-sensors-after-seven-deaths-linked-faulty-readings-2026-02-04/ XX Updates from Medtronic & Senseonics – and a first from Nick Jonas.. right after this..   I'm excited to share that the FDA has cleared the MiniMed 780G system with the Instinct sensor, made by Abbott, for people with type 2 diabetes.  Medicare has also now approved coverage for the Instinct sensor for use with the MiniMed 780G system. This clearance and expanded coverage mean more people will have access to pairing our most advanced automated insulin delivery technology with the Instinct sensor, that offers a smaller, 15-day sensor experience.  They're also launching the MiniMed 780G system Pump Evaluation Program.  This program gives individuals living with diabetes the ability to try the full MiniMed 780G system at no cost for 30 days.† This includes the pump, the sensor of their choice, one month of infusion sets and reservoirs, everything but the insulin. They'll contact your doctor for you to get a prescription and get the process rolling. https://www.medtronicdiabetes.com/pump-evaluation-program XX Senseonics announced today that its Eversense 365 continuous glucose monitor (CGM) system received CE mark approval – that's European clearance.  This comes on the heels of the launch of Eversense 365 with Sequel Med Tech's twiist pump, marking the first pump integration for the CGM. Senseonics plans to launch Eversense 365 in Germany, Italy, Spain and Sweden in the coming months. Meanwhile, Senseonics continues to work toward an FDA investigational device exemption (IDE) submission for its next-generation Gemini transmitter-less CGM by the end of this year. https://www.drugdeliverybusiness.com/senseonics-ce-mark-eversense-365-cgm/ XX A huge shout out to Dr. Emily Blum, who just accomplished riding 100 miles in Antarctica for Breakthrough T1D! Despite having no direct connection to Type 1 Diabetes, Emily has been riding and fundraising for BreakthroughT1D for 10 years now. She is an integral part of the Georgia Ride team, training and riding many miles, and most importantly has raised tens of thousands of dollars to support the cause of ridding the world of T1D. She is surgeon and deeply involved with medical innovation, with an incredibly busy schedule, but jumped at the chance to take on the challenge of riding a century on every continent. Having already completed North America, Europe, Australia, Asia, and now Antarctica, only Africa and South America remain. Emily rides on and continues to be an inspiration to everyone who meets her. XX   https://diabetes-connections.com/t1d-connection-and-people-magazine-elise-zach-share-their-story/ XX Nick Jonas's becomes the first artist ever to wear a CGM on an album cover - new upcoming solo album Sunday Best, releasing Feb. 6.  The release says: This marks a powerful step forward in normalizing diabetes and raising awareness for the condition on a global scale. This moment adds to the growing visibility of diabetes in pop culture, alongside milestones like a Type 1 diabetes Barbie and Pixar characters wearing diabetes technology.

Topics covered in this episode: Command Book App uvx.sh: Install Python tools without uv or Python Ending 15 years of subprocess polling monty: A minimal, secure Python interpreter written in Rust for use by AI Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @mkennedy@fosstodon.org / @mkennedy.codes (bsky) Brian: @brianokken@fosstodon.org / @brianokken.bsky.social Show: @pythonbytes@fosstodon.org / @pythonbytes.fm (bsky) Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 10am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: Command Book App New app from Michael Command Book App is a native macOS app for developers, data scientists, AI enthusiasts and more. This is a tool I've been using lately to help build Talk Python, Python Bytes, Talk Python Training, and many more applications. It's a bit like advanced terminal commands or complex shell aliases, but hosted outside of your terminal. This leaves the terminal there for interactive commands, exploration, short actions. Command Book manages commands like "tail this log while I'm developing the app", "Run the dev web server with true auto-reload", and even "Run MongoDB in Docker with exactly the settings I need" I'd love it if you gave it a look, shared it with your team, and send me feedback. Has a free version and paid version. Build with Swift and Swift UI Check it out at https://commandbookapp.com Brian #2: uvx.sh: Install Python tools without uv or Python Tim Hopper Michael #3: Ending 15 years of subprocess polling by Giampaolo Rodola The standard library's subprocess module has relied on a busy-loop polling approach since the timeout parameter was added to Popen.wait() in Python 3.3, around 15 years ago The problem with busy-polling CPU wake-ups: even with exponential backoff (starting at 0.1ms, capping at 40ms), the system constantly wakes up to check process status, wasting CPU cycles and draining batteries. Latency: there's always a gap between when a process actually terminates and when you detect it. Scalability: monitoring many processes simultaneously magnifies all of the above. + L1/L2 CPU cache invalidations It's interesting to note that waiting via poll() (or kqueue()) puts the process into the exact same sleeping state as a plain time.sleep() call. From the kernel's perspective, both are interruptible sleeps. Here is the merged PR for this change. Brian #4: monty: A minimal, secure Python interpreter written in Rust for use by AI Samuel Colvin and others at Pydantic Still experimental “Monty avoids the cost, latency, complexity and general faff of using a full container based sandbox for running LLM generated code. “ “Instead, it lets you safely run Python code written by an LLM embedded in your agent, with startup times measured in single digit microseconds not hundreds of milliseconds.” Extras Brian: Expertise is the art of ignoring - Kevin Renskers You don't need to master the language. You need to master your slice. Learning everything up front is wasted effort. Experience changes what you pay attention to. I hate fish - Rands (Michael Lopp) Really about productivity systems And a nice process for dealing with email Michael: Talk Python now has a CLI New essay: It's not vibe coding - Agentic engineering GitHub is having a day Python 3.14.3 and 3.13.12 are available Wall Street just lost $285 billion because of 13 markdown files Joke: Silence, current side project!

