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Python's popularity in data science and backend engineering has made it the default language for building AI infrastructure. However, with the rapid growth of AI applications, developers are increasingly looking for tools that combine Python's flexibility with the rigor of production-ready systems. Pydantic began as a library for type-safe data validation in Python and has The post Pydantic AI with Samuel Colvin appeared first on Software Engineering Daily.
Recent headlines claim actress Zoë Kravitz left a pet python behind in Taylor Swift’s mansion — a story that resurfaced just as winter conditions worsened. The segment has the hosts joking, worrying (for the snake), and wondering how wild fame gets when pets and parties mix. See omnystudio.com/listener for privacy information.
The show opens with a nationwide chill as the U.S. braces for record-breaking freezing temperatures thanks to a powerful arctic blast sweeping across much of the country. Forecasters warn that more than 200 million Americans will be plunged into sub-freezing conditions, with many regions expecting historically cold highs and lows this week. Against that backdrop, celebrity gossip heats up: recent headlines claim actress Zoë Kravitz left a pet python behind in Taylor Swift’s mansion — a story that resurfaced just as winter conditions worsened. The segment has the hosts joking, worrying (for the snake), and wondering how wild fame gets when pets and parties mix. Jumping from pets to partnerships, the show dissects news that reality-star Kandi Burruss claims her estranged husband’s prenup is invalid, insisting he’s not being faithful — a revelation that ignited debate about trust, money, and marriage under public scrutiny. Website: https://www.urban1podcasts.com/rickey-smiley-morning-show See omnystudio.com/listener for privacy information.
Talk Python To Me - Python conversations for passionate developers
A lot of people building software today never took the traditional CS path. They arrived through curiosity, a job that needed automating, or a late-night itch to make something work. This week, David Kopec joins me to talk about rebuilding computer science for exactly those folks, the ones who learned to program first and are now ready to understand the deeper ideas that power the tools they use every day. Episode sponsors Sentry Error Monitoring, Code TALKPYTHON NordStellar Talk Python Courses Links from the show David Kopec: davekopec.com Classic Computer Science Book: amazon.com Computer Science from Scratch Book: computersciencefromscratch.com Computer Science from Scratch at NoStartch (CSFS30 for 30% off): nostarch.com Watch this episode on YouTube: youtube.com Episode #529 deep-dive: talkpython.fm/529 Episode transcripts: talkpython.fm Theme Song: Developer Rap
As part of the GIRO 2025 mini-series, we speak to George Wright about getting the right tools and support for modern actuarial modelling.
We often look for ways to reduce the load on our brains, seeking shortcuts and optimizations to get ahead. Sometimes this works, reinforcing the belief that we can hack our way around every problem. However, this episode addresses the truth that many fundamental aspects of your career require something difficult, messy, slow, or inefficient, demanding deep thought and repeated failure.This episode details the difficult truths about facing the most essential challenges in your career:Understand the Hard Path: Recognize that many aspects of your career, skill set, relationships, and hobbies require something difficult, messy, slow, or inefficient, demanding deep thought and repeated failure.Identify Your Primary Obstacles: Pinpoint the hard things you are procrastinating on, such as developing essential domain knowledge, deepening relationships with crucial co-workers or your manager, or getting the necessary "reps" of difficult building and practice.The Path to Mastery: Realize that becoming a great engineer (e.g., a great Python developer) is achieved not by reading books or finding perfect tools, but by building things over and over. This practice includes receiving feedback from peers and applying what you learn under challenge.The Pain of Decision: Explore why it is difficult to even decide to do a hard thing. By committing to the challenging path, you are choosing to cut off your optionality and giving up the hope of finding an easier, lower-investment alternative.Sustaining Commitment: Understand that initial motivation or an energetic feeling will not carry you through the obstacle when the development process becomes awkward, slow, or frustrating. Staying committed requires reinforcing your core underlying reason for doing the hard work.The Reward: Recognize that if you successfully address the hard thing you know needs doing, everything else in your life and career becomes easier.