Cette émission explore en profondeur la crise actuelle du secteur du cacao en Côte d'Ivoire, premier producteur mondial avec plus de 40% de la production globale. Face à une volatilité historique des cours et des difficultés majeures pour les producteurs, l'émission donne la parole aux acteurs de terrain, experts et décideurs pour comprendre les enjeux économiques, sociaux et politiques de cette filière stratégique. Points clés de la situation : Prix bord champ fixé à 2 800 francs CFA/kg par l'État ivoirien en début de campagne 2025-2026 Chute brutale des cours mondiaux Accumulation de stocks estimés à 130 000 tonnes Producteurs privés de trésorerie malgré la livraison de leurs fèves Intervention de l'État pour racheter les stocks et restaurer la fluidité   NOS INVITES :

Cette émission explore en profondeur la crise actuelle du secteur du cacao en Côte d'Ivoire, premier producteur mondial avec plus de 40% de la production globale. Face à une volatilité historique des cours et des difficultés majeures pour les producteurs, l'émission donne la parole aux acteurs de terrain, experts et décideurs pour comprendre les enjeux économiques, sociaux et politiques de cette filière stratégique. Points clés de la situation : Prix bord champ fixé à 2 800 francs CFA/kg par l'État ivoirien en début de campagne 2025-2026 Chute brutale des cours mondiaux Accumulation de stocks estimés à 130 000 tonnes Producteurs privés de trésorerie malgré la livraison de leurs fèves Intervention de l'État pour racheter les stocks et restaurer la fluidité   NOS INVITES :

Dans cet épisode, Emmanuel interview Arnaud Giuliani. Arnaud est dans l'écosystème Kotlin et est le créateur de Koin, la solution de Dependency Injection. On discute de la genèse de Kotlin, de son alignement avec Android puis de son évolution multiplateforme. On discute coroutine, impact de K2, de développement mobile. On finit en discutant de Kotzilla et de l'entrepreneuriat sur un projet Open Source. Enregistré le 7 janvier 2026 Téléchargement de l'épisode LesCastCodeurs-Episode-336.mp3 ou en vidéo sur YouTube. Interview Ta vie ton oeuvre (présentation de l'interviewé) ton historique de développeur Koin d'où est venu l'idée, pourquoi difference vs Dagger, Hilt, CDI? fondateur de Kotzilla Introduction à la techno (5 à 10 mins max) Kotlin en 4 phrases nombre de développeurs usages (front, mobile, backend) Compose, K2 en une phrase La techno en concepts Kotlin le langage Quel sont ses particularités et spécificités pourquoi il a pris sur Android ? Kotlin multiplateform comment ça marche concretement WASM en beta, tu as eu des retours? pour les devs de framework, c'est transparent? Co-routines et concurrence structurée fais nous un point de ce que c'est son usage dans l'ecosystème vs loom, des ponts ? Kotlin et le backend connu pour le support Android, quid du back end? travaux avec Spring Ktor les autres plateformes Java genre Quarkus et micronaut, utilisées ? La competition de Kotlin c'est quoi ? Comment on l'utilise en pratique pour un dev je me lance, je faisais du Java et du Spring, je pars comment pour faire un projet Kotlin moderne IDE, outil de build, frameworks migrationd e code Java? des anti patterns des choses qui "ressemblent à du code Java" des comportement de perf ou de memoire differents du monde Java? c'est quoi ta feature préférée? Et l'IA, Kotlin as Koog notamment, tu vois quoi emerger ? Sous le capot K2 est le nouveau compilateur Qu'est-ce qui a changé des cassages de compatiblitiés ca change des choses pour les utilisateurs ? Et pour les editeurs de framework comme Koin ? Koin ne fait pas de generation de code à la compil Dagger, Arc (le moteur CDI de Quarkus) et Micronaut sont passé au pre travail à la compil quels ont été les critères de choix un mot sur Kotlin Symbol Processing les coroutines, c'est implémenté comment, vous avez 3 heures machine a etat continuation apssing style etc Kotlin multi platforme que fait le compilo code commun / code specifique interop avec les platformes cibles (object structure etc) La communauté, le futur comment va la commuanuté aujourd'hui grossis ? et les francais là dedans? La gouvernance de Kotlin travaux dominés par JetBrains comment cela a évolué (ecoute, autres acteurs etc) Kotlin foundation futurs fonctionalités de Kotlin qui t'interesse de Koin? autre ? Monter une boite Tu as fondé Kotzilla. Peux-tu nous expliquer ce que Kotzilla apporte à l'écosystème Kotlin ? Quels problèmes tu cherches à résoudre pour les entreprises qui adoptent Kotlin ? ton experience de fonder une boite d'editeur quelle mouche t'as piqué votre business model, comment vous en etes arrivé là de maniere generale discussion sur le lancement de boites techs Nous contacter Pour réagir à cet épisode, venez discuter sur le groupe Google https://groups.google.com/group/lescastcodeurs Contactez-nous via X/twitter https://twitter.com/lescastcodeurs ou Bluesky https://bsky.app/profile/lescastcodeurs.com Faire un crowdcast ou une crowdquestion Soutenez Les Cast Codeurs sur Patreon https://www.patreon.com/LesCastCodeurs Tous les épisodes et toutes les infos sur https://lescastcodeurs.com/

Hlavnou témou najnovšej epizódy podcastu Góly z bufetu na ŠPORT.sk boli blížiace sa zimné olympijské hry v Taliansku. Pozvanie Mareka Marušiaka a Tomáša Prokopa prijal bývalý slovenský reprezentačný obranca a majster sveta z Göteborgu Ľubomír Višňovský. V rozhovore otvorene porozprával o vlastných olympijských skúsenostiach, sile súčasného slovenského tímu aj o tom, prečo netreba mať prehnané očakávania.Úvod podcastu patril spomienkam na olympijské hry, ktoré 49-ročný Slovak absolvoval počas svojej bohatej kariéry. V diskusii zaznelo, že hoci ide o výnimočné podujatie, z pohľadu hokejistu je olympiáda špecifická aj tým, že športovci fungujú v uzavretom režime a často ani nemajú možnosť spoznať dejisko hier tak, ako by si želali.„Dá sa povedať, že počas celej tej olympiády športovci žijú v takej bubline. Hlavné táto zimná je strašne rozťahaná. Ideš len autobusom medzi dedinou, štadiónom a naspäť, v podstate si tam takto žiješ dva týždne,” zaspomínala si niekdajšia hviezda zámorskej NHL.Časť rozhovoru sa prirodzene venovala aj pamätnému turnaju vo Vancouveri, kde slovenskí reprezentanti prišli o medailu doslova na poslednú chvíľu. Podľa Ľubomíra Višňovského išlo o bolestivý moment pre celú generáciu, ktorá mala reálnu šancu zapísať sa do histórie ešte výraznejšie. V podcaste uviedol, že rozhodujúce faktory boli kombináciou tlaku, emócií a nezvládnutých detailov.Diskusia sa následne presunula k súčasnej reprezentácii a blížiacej sa olympiáde v Taliansku. Rodák z Topoľčian sa na zostavu pozerá realisticky. Ocenil jej vyváženosť, no zároveň otvorene hovoril o rozdieloch oproti ére, keď Slovensko disponovalo väčším počtom lídrov zo zámorskej NHL. Podľa jeho slov môže tím uspieť najmä vďaka disciplíne, fyzickej hre a dobrému načasovaniu formy.„Máme veľmi dobre vyskladaný tím, ale nemáme toľko kvalitných hráčov z NHL, aby sme mohli konkurovať tým najlepším. Ale ak si podržíme oslabenia, presilovky a bude to podporené aj výkonom brankára, tak si myslím, že budeme hrať veľmi vyrovnaný hokej,” zdôraznil bývalý obranca Los Angeles Kings, Anaheimu Ducks, Edmontonu Oilers či New Yorku Islanders.Reč bola aj o jednotlivých hviezdnych menách v tíme, najmä o Jurajovi Slafkovskom, Šimonovi Nemcovi či Martinovi Fehérvárym. Ľubomír Višňovský vyzdvihol ich potenciál, no pripomenul, že olympijský turnaj na menšom klzisku je mimoriadne náročný a rozhodujú často detaily, ktoré sa nedajú natrénovať. Čo tým myslel, sa dozviete v najnovšej epizóde podcastu Góly z bufetu na ŠPORT.sk.

Hypotéza 40: Aby človek nevychádzal ľahko z monastiera v ktorom pred Bohom sľúbil, že tam zostane až do konca svojho života; pretože otcovia ani nevychádzali zo svojich ciel, v ktorých našli veľký úžitok. Filokalia Live - pravidelné online formačné stretnutia. Zámerom je spoznávanie a osvojovanie umenia duchovného života štúdiom učenia svätých otcov. Štvrtkové stretnutia sú venované uvažovaniu nad dielom Evergetinos. Ide o rozsiahlu zbierku výrokov a krátkych príbehov zo života púštnych otcov, ktorá bola zostavená mníchom Pavlom v 11. storočí. Každá kapitola dáva dôkladné vysvetlenie predstavenej témy a postupne čitateľa sprevádza od položenia základných kameňov duchovného život až po jeho výšiny. Stretnutia sa konajú každý pondelok a štvrtok o 20.00 hod. V prípade záujmu sa môžete zaregistrovať a e-mailom Vám bude zaslaný link pre vstup na stretnutie.  