Episode Highlights[00:00:48] What Makes Software MaintainableDon explains why unnecessary complexity is the biggest barrier to maintainability, drawing on themes from A Philosophy of Software Design.[00:03:14] The Cost of Clever AbstractionsA real story from a Node.js API shows how an unused abstraction layer around MongoDB made everything harder without delivering value.[00:04:00] Shaping Teams and Developer ToolsDon describes the structure of the Search Craft engineering team and how the product grew out of recurring pain points in client projects.[00:06:36] Reducing Complexity Through SDK and Infra DesignWhy Search Craft intentionally limits configuration to keep setup fast and predictable.[00:08:33] Lessons From ConsultingRobby and Don compare consulting and product work, including how each environment shapes developers differently.[00:15:34] Inherited Software and Abandoned DependenciesDon shares the problems that crop up when community packages fall behind—especially in ecosystems like React Native.[00:18:00] Evaluating Third-Party LibrariesSignals Don looks for before adopting a dependency: adoption, update cadence, issue activity, and whether the library is “done.”[00:19:40] Designing Code That Remains UnderstandableWhy clear project structure and idiomatic naming matter more than cleverness.[00:20:29] RFCs as a Cultural AnchorHow Don's team uses RFCs to align on significant changes and avoid decision churn.[00:23:00] Documentation That Adds ContextDocumentation should explain why, not echo code. Don walks through how his team approaches this.[00:24:11] Type Systems and MaintainabilityHow Don's journey from PHP and JavaScript to TypeScript and Rust changed his approach to structure and communication.[00:27:05] Testing With TypesStable type contracts make tests cleaner and less ambiguous.[00:27:45] Building Trust in AI SystemsDon discusses repeatability, hallucinations, and why tools like MCP matter for grounding LLM behavior.[00:29:28] AI in Developer ToolsSearch Craft's MCP server lets developers talk to the platform conversationally instead of hunting through docs.[00:33:21] Improving Legacy Systems SlowlyThe Strangler pattern as a practical way to replace old systems one endpoint at a time.[00:34:11] Deep Work and Reducing Reactive NoiseDon encourages developers to carve out time for uninterrupted thinking rather than bouncing between notifications.[00:36:09] Measuring ProgressBuild times, test speeds, and coverage provide signals teams can use to track actual improvement.[00:38:24] Changing Opinions Over a CareerWhy Don eventually embraced TypeScript after originally writing it off.[00:39:15] Industry Trends and Repeating CyclesSPAs, server rendering, and the familiar pendulum swing in web architecture.[00:41:26] Experimentation and Team AutonomyHow POCs and side projects surface organically within Don's team.[00:44:42] Growing Skills Through Intentional GoalsSetting learning targets in 1:1s to support long-term developer growth.[00:47:19] Where to Find DonLinkedIn, Blue Sky, and his site: donmckinnon.dev.Resources MentionedA Philosophy of Software Design by John OusterhoutJohn Ousterhout's Maintainable.fm Interview (Episode 131)Search CraftElasticAlgoliaWordPress Plugin DirectoryRequest for Comments (RFC)Strangler Fig PatternC2 WikiModel Context Protocol (MCP)Glam AIAubrey/Maturin Series by Patrick O'BrianMaster and Commanderdonmckinnon.devThanks to Our Sponsor!Turn hours of debugging into just minutes! AppSignal is a performance monitoring and error-tracking tool designed for Ruby, Elixir, Python, Node.js, Javascript, and other frameworks.It offers six powerful features with one simple interface, providing developers with real-time insights into the performance and health of web applications.Keep your coding cool and error-free, one line at a time! Use the code maintainable to get a 10% discount for your first year. Check them out! Subscribe to Maintainable on:Apple PodcastsSpotifyOr search "Maintainable" wherever you stream your podcasts.Keep up to date with the Maintainable Podcast by joining the newsletter.
Chris and Daniel unpack how AI-driven document processing has rapidly evolved well beyond traditional OCR with many technical advances that fly under the radar. They explore the progression from document structure models to language-vision models, all the way to the newest innovations like Deepseek-OCR. The discussion highlights the pros and cons of these various approaches focusing on practical implementation and usage.Featuring:Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XSponsors:Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalaiFabi.ai - The all-in-one data analysis platform for modern teams. From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more. Built-in Python and AI assistance help you move fast, then publish interactive dashboards or automate insights delivered straight to Slack, email, spreadsheets or wherever you need to share it. Learn more and get started for free at fabi.aiFramer – Design and publish without limits with Framer, the free all-in-one design platform. Unlimited projects, no tool switching, and professional sites—no Figma imports or HTML hassles required. Start creating for free at framer.com/design with code `PRACTICALAI` for a free month of Framer Pro.Upcoming Events: Register for upcoming webinars here!
After a brief hiatus, we are back to discuss the evolution of a modern trading workflow. In this episode, we cover the transition from standard spreadsheets to custom, AI-built Python tools—including a new voice-to-text trade logger and qualitative scanners based on "Rule Breaker" investing principles.We also dive deep into current market mechanics, blending old-school sentiment analysis with new-school data. We break down the "Investor Day" top in Nvidia, why the disappearance of the MicroStrategy (MSTR) premium removes a critical bid for Bitcoin, and why China and commodities might be the next contrarian play.Key Topics:Workflow Evolution: leveraging Claude to build SQL databases and voice-logging tools.Market Psychology: How "Investor Days" and retail euphoria signal tops (The NVDA example).The Crypto Thesis: Why MSTR losing its ability to issue equity at a premium signals a potential drop for Bitcoin to the $50k–$60k range.Global Macro: A contrarian look at China and commodities amidst the AI arms race.