Tudo em 3 Dias - Thiago Manzoni by IDE

Tänases Algorütmi episoodis räägime, kuidas Claude Code on muutnud tarkvaraarenduse tööviisi ning miks pelgalt IDE-s istuv Copilot ei ole ammu enam paljude tiimide jaoks piisav. Räägime agentsetest arendusraamistikest, subagentidest, konteksti küpsetamisest ja sellest, kuidas AI saab aidata mitte ainult koodi kirjutada, vaid ka testida, refaktoreerida ja isegi iseennast parandada. Arutame ka, millised takistused ettevõtetel AI kasutuselevõtul tegelikult ette tulevad ning miks ajapuudus ja mõtteviisi muutus on suuremad probleemid kui tehnoloogia ise.Külas on Kaido Koort ja Joosep Simm – Claude Code koolitajad ja raamatu “AI Coding For Beginners” autorid, kes jagavad praktilisi kogemusi päris projektidest, koolitustelt ja hackathon'idelt ning räägivad, kuhu agentne tarkvaraarendus nende hinnangul järgmiste aastate jooksul liigub.Vaata lähemalt: https://plepic.com/training/------Jaga meile enda jaoks olulisimat mõtet episoodist meie Discord kanalis: https://discord.gg/8X5JTkDxccEpisoodi veab Priit LiivakAlgorütmi toovad teieni:LHV https://www.lhv.ee/Nortal https://nortal.com/Codeborne https://codeborne.com/

Predseda Národnej rady SR a podpredseda strany Hlas-SD Richard Raši v relácii Ide o pravdu obhajoval zmeny rokovacieho poriadku, sprísnenie pravidiel správania poslancov aj zavedenie dress kódu v parlamente. Dôvodom podľa neho boli incidenty z decembrovej schôdze, keď opozícia podľa jeho slov cielene narúšala rokovanie parlamentu.

In today's Cloud Wars Minute, I look at how Microsoft is helping developers build and scale AI agents safely inside Visual Studio Code.Highlights00:10 — The Microsoft Copilot Studio extension for Visual Studio Code is now generally available, providing developers with the ability to build and manage Copilot Studio agents directly within the IDE. This extension is designed for developers and integrates seamlessly into their workflows.00:28 — It includes standard Git integration, request-based pull reviews, auditability, and is tailored to the VS Code UX. The new extension reflects the growing complexity of agents and equips developers with the same best practices they use for app development, including, as Microsoft puts it, source control, pull requests, change history, and repeatable deployments.01:02 — This extension really benefits developers when they need to manage complex agents, collaborate with multiple stakeholders, and ensure that any changes made are done so safely. It's ideal for developers who prefer to build within their IDE while also having an AI assistant available to help them iterate more quickly and productively.01:30 — The extension introduces important structural support for the development of AI agents. By integrating Copilot Studio directly into VS Code, Microsoft is empowering developers to build more efficiently, without compromising control, access to collaborators, or safety. This is a critical combination as AI agents become increasingly more powerful and complex.02:00 — As these agents continue to evolve, they require the same stringent checks and balances as traditional software. Microsoft's Copilot Studio extension addresses this by giving developers the tools they need to scale agents responsibly while maintaining performance. Visit Cloud Wars for more.

Topics covered in this episode: django-bolt: Faster than FastAPI, but with Django ORM, Django Admin, and Django packages pyleak More Django (three articles) Datastar 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: django-bolt : Faster than FastAPI, but with Django ORM, Django Admin, and Django packages Farhan Ali Raza High-Performance Fully Typed API Framework for Django Inspired by DRF, FastAPI, Litestar, and Robyn Django-Bolt docs Interview with Farhan on Django Chat Podcast And a walkthrough video Michael #2: pyleak Detect leaked asyncio tasks, threads, and event loop blocking with stack trace in Python. Inspired by goleak. Has patterns for Context managers decorators Checks for Unawaited asyncio tasks Threads Blocking of an asyncio loop Includes a pytest plugin so you can do @pytest.mark.no_leaks Brian #3: More Django (three articles) Migrating From Celery to Django Tasks Paul Taylor Nice intro of how easy it is to get started with Django Tasks Some notes on starting to use Django Julia Evans A handful of reasons why Django is a great choice for a web framework less magic than Rails a built-in admin nice ORM automatic migrations nice docs you can use sqlite in production built in email The definitive guide to using Django with SQLite in production I'm gonna have to study this a bit. The conclusion states one of the benefits is “reduced complexity”, but, it still seems like quite a bit to me. Michael #4: Datastar Sent to us by Forrest Lanier Lots of work by Chris May Out on Talk Python soon. Official Datastar Python SDK Datastar is a little like HTMX, but The single source of truth is your server Events can be sent from server automatically (using SSE) e.g yield SSE.patch_elements( f"""{(#HTML#)}{datetime.now().isoformat()}""" ) Why I switched from HTMX to Datastar article Extras Brian: Django Chat: Inverting the Testing Pyramid - Brian Okken Quite a fun interview PEP 686 – Make UTF-8 mode default Now with status “Final” and slated for Python 3.15 Michael: Prayson Daniel's Paper tracker Ice Cubes (open source Mastodon client for macOS) Rumdl for PyCharm, et. al cURL Gets Rid of Its Bug Bounty Program Over AI Slop Overrun Python Developers Survey 2026 Joke: Pushed to prod

Konsolidácia za konsolidáciou a výsledky nikde. Deficit neklesá dostatočne a dlh stále rastie. Slovensko ani náhodou nedobieha vyspelé európske ekonomiky a tú svoju daňami a odvodmi dusí. Nejde pritom len o abstraktné zhodnotenie situácie. Aj podľa Národnej banky Slovenska môže neblahý výhľad ekonomiky finančnú situáciu Slovákov žijúcich od výplaty k výplate ešte viac zhoršiť. Možno aj preto, alebo práve preto premiér Robert Fico ďalšiu konsolidáciu odmietol a hovorí o rastových politikách. Ako si tento jeho obrat vysvetliť a hlavne, možno mu po rokoch populistickej sociálnej politiky veriť? Nikola Šuliková Bajánová sa pýta reportérky domácej redakcie denníka SME Michaely Štalmachovej. Zdroje zvukov: TASR, STVR, Markíza, YouTube/SMER-SD, Facebook/Michal Šimečka Odporúčanie: Mojím dnešným odporúčaním je film Citová hodnota od Joachima Triera. Ide o rodinnú drámu s perfektným hereckým obsadením a dlhým zoznamom nominácií na Oscara. Možno aj vy sa zaradíte do skupiny, ktorej sa tento film páči viac ako Najhorší človek na svete od toho istého režiséra. – Všetky podcasty denníka SME nájdete na⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ sme.sk/podcasty⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ – Odoberajte aj audio verziu denného newslettra⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ SME.sk⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ s najdôležitejšími správami na⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ sme.sk/brifingSee omnystudio.com/listener for privacy information.

Podpredseda vlády a minister životného prostredia Tomáš Taraba sa v relácii Ide o pravdu vyjadril k plánovanej spaľovni v kúpeľnej oblasti Dudince, k zonácii Tatranského národného parku, k novele zákona o envirofonde aj k napätiu vo vládnej koalícii. Veľkú pozornosť venoval Málincu. Podľa neho Málinec vznikol preto, aby tam bola prečerpávacia vodná elektráreň. To Slovensko vedelo už pred tridsiatimi rokmi, dodal.

Ori Bendet, Vice President of Product Management at Checkmarx, joined Doug Green, Publisher of Technology Reseller News, to discuss how the acquisition of Tromzo strengthens Checkmarx's agentic application security strategy and reflects a broader shift in how organizations secure software in an AI-driven development era. Bendet explained that Checkmarx, a pioneer in application security with more than two decades of experience, has traditionally focused on helping organizations identify vulnerabilities early in the software development lifecycle (SDLC). However, the rapid adoption of AI-generated code has fundamentally changed the AppSec landscape. “The industry used to be fixated on finding vulnerabilities,” Bendet said. “Now the real challenge is fixing them at scale, in context, and without slowing developers down.” The Tromzo acquisition builds on Checkmarx's existing family of agentic tools, Checkmarx Assist, which already provides real-time remediation inside the developer IDE. Tromzo extends these capabilities deeper into the SDLC, enabling automated remediation at the repository and pull-request stages. Together, the technologies aim to “complete the loop” by delivering consistent, trusted remediation from early development through later stages of deployment. Bendet noted that AI is widening the gap between development velocity and security oversight, as significantly more code—and therefore more vulnerabilities—is being produced. At the same time, the application footprint itself is evolving to include AI components such as large language models, agents, and third-party AI services. “There is now a new AI element inside the application,” he said, “and organizations need AppSec solutions that understand and protect that expanded footprint.” Auto-remediation, once viewed skeptically by developers, is now gaining acceptance as AI agents gain a deeper understanding of application context. According to Bendet, modern agentic tools can remediate vulnerabilities while preserving business logic and minimizing disruption. “Developers no longer need to spend days undoing fixes that broke functionality,” he said. “The agent can understand the blast radius and refactor automatically.” Looking ahead, Bendet described a future where AppSec becomes more autonomous, with agents continuously testing, fixing, and validating applications while developers shift toward higher-level architectural and review roles. With proper guardrails in place, this evolution promises to reduce alert fatigue and allow teams to focus on innovation rather than remediation backlogs. More information about Checkmarx and its agentic application security approach is available at https://checkmarx.com/, with additional developer-focused resources at https://checkmarx.dev/.

Nezamestnanosť na Slovensku začala byť problémom. Disponibilná miera nezamestnanosti vzrástla v decembri minulého roka až na 5,3 percenta, čo je najviac od apríla 2020. Ide tak o najhoršie dáta od pandémie Covidu. Podľa Inštitútu finančnej politiky sa miera nezamestnanosti zvýšila až v 80 percentách okresov Slovenska, čo hovorí o tom, že vôbec nejde o lokálny problém. Pribudli aj prípady hromadného prepúšťania.Paradoxne, nezamestnanosť rastie v čase, keď počet voľných pracovných miest aj počet zamestnaných cudzincov atakuje historické maximá. Podľa aktuálnych údajov Inštitútu finančnej politiky prekročil počet cudzincov zamestnaných na Slovensku hranicu 135-tisíc, čo je najvyššia úroveň v histórii pričom počet pracovníkov z krajín mimo EÚ presiahol 100-tisíc. Navyše, rastie dopyt po manuálnej práci vo výrobe, nie po manažérskych a iných vysokokvalifikovaných pozíciách.K tomu treba pripočítať dopady už tretieho kola vládnej konsolidácie, ktoré udrelo na zamestnancov, ale aj živnostníkov či podnikateľov no a slovenskú ekonomiku podľa odborníkov výrazne priškrtilo a spomalilo. Vláda pritom pokračuje pokračuje vo zvyšovaní minimálnej mzdy – dnes na úrovni 915 eur, pričom už v roku 2028 by dokonca mala prekročiť 1000 eurovú hranicu. Premiér Fico však už verejne pripúšťa, že jeho doterajší spôsob ozdravovania verejných financií nefunguje.Niektorí zamestnávatelia volia cestu lacnej pracovnej sily, ktorú dovážajú z tretích krajín. Svedčí to o tom, že náš pracovný trh je deformovaný a Slovensko sa tak nevymaní z pasce lacnej pracovnej sily a nízkych príjmov. Navyše, i toto vzdelanú a kvalifikovanú silu vyháňa do zahraničia, hovorí prezidentka Konfederácie odborových zväzov Monika Uhlerová.Sledujete Aktuality Nahlas, pekný deň a pokoj v duši praje Braňo Dobšinský.