In this episode, we talk with Simen, a senior software engineer and creator of Almost Done, a weekly email newsletter designed for neurodivergent developers and anyone who thinks a little differently. Simen shares how he built a format that supports real attention - short, scannable essays, intentional accessibility choices, and four writing “personas” that shape each issue's tone.We explore his creative workflow, why timing matters for engagement, and the “subscriber-first” philosophy that keeps the newsletter personal. Simen also opens up about career growth, simplicity in engineering, and practical systems that help with ADHD traits like hyperfocus and time blindness.It's an honest, uplifting conversation about writing, technology, and building a kinder approach to productivity. If the episode resonates, check out Almost Done and share it with someone who'd enjoy it.Sign up here - https://almostdone.news/Or view past issues - https://almostdone.news/issuesReach out to Simen on LinkedIn: https://www.linkedin.com/in/simendaehlin______
Jak může architekt dnes využívat AI tak, že mu to ušetří celé týdny práce? A proč je budoucnost v kombinaci odbornosti a umělé inteligence?Do dalšího dílu podcastu Budoucnost nepráce jsem si pozval Martina Jana Rosu – architekta, který nádherně propojuje svou doménovou expertízu s digitálními nástroji a AI. Tohle je další z velmi praktických rozhovorů, které jsem v poslední době vedl.Martina jsem se ptal na konkrétní scénáře, jak využívá AI v architektuře i při práci s daty. V podcastu zazní:Jak AI změnila Martinovu práci za poslední rok [03:25]Kdy má smysl používat skripty a Python v architektuře [07:13]Co je BIM / IFC a proč jsou zásadní [08:56]Automatizace rutinní práce pomocí AI [11:35]Nástroje Cursor, Replit a Cloud Code v praxi [13:59]Jak AI přemýšlí: reasoning a samoopravné skripty [17:12]Budoucnost profesí: doménová znalost + AI [28:39]„Druhý mozek“ a organizace informací [40:54]Proč je pořádek v datech klíčový pro práci s AI [48:13]Tahle epizoda je plná inspirace, konkrétních use cases a praktických tipů, které můžete začít používat hned. Co by se stalo, kdybyste se naučili využívat AI stejně efektivně jako Martin — a kolik práce by vám to ušetřilo?
Topics covered in this episode: Advent of Code starts today Django 6 is coming Advanced, Overlooked Python Typing codespell 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. Brian #1: Advent of Code starts today A few changes, like 12 days this year, which honestly, I'm grateful for. See also: elf: Advent of Code CLI helper for Python Michael #2: Django 6 is coming Expected December 2025 Django 6.0 supports Python 3.12, 3.13, and 3.14 Built-in support for the Content Security Policy (CSP) standard is now available, making it easier to protect web applications against content injection attacks such as cross-site scripting (XSS). The Django Template Language now supports template partials, making it easier to encapsulate and reuse small named fragments within a template file. Django now includes a built-in Tasks framework for running code outside the HTTP request–response cycle. This enables offloading work, such as sending emails or processing data, to background workers. Email handling in Django now uses Python's modern email API, introduced in Python 3.6. This API, centered around the email.message.EmailMessage class Brian #3: Advanced, Overlooked Python Typing get_args, TypeGuard, TypeIs, and more goodies Michael #4: codespell Learned from this PR for the Talk Python book. Fix common misspellings in text files. It's designed primarily for checking misspelled words in source code (backslash escapes are skipped), but it can be used with other files as well. It does not check for word membership in a complete dictionary, but instead looks for a set of common misspellings. Therefore it should catch errors like "adn", but it will not catch "adnasdfasdf". It shouldn't generate false-positives when you use a niche term it doesn't know about. Extras Brian: Is mkdocs maintained? Hatch 1.16 Michael: Follow up on tach from Gerben Dekker: tach has been unmaintained for a bit but is not anymore. It was the main product from Gauge which is a Y combinator startup that pivoted to something unrelated and abandoned tach. However, https://github.com/DetachHead forked it but now got access to the main repo and has committed to maintaining it. ruff analyze graph is fully independent of tach - we actually started to look into alternatives for tach when it became unmaintained and then found ruff analyze graph. For our use case, with just a bit of manipulation on top of ruff analyze graph we replaced our use of deptry (which was slower - and I try to be careful depending on one-man projects). A Review of Michael Kennedy's book, “Talk Python in Production” - Thanks Doug Joke: NoaaS
Send us a textCheck us out at: https://www.cisspcybertraining.com/Get access to 360 FREE CISSP Questions: https://www.cisspcybertraining.com/offers/dzHKVcDB/checkoutGet access to my FREE CISSP Self-Study Essentials Videos: https://www.cisspcybertraining.com/offers/KzBKKouvIf audits feel like paperwork purgatory, this conversation will change your mind. We unpack Domain 6 with a clear, practical path: how to scope a security audit that executives will fund, teams will follow, and regulators will respect. Along the way, we touch on a fresh angle in the news—an open source LLM tool sniffing out Python zero days—and connect it to what development shops can do right now to lower risk without slowing delivery.We start by demystifying what a security audit is and how it differs from an assessment. Then we get into the decisions that matter: choosing one framework to anchor your work (NIST CSF, ISO 27001, or PCI DSS where applicable), keeping policies lean enough to use under pressure, and building a scope that targets high-value processes like account provisioning or privileged access. You'll hear why internal audits build muscle, external audits unlock credibility, and third-party audits protect your supply chain when a vendor stalls or gets breached. We talk straight about cost, bias, and the communication gaps that derail progress—and how to fix them.From there we focus on outcomes. You'll learn to prioritize incident response and third-party risk for the biggest return, write right-to-audit clauses that actually help, and map findings to business impact so leaders say yes to headcount and tooling. We share ways to pair tougher controls with enablement—like deploying a password manager before lengthening passphrases—so adoption sticks. Expect practical reminders on interview planning, evidence collection, and keeping stakeholders aligned without burning goodwill. It's a playbook for turning findings into funding and audits into forward motion.If this helped you reframe how you approach Domain 6 and security audits, subscribe, leave a review, and share it with a teammate who's staring down their next audit. Your support helps more people find CISSP Cyber Training.Gain exclusive access to 360 FREE CISSP Practice Questions at FreeCISSPQuestions.com and have them delivered directly to your inbox! Don't miss this valuable opportunity to strengthen your CISSP exam preparation and boost your chances of certification success. Join now and start your journey toward CISSP mastery today!