This is the second in a short series of speaker profiles for JavaOne 2026 in Redwood Shores, California, March 17-19. Get early bird pricing until February 9, and for a limited time, take advantage of a $100 discount by using this code at checkout: J12026IJN100. JavaOne: Register | Sessions In this conversation, Jim Grisanzio from Java Developer Relations talks with developer advocates Marit van Dijk and Anton Arhipov from JetBrains about the 25th anniversary of IntelliJ IDEA, the latest features of the IDE, Anton's upcoming session at JavaOne in March, and their perspectives on JavaOne as the premier conference for Java developers. 25 Years of IntelliJ IDEA Just as Java turned 30 this year, IntelliJ IDEA is now 25 years young! Not every technology survives that long, and even fewer thrive while doing it. But both Java and IntelliJ IDEA are doing just that. The secret to this longevity for IntelliJ IDEA, according to Marit van Dijk and Anton Arhipov, comes down to something simple but demanding — staying current with the Java ecosystem and engaging the massive Java development community around the world. The main reason for their success is the huge effort engineered into the platform to produce the technologies that developers need while at the same time staying with all the bleeding edge stuff happening inside the Java community. This commitment reaches beyond just supporting new Java versions. The IntelliJ IDEA team works on preview features even though specifications sometimes change during the preview process. When Oracle moved to a six-month release cycle for OpenJDK about eight years ago, IntelliJ adapted smoothly since their teams were already involved with the OpenJDK community. Marit says that new release cycle actually streamlined their work. They already knew about preview features and could start developing support upfront, not at the very last moment. This let them iterate alongside the community rather than chasing after it. The company also collaborates directly with other community members — such as framework developers, build tool teams at Maven and Gradle, and even Google — to implement best practices straight into the IDE. Maven 4 is not even released yet, but IntelliJ already has support ready with migration features to help developers make the transition. Anton says that this effort means that support is not only working with the new version of a technology but also being smart about how you use it. The IDE catches outdated patterns and deprecated APIs and also offers quick fixes to migrate code with a single keystroke. First and Lasting Impressions Both Marit and Anton started working at JetBrains years after they had already become devoted IntelliJ users. Their first impressions of the IDE moved them deeply and remain with them today. For Anton, his first reaction to using IntelliJ IDEA was immediate. "In one word, wow, this is smart. This is an IDE that understands code."  That intelligence in the software became the foundation of his relationship with the technology. Marit had a similar experience when she switched to IntelliJ IDEA. She had used other IDEs before and they were perfectly fine, but IntelliJ seemed different. "I found that it was actively helpful with the code inspections and quick fixes and helping me when my code didn't compile or preventing me from making mistakes. And I was sad that I didn't switch earlier, like years earlier. And I've been raving about it ever since. And now they pay me to do that. So, you know, everybody wins." AI and the Future of Development As usual in these conversation, we turned to artificial intelligence and its growing role in software development. Anton will explore this topic in depth at his JavaOne session titled "Spec-Driven Development With AI Agents: From High-Level Requirements to Working Software." Everyone knows that the AI landscape is changing fast, but things are actually getting simpler, Anton says. Developers can now get better results with less effort and less complex workflows using AI agents. Models are improving at guessing developer intent and reducing the need for careful constraint-heavy prompting. But Anton sets realistic expectations about AI. When asked whether his session targets junior or senior developers, he says that "we are all juniors in this regard." The field is so new that nobody can claim years of expertise with AI development tools. Marit emphasizes another crucial principle about AI-generated code. "You are still responsible for the code," whether you write it or an agent writes it. It has your name on it. AI does not diminish developer accountability or the need for developers to remain highly skilled in their craft. Anton adds another dimension about integrating AI with development tools. "AI without the IDE is kind of unreliable, but the IDE without AI is unproductive." The key, he says, is to fuse these things together leveraging the benefits of both for better productivity. The context the IDE provides and its understanding of your project structure and dependencies makes AI suggestions more relevant and actionable. JavaOne: Where the Community Comes Together Anton will be presenting at JavaOne 2026 in March, and both he and Marit shared their perspectives on what makes the conference special. For Marit, JavaOne has always been unique. The "who's who of Java" will be there, she says. Last year's conference-ending "Meet the Architects" panel particularly stood out. The audience could ask Oracle Java architects basically everything about Java for over an hour. This kind of access to the core engineers building and shaping the future of the language is something you would not normally get at any other conference. Anton shares his view that JavaOne has always been the conference to get all the news about Java. He has always viewed the event as the place where you get condensed information about what's going on with Java all in one place — the language, the platform, the standards, the frameworks, and the community. Community and Looking Forward Marit and Anton maintain close relationships with the developer community through conferences and Java User Groups. Marit says that they have many JUGs in the Netherlands, and many of them invite her to come and speak at their meetups throughout the year. Also, when they travel somewhere for a conference, they look for opportunities to combine that trip with local JUGs to speak there and connect with people. This direct engagement with the open Java community lets Marit and Anton talk to developers directly, see how they can help them better, understand what developers are struggling with, and take that feedback back to the engineering teams. The same authenticity extends to how JetBrains approaches IntelliJ development. The engineering team maintains close relationships with framework developers and library maintainers and OpenJDK to ensure that when new versions release, IntelliJ users have good support from day one. As IntelliJ IDEA celebrates 25 years, the development continues. They keep releasing new features with every version: the Spring Debugger that helps developers understand their Spring projects at runtime, Command Completion that enables developers to perform commands without memorizing shortcuts, and more. The anniversary celebrations for the teams have included parties with cakes featuring old logos, a game plugin that lets developers play video games while AI generates their code, and social media campaigns engaging the global community. For developers curious about IntelliJ IDEA, Marit and Anton encourage people to subscribe to the JetBrains YouTube channel where they regularly produce videos explaining new features. This 25-year milestone represents more than just history. It represents an ongoing commitment to understand code, support developers, build the Java community, and evolve alongside the entire ecosystem. This pattern is pervasive among Java developers and also the many companies offering developers advanced tools. The smart IDE that so impressed Anton and Marit years ago continues to get smarter — right along with many other tools and technologies that are growing as a result of the Java platform itself. Anton Arhipov: X , BlueSky, Linkedin Marit van Dijk: Website, Linkedin, BlueSky, X  Jim Grisanzio: X, Linkedin Duke's Corner Java Podcast: Libsyn Oracle Java Developer Relations: Inside.java, Dev.Java, Learn.java Specific Topics Discussed: IntelliJ IDEA 25th Birthday, The Java Dukes, What's new in IntelliJ IDEA 2025.3, Spring Debugger, Command Completion

Software engineering is changing fast, but not in the way most hot takes claim. Robert Brennan, Co founder and CEO at OpenHands, breaks down what happens when you outsource the typing to the LLM and let software agents handle the repetitive grind, without giving up the judgment that keeps a codebase healthy. This is a practical conversation about agentic development, the real productivity gains teams are seeing, and which skills will matter most as the SDLC keeps evolving. Key TakeawaysAI in the IDE is now table stakes for most engineers, the bigger jump is learning when to delegate work to an agentThe best early wins are the unglamorous tasks, fixing tests, resolving merge conflicts, dependency updates, and other maintenance work that burns time and attentionBigger output creates new bottlenecks, QA and code review can become the limiting factor if your workflow does not adaptSenior engineering judgment becomes more valuable, good architecture and clean abstractions make it easier to delegate safely and avoid turning the codebase into a messThe most durable human edge is empathy, for users, for teammates, and for your future self maintaining the systemTimestamped Highlights00:40 What OpenHands actually is, a development agent that writes code, runs it, debugs, and iterates toward completion02:38 The adoption curve, why most teams start with IDE help, and what “agent engineers” do differently to get outsized gains06:00 If an engineer becomes 10x faster, where does the time go, more creative problem solving, less toil15:01 A real example of the SDLC shifting, a designer shipping working prototypes and even small UI changes directly16:51 The messy middle, why many teams see only moderate gains until they redraw the lines between signal and noise20:42 Skills that last, empathy, critical thinking, and designing systems other people can understand22:35 Why this is still early, even if models stopped improving today, most orgs have not learned how to use them well yetA line worth sharing“The durable competitive advantage that humans have over AI is empathy.”Pro Tips for Tech TeamsStart by delegating low creativity tasks, CI failures, dependency bumps, and coverage improvements are great training wheelsDefine “safe zones” for non engineers contributing, like UI tweaks, while keeping application logic behind clearer guardrailsInvest in abstractions and conventions, you want a codebase an agent can work with, and a human can trustTrack where throughput stalls, if PR review and QA are the bottleneck, productivity gains will not show up where you expectCall to ActionIf you got value from this one, follow the show and share it with an engineer or product leader who is sorting out what “agentic development” actually means in practice.