Greetings once more in love, light, and wisdom as one. Omal returns to questions about farsighting or would have except that he happened across a file in Mark's brain called Python humor. He couldn't resist and broke out a Monty Python joke to liven things up. We get back on topic which is ideas he can provide to take it to the next step from all that Tia had gone over. What he suggests is visiting Sedona and the various universities around the world to help with looking for landmarks to find my way to each one. He identifies those places of learning that were working on astral travel at the time. He next suggests other places around the world like visit to hone my skill at astral travel such as Edinburgh or the Imperial Palace in China. That was all we had time for so we move on from there to the next session where this time we would have guests. Kiri is the ring mistress for the session and starts things off with introductions all around. She gets a surprise in that one of the guests has a son in the room called Alex which happens to be her son's name also. Before we get to questions and answers, there is some housekeeping she needed to go over which was a visit that Mark and I had planned to a psychic who was able to read auras and her husband. The plan was to have Kiri and Karra channeling through Mark but he would be up on the base in his astral body at the same time. So his physical body would be theirs to use and they would feed me questions while we talked to the people. We have been trying to perfect the technique since we had discovered it during a Pink Floyd concert. When we do get the questions, it is about coercion lessons for one of the guests who was moving to Las Vegas where it might come in handy. So she gives a basic primer on coercion for him along with examples of various coercers throughout history. She next does a coercion example by trying to coerce a cat in the room. We finish up so Omal can get us to the end of the tape by offering advice about a light sound technology that we were looking to test. It would integrate pulsed lights flashed through goggles that would correspond to sound coming through at the same time. It was thought it would be a way to achieve deeper states of consciousness along with opening up deeper states of the mind. Omal was already familiar with the tech and what it could do so his advice was very helpful. The technology was also thought to help with stopping smoking which is just about where the tape stopped as well. It was a good session where we learned a lot. For full transcripts of this session and more information about Hades Base and the 6th dimension, please visit our website: http://hadesbasenews.com The sessions lasted from 1992 to 2001 with this one being taped on 02/06/93 & 05/20/1994. Side two includes: 1.)(0:00)- Omal finishes out a short session by suggesting locations I can visit in my astral body to build up the skill. He also suggests looking at maps ahead of time to note any landmarks to point the way. 2.)(9:07)- Kiri starts off a brand new channeling session with making arrangements for a planned visit to someone who could see auras. She then gives a coercion primer for a guest in the room to get him started. 3.)(25:15)- Omal gives his take on some googles designed to help increase psychic skills by using lights that strobe and sounds in ways that act on the brain. One of the benefits was to help reach a Theta state.
Talk Python To Me - Python conversations for passionate developers
In this episode, I'm talking with Vincent Warmerdam about treating LLMs as just another API in your Python app, with clear boundaries, small focused endpoints, and good monitoring. We'll dig into patterns for wrapping these calls, caching and inspecting responses, and deciding where an LLM API actually earns its keep in your architecture. Episode sponsors Seer: AI Debugging, Code TALKPYTHON NordStellar Talk Python Courses Links from the show Vincent on X: @fishnets88 Vincent on Mastodon: @koaning LLM Building Blocks for Python Co-urse: training.talkpython.fm Top Talk Python Episodes of 2024: talkpython.fm LLM Usage - Datasette: llm.datasette.io DiskCache - Disk Backed Cache (Documentation): grantjenks.com smartfunc - Turn docstrings into LLM-functions: github.com Ollama: ollama.com LM Studio - Local AI: lmstudio.ai marimo - A Next-Generation Python Notebook: marimo.io Pydantic: pydantic.dev Instructor - Complex Schemas & Validation (Python): python.useinstructor.com Diving into PydanticAI with marimo: youtube.com Cline - AI Coding Agent: cline.bot OpenRouter - The Unified Interface For LLMs: openrouter.ai Leafcloud: leaf.cloud OpenAI looks for its "Google Chrome" moment with new Atlas web browser: arstechnica.com Watch this episode on YouTube: youtube.com Episode #528 deep-dive: talkpython.fm/528 Episode transcripts: talkpython.fm Theme Song: Developer Rap
Vincent D. Warmerdam from Marimo shares how they grew their YouTube channel for their Python notebook, using regular Shorts to reach thousands of new viewers each week. He talks about the importance of being genuinely excited about what you're building and how consistent, authentic content can help both founders and creators connect with their audience. He gives practical advice and real-world insights for anyone interested in DevRel or growing a DevTool channel.This episode is brought to you by WorkOS. If you're thinking about selling to enterprise customers, WorkOS can help you add enterprise features like Single Sign On and audit logs.Links: • Vincent's blog • Vincent's X • Marimo
Nesse episódio, falamos sobre Computação Quântica no Brasil, conhecendo sobre a plataforma Ket, um projeto de código aberto da UFSC que democratiza o acesso e o desenvolvimento de software quântico em Python. Recebemos Evandro, pesquisador e cofundador da Quantum Loop, que explica como o Ket e a startup se integram no ecossistema nacional, auxiliando na construção do primeiro computador quântico escalável do Brasil. Abordamos os desafios de hardware, a importância do projeto para a competitividade brasileira e o futuro da pesquisa em uma área exponencial.Edição completa por Rádiofobia Podcast e Multimídia: https://radiofobia.com.br/---Nos siga no Twitter e no Instagram: @luizalabs @cabecadelabDúvidas, cabeçadas e sugestões, mande e-mail para o cabecadelab@luizalabs.com ou uma DM no InstagramParticipantes: EVANDRO CHAGAS | https://www.linkedin.com/in/evandro-crr/MIRIÃ GOLLMAN | https://www.linkedin.com/in/miriagollmann/
The world of networking is changing at lightning speed thanks to AI. Today Eric sits down with Chris Kane to explore this new reality for network engineers. Together, they dive deeper into some of the changes that will be coming next, breaking down the technical demands and mindset shifts of intellectual curiosity and humility necessary... Read more »
The world of networking is changing at lightning speed thanks to AI. Today Eric sits down with Chris Kane to explore this new reality for network engineers. Together, they dive deeper into some of the changes that will be coming next, breaking down the technical demands and mindset shifts of intellectual curiosity and humility necessary... Read more »
Send us a textIt's not the messiah, it's a very naughty podcast
In this episode, we sit down with Quincy Tennyson, who teaches an impressive four-year computer science pathway at Fern Creek High School. Quincy's background in the Marine Corps and as a network engineer brings a unique perspective to CS education. He discusses his curriculum progression from introductory courses through AP Computer Science Principles (heavily inspired by UC Berkeley's CS61A), AP Computer Science A (Java), and a culminating Project-Based Programming course. We dive deep into his philosophy of being a "warm demander" - setting high expectations while providing intensive coaching and support. The conversation touches on several compelling topics including teaching agile methodology to high school students, the importance of transparency about failure, and how behavioral economics concepts (from thinkers like Daniel Kahneman) inform his approach to helping students understand their own thinking processes. Quincy also shares insights on supporting underserved students, running a successful Girls Who Code chapter, and navigating the integration of AI tools in the classroom. His students' enthusiasm at PyCon 2024 was infectious, and this episode reveals the thoughtful pedagogy behind their success. Key resources mentioned include CS61A from UC Berkeley (https://cs61a.org/), CodeHS (https://codehs.com/), Code.org (https://code.org/), Sandra McGuire's book "Teach Students How to Learn," Eric Matthes' Python Crash Course (https://nostarch.com/python-crash-course-3rd-edition), and Al Sweigart's (https://alsweigart.com/) educational resources including his new Buttonpad library for Tkinter. Special Guest: Quincy Tennyson.
AI has brought incredible new capabilities into everyday technology, but it's also creating security challenges that most people haven't fully wrapped their heads around yet. As these systems become more capable and more deeply connected to the tools and data we rely on, the risks become harder to predict and much more complicated to manage. My guest today is Rich Smith, who leads offensive research at MindGard and has spent more than twenty years working on the front lines of cybersecurity. Rich has held leadership roles at organizations like Crash Override, Gemini, Duo Security, Cisco, and Etsy, and he's spent most of his career trying to understand how real attackers think and where systems break under pressure. We talk about how AI is changing the way attacks happen, why the old methods of testing security don't translate well anymore, and what happens when models behave in ways no one expected. Rich also explains why psychology now plays a surprising role in hacking AI systems, where companies are accidentally creating new openings for exploitation, and what everyday users should keep in mind when trusting AI with personal information. It's a fascinating look behind the curtain at what's really going on in AI security right now. Show Notes: [01:00] Rich describes getting into hacking as a kid and bypassing his brother's disk password. [03:38] He talks about discovering Linux and teaching himself through early online systems. [05:07] Rich explains how offensive security became his career and passion. [08:00] Discussion of curiosity, challenge, and the appeal of breaking systems others built. [09:45] Rich shares surprising real-world vulnerabilities found in large organizations. [11:20] Story about discovering a major security flaw in a banking platform. [12:50] Example of a bot attack against an online game that used his own open-source tool. [16:26] Common security gaps caused by debugging code and staging environments. [17:43] Rich explains how AI has fundamentally changed offensive cybersecurity. [19:30] Why binary vulnerability testing no longer applies to generative AI. [21:00] The role of statistics and repeated prompts in evaluating AI risk and failure. [23:45] Base64 encoding used to bypass filters and trick models. [27:07] Differentiating between model safety and full system security. [30:41] Risks created when AI models are connected to external tools and infrastructure. [32:55] The difficulty of securing Python execution environments used by AI systems. [35:56] How social engineering and psychology are becoming new attack surfaces. [38:00] Building psychological profiles of models to manipulate behavior. [42:14] Ethical considerations and moral questions around AI exploitation. [44:05] Rich discusses consumer fears and hype around AI's future. [45:54] Advice on privacy and cautious adoption of emerging technology. Thanks for joining us on Easy Prey. Be sure to subscribe to our podcast on iTunes and leave a nice review. Links and Resources: Podcast Web Page Facebook Page whatismyipaddress.com Easy Prey on Instagram Easy Prey on Twitter Easy Prey on LinkedIn Easy Prey on YouTube Easy Prey on Pinterest Mindgard Rich.Smith@Mindgard.ai
What more is there to say about Monty Python's Life ofBrian? Well, we may as well give it a bash. Luke Thompson takes on hosting duties for a swapcast between Film Gold and Luke's English Podcast, originally recorded on video earlier this year (see below). In this first part, Luke & Antony discuss among otherthings their histories with the film, the basic philosophy of the Python team regarding biblical epics, some of the original inspiration for the film, and its production and financing. Fans of the film will know that in that final aspect, acertain Beatle may well get a mention… Part 2 will follow in early December Enjoy! 'Film Gold' is on all the main podcast platforms. Feedback to contrafib2001@gmail.com Facebookhttps://www.facebook.com/filmgoldpod Twitterhttps://twitter.com/FilmGold75 Antony's website (blog, music, podcasts) https://www.antonyrotunno.com Antony's John Lennon/Beatles and Psychology/Alt. Mediapodcastshttps://glassoniononjohnlennon.comhttps://lifeandlifeonly.podbean.com Support Antony's podcast work (Film Gold, Glass Onion: OnJohn Lennon and Life And Life Only) athttps://www.paypal.com/paypalme/antonyrotunnoORhttps://www.buymeacoffee.com/antonyrotunno Luke's English Podcast (main site and you tube channel) https://teacherluke.co.ukhttps://www.youtube.com/LukesEnglishPodcast Luke & Antony's previous Python film collaboration (HolyGrail) https://www.youtube.com/watch?v=YMtOOBpRBaA episode linksVideo version of this discussion (June 2025)https://www.youtube.com/watch?v=lYNW-fBpUoc&t=5674s Film trailerhttps://www.youtube.com/watch?v=GYHEordIo88 ‘Life of Brian' film pageshttps://en.wikipedia.org/wiki/Monty_Python's_Life_of_Brianhttps://www.imdb.com/title/tt0079470/ Saint George to the rescue!https://www.youtube.com/watch?v=rDFdcfRAaCg The Secret Life of Brian (recommended documentary)https://www.youtube.com/watch?v=hdU_6jUQI9s George Harrison & Michael Palin in The Rutles' filmhttps://www.youtube.com/watch?v=S8ifa3wqqDE
Thanksgiving week is here, and with it comes the perfect opportunity for developers to slow down, unwind, and refocus. In this special pre-holiday episode of the Building Better Developers podcast, Rob and Michael step away from the regular Building Better Foundations theme to talk about travel mishaps, gaming plans, personal downtime, AI experiments, and practical Thanksgiving tips for developers who want to rest and still grow. Whether you're staying home, traveling, or juggling family plans, this episode delivers simple and meaningful insights to help you make the most of the holiday season. Why Thanksgiving Matters for Developers For nearly a decade, the podcast has featured Thanksgiving episodes as a fun tradition—lighter, more personal, and focused on gratitude. As Rob and Michael reflect on the year, they share stories and ideas every listener can relate to. It's also a moment to pause and consider meaningful Thanksgiving tips for developers who are used to fast-paced schedules and tight deadlines. Holiday Chaos Happens—Laugh and Keep Moving The episode kicks off with Rob's comedy-level travel disaster involving early check-ins, confusing airline mishaps, and even a sushi order gone terribly wrong. Despite the chaos, he reminds us that embracing humor is one of the most underrated Thanksgiving tips for developers dealing with holiday stress. Embrace the unexpected. Use holiday disruptions as forced downtime to reset. Gaming, Rest, and Making Time for Fun Developers love learning—but they also love games. Rob talks through his Steam Deck frustrations while trying to play Blood Bowl 3, and Michael shares his goal to finally play his untouched birthday gift, Pokémon ZA. Gaming becomes more than entertainment—it's one of the best Thanksgiving tips for developers who need a mental break. The message is simple: Make room for joy. Let yourself play. Exploring AI, Creative Coding, and One-Day Projects Instead of doom-scrolling, Rob suggests exploring AI tools—both for fun and learning. Michael adds that Thanksgiving is a perfect time for a bite-sized coding experiment or "kitchen sink app" to explore new Java, Spring, or Python updates. This is where holiday downtime becomes a strategic advantage. You can recharge while sharpening skills. Try a no-pressure mini-project. One day of playful coding can spark major creativity. Disconnecting to Reconnect: The Heart of the Season Thanksgiving isn't just time off—it's time together. Michael encourages listeners to unplug, enjoy family time, watch holiday specials, and take a real break from screens. Spending quality time with loved ones is one of the most important Thanksgiving tips for developers who often live in digital worlds. Even for those working through the holiday week, a quieter office can provide opportunities to reconnect with coworkers or simply enjoy a more relaxed pace. Black Friday Deals and Leveling Up Your Toolkit Rob and Michael wrap up with practical advice: use holiday sales wisely. From software subscriptions to hardware upgrades, tech deals can help developers invest in their craft. They even recommend tools like CamelCamelCamel for smarter price tracking—another useful Thanksgiving tip for developers planning their 2026 goals. Final Thoughts: Rest Today, Grow Tomorrow Thanksgiving is a rare chance to step back, breathe, and appreciate what matters most. Whether you're experimenting with tech, catching up on games, visiting family, or indulging in post-turkey naps, embrace the pause. Because the work—and the opportunities—will be waiting after the holiday glow fades. For now, apply these Thanksgiving tips for developers, enjoy the season, and recharge for the journey ahead. Stay Connected: Join the Developreneur Community We invite you to join our community and share your coding journey with us. Whether you're a seasoned developer or just starting, there's always room to learn and grow together. Contact us at info@develpreneur.com with your questions, feedback, or suggestions for future episodes. Together, let's continue exploring the exciting world of software development. Additional Resources Making The Most of Your Holiday or Vacation Downtime Holiday Sales, Budgets, and Side Hustles Gratitude and Growth: A Thanksgiving Special on Building Better Developers Building Better Foundations Podcast Videos – With Bonus Content
Topics covered in this episode: PEP 814 – Add frozendict built-in type From Material for MkDocs to Zensical Tach Some Python Speedups in 3.15 and 3.16 Extras Joke 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 #0: Black Friday is on at Talk Python What's on offer: An AI course mini bundle (22% off) 20% off our entire library via the Everything Bundle (what's that? ;) ) The new Talk Python in Production book (25% off) Brian: This is peer pressure in action 20% off The Complete pytest Course bundle (use code BLACKFRIDAY) through November or use save50 for 50% off, your choice. Python Testing with pytest, 2nd edition, eBook (50% off with code save50) also through November I would have picked 20%, but it's a PragProg wide thing Michael #1: PEP 814 – Add frozendict built-in type by Victor Stinner & Donghee Na A new public immutable type frozendict is added to the builtins module. We expect frozendict to be safe by design, as it prevents any unintended modifications. This addition benefits not only CPython's standard library, but also third-party maintainers who can take advantage of a reliable, immutable dictionary type. To add to existing frozen types in Python. Brian #2: From Material for MkDocs to Zensical Suggested by John Hagen A lot of people, me included, use Material for MkDocs as our MkDocs theme for both personal and professional projects, and in-house docs. This plugin for MkDocs is now in maintenance mode The development team is switching to working on Zensical, a static site generator to overcome some technical limitations with MkDocs. There's a series of posts about the transition and reasoning Transforming Material for MkDocs Zensical – A modern static site generator built by the creators of Material for MkDocs Material for MkDocs Insiders – Now free for everyone Goodbye, GitHub Discussions Material for MkDocs still around, but in maintenance mode all insider features now available to everyone Zensical is / will be compatible with Material for Mkdocs, can natively read mkdocs.yml, to assist with the transition Open Source, MIT license funded by an offering for professional users: Zensical Spark Michael #3: Tach Keep the streak: pip deps with uv + tach From Gerben Decker We needed some more control over linting our dependency structure, both internal and external. We use tach (which you covered before IIRC), but also some home built linting rules for our specific structure. These are extremely easy to build using an underused feature of ruff: "uv run ruff analyze graph --python python_exe_path .". Example from an app I'm working on (shhhhh not yet announced!) Brian #4: Some Python Speedups in 3.15 and 3.16 A Plan for 5-10%* Faster Free-Threaded JIT by Python 3.16 5% faster by 3.15 and 10% faster by 3.16 Decompression is up to 30% faster in CPython 3.15 Extras Brian: LeanTDD book issue tracker Michael: No. 4 for dependencies: Inverted dep trees from Bob Belderbos Joke: git pull inception
Chris cooked up a wild remote-access trick for Jellyfin that skips VPNs entirely. One tiny toggle spins up a secure tunnel on demand. Simple, absurd, and shockingly effective.Sponsored By:Managed Nebula: Meet Managed Nebula from Defined Networking. A decentralized VPN built on the open-source Nebula platform that we love. 1Password Extended Access Management: 1Password Extended Access Management is a device trust solution for companies with Okta, and they ensure that if a device isn't trusted and secure, it can't log into your cloud apps. CrowdHealth: Discover a Better Way to Pay for Healthcare with Crowdfunded Memberships. Join CrowdHealth to get started today for $99 for your first three months using UNPLUGGED.Unraid: A powerful, easy operating system for servers and storage. Maximize your hardware with unmatched flexibility. Support LINUX UnpluggedLinks:
In this episode, we dive into NASA's first test flight of the ultra-quiet X-59 supersonic jet, explore the futuristic Phantom transparent 4K monitor, and break down World Labs' breakthrough 3D world-modeling AI. We also cover TypeScript's unexpected rise in the AI era, the world's first mass delivery of humanoid factory workers, and how you can now run powerful open-source AI models locally. It's a packed show full of aviation, robotics, and cutting-edge tech that's reshaping the future. Want to be a Guest on a Podcast or YouTube Channel? Sign up for GuestMatch.Pro Thinking of buying a Starlink? Use my link to support the show. Don’t tell me you’ve been using the same password for every site? You’ll thank me later, Get 1Password. Subscribe to the Newsletter. Email Ray if you want to get in touch! Like and Follow Geek News Central’s Facebook Page. Support my Show Sponsor: Best Godaddy Promo Codes $11.99 – For a New Domain Name cjcfs3geek $6.99 a month Economy Hosting (Free domain, professional email, and SSL certificate for the 1st year.) Promo Code: cjcgeek1h $12.99 a month Managed WordPress Hosting (Free domain, professional email, and SSL certificate for the 1st year.) Promo Code: cjcgeek1w Support the show by becoming a Geek News Central Insider Full Summary In episode 1852 of the Geek News Central podcast, host Ray Cochrane welcomes listeners back after a brief hiatus, explaining the delay due to personal and professional commitments. He kicks off the show by discussing an exciting breakthrough from NASA: the successful test flight of the X-59, an experimental aircraft designed to quiet the sonic boom, potentially paving the way for commercial supersonic flight over land. Ray notes that the X-59, which resembles a swordfish, recently completed its first test flight in California, focusing on functionality rather than speed. It is intended to gather data on the aircraft’s noise impact on communities, indicating a significant step towards improving commercial travel times. After this, Ray thanks the podcast’s sponsor, GoDaddy, highlighting their hosting services and mentioning various promotional offers. He encourages listeners to support the show directly through the GoDaddy links, emphasizing their reliability in supporting the podcast. Following the sponsor message, Ray transitions into another topic, discussing a new prototype transparent 4K monitor named the Phantom developed by Virtual Instruments. The monitor is designed to allow users to see their environment through the screen while achieving remarkable brightness levels. Next, he introduces an innovative AI model called Marble developed by Fei Fei Li's startup, World Labs. Ray explains that this platform enables users to generate 3D worlds from simple prompts, marking a shift towards spatial intelligence in AI, which is essential for gaming, robotics, and visual effects. Ray then moves on to discuss TypeScript’s rise in the programming world, which has overtaken JavaScript and Python as the most used language on GitHub due to its compatibility with AI-assisted coding. He continues with news about UbiTech’s Walker S2 humanoid robots, which have begun mass delivery to factories, signifying a major milestone in manufacturing automation and the potential implications for the labor market. Ray finishes with information on the growing trend of running local open-source AI models on personal computers. He emphasizes the privacy advantages of using models like Llama and Mistral locally without relying on cloud providers. In closing, Ray reflects on the episode’s diverse topics and invites listener feedback regarding the content. He expresses gratitude for their support and encourages them to send comments or suggestions for future episodes. Ray ends by wishing everyone a good night and promising to return with more episodes soon. Show Links NASA X-59 Quiet Supersonic Test Flight Phantom Transparent 4K Monitor Fei-Fei Li's World Labs Launches Marble TypeScript's Rise in the AI Era (Hejlsberg Interview) UBTECH's First Large Delivery of Humanoid Workers How to Run Your Own Local Open-Source AI Model The post From NASA's X-59 to Humanoid Workers: The Future Is Getting Weird # 1852 appeared first on Geek News Central.
In this episode Seth Larson gives us a cornucopia of topics relating to Python security. Seth discusses the Python Software Foundation's decision to reject a significant grant NSF. Diversity is a big deal to python, so this was a no brainier. We discuss the upcoming PyCon US conference, featuring a new security track that fosters collaboration between developers and security experts. Josh is a huge fan of having a security track at developer conferences. And we close on a paper about zip and tar archives Seth wrote. It seems like we should have zip and tar security figured out by now, but we don't. Thankfully Seth is working on it. The show notes and blog post for this episode can be found at https://opensourcesecurity.io/2025/2025-11-python-security-seth-larson/
What if levelling up your Python career didn't require a multitude of courses—just one clear commitment? In this episode of the Pybites Podcast, we talk with Kishan Patel, a Dallas-based data engineer who set a single goal: become the best Python developer he could be. That focus led him to ship three real-world projects, publish his first PyPI package, and build a stronger, more decisive developer