Topics covered in this episode: GreyNoise IP Check tprof: a targeting profiler TOAD is out 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: GreyNoise IP Check GreyNoise watches the internet's background radiation—the constant storm of scanners, bots, and probes hitting every IP address on Earth. Is your computer sending out bot or other bad-actor traffic? What about the myriad of devices and IoT things on your local IP? Heads up: If your IP has recently changed, it might not be you (false positive). Brian #2: tprof: a targeting profiler Adam Johnson Intro blog post: Python: introducing tprof, a targeting profiler Michael #3: TOAD is out Toad is a unified experience for AI in the terminal Front-end for AI tools such as OpenHands, Claude Code, Gemini CLI, and many more. Better TUI experience (e.g. @ for file context uses fuzzy search and dropdowns) Better prompt input (mouse, keyboard, even colored code and markdown blocks) Terminal within terminals (for TUI support) Brian #4: FastAPI adds Contribution Guidelines around AI usage Docs commit: Add contribution instructions about LLM generated code and comments and automated tools for PRs Docs section: Development - Contributing : Automated Code and AI Great inspiration and example of how to deal with this for popular open source projects “If the human effort put in a PR, e.g. writing LLM prompts, is less than the effort we would need to put to review it, please don't submit the PR.” With sections on Closing Automated and AI PRs Human Effort Denial of Service Use Tools Wisely Extras Brian: Apparently Digg is back and there's a Python Community there Why light-weight websites may one day save your life - Marijke LuttekesHome Michael: Blog posts about Talk Python AI Integrations Announcing Talk Python AI Integrations on Talk Python's Blog Blocking AI crawlers might be a bad idea on Michael's Blog Already using the compile flag for faster app startup on the containers: RUN --mount=type=cache,target=/root/.cache uv pip install --compile-bytecode --python /venv/bin/python I think it's speeding startup by about 1s / container. Biggest prompt yet? 72 pages, 11, 000 Joke: A date via From Pat Decker

Discovering Void Link: The AI-Generated Malware Shaking Up Cybersecurity In this episode, we explore the fascinating discovery of 'Void Link,' one of the first documented cases of advanced malware authored almost entirely by artificial intelligence. Hosts delve into an eye-opening interview with experts from Checkpoint Research—Pedro Drimel  and Sven Rath—who were integral to uncovering this next-gen cyber threat. Learn how Void Link's design, rapid development, and sophisticated features signify a new age in malware creation, and understand the implications for cybersecurity, particularly in cloud and Linux environments. This episode provides a compelling look into the tools and methodologies behind the groundbreaking find, and a rare glimpse into the evolving landscape of AI-driven cyber threats. LINK TO CHECKPOINT RESEARCH PAPER:  https://research.checkpoint.com/2026/voidlink-early-ai-generated-malware-framework/ Cybersecurity Today would like to thank Meter for their support in bringing you this podcast. Meter delivers a complete networking stack, wired, wireless and cellular in one integrated solution that's built for performance and scale. You can find them at Meter.com/cst 00:00 Introduction and Sponsor Message 00:19 AI-Generated Malware: The Void Link Case 03:16 Interview with Checkpoint Researchers 04:05 Background of the Researchers 06:56 Discovering Void Link 10:27 Analyzing the Malware 14:46 AI's Role in Malware Development 19:55 Implications and Future of AI in Cybersecurity 21:21 Introduction to IDE and Agent Support 21:45 Jailbreaking AI Models for Malware Development 22:24 Challenges and Implications of AI in Malware 23:43 AI's Role in Malware Detection and Development 26:35 The Future of AI in Cybersecurity 32:30 Operational Security and AI Limitations 33:59 Concluding Thoughts and Future Research 36:28 Final Remarks and Acknowledgements 37:32 Show Wrap-Up and Sponsor Message

Building on the web is like working with the perfect clay. It's malleable and can become almost anything. But too often, frameworks try to hide the web's best parts away from us. Today, we're looking at PyView, a project that brings the real-time power of Phoenix LiveView directly into the Python world. I'm joined by Larry Ogrodnek to dive into PyView. Episode sponsors Talk Python Courses Python in Production Links from the show Guest Larry Ogrodnek: hachyderm.io pyview.rocks: pyview.rocks Phoenix LiveView: github.com this section: pyview.rocks Core Concepts: pyview.rocks Socket and Context: pyview.rocks Event Handling: pyview.rocks LiveComponents: pyview.rocks Routing: pyview.rocks Templating: pyview.rocks HTML Templates: pyview.rocks T-String Templates: pyview.rocks File Uploads: pyview.rocks Streams: pyview.rocks Sessions & Authentication: pyview.rocks Single-File Apps: pyview.rocks starlette: starlette.dev wsproto: github.com apscheduler: github.com t-dom project: github.com Watch this episode on YouTube: youtube.com Episode #535 deep-dive: talkpython.fm/535 Episode transcripts: talkpython.fm Theme Song: Developer Rap

In this episode, we explore how to de-risk your career roadmap by identifying the hidden vulnerabilities that hold your decision-making hostage.

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

Your cloud SSD is sitting there, bored, and it would like a job. Today we're putting it to work with DiskCache, a simple, practical cache built on SQLite that can speed things up without spinning up Redis or extra services. Once you start to see what it can do, a universe of possibilities opens up. We're joined by Vincent Warmerdam to dive into DiskCache. Episode sponsors Talk Python Courses Python in Production Links from the show diskcache docs: grantjenks.com LLM Building Blocks for Python course: training.talkpython.fm JSONDisk: grantjenks.com Git Code Archaeology Charts: koaning.github.io Talk Python Cache Admin UI: blobs.talkpython.fm Litestream SQLite streaming: litestream.io Plash hosting: pla.sh Watch this episode on YouTube: youtube.com Episode #534 deep-dive: talkpython.fm/534 Episode transcripts: talkpython.fm Theme Song: Developer Rap

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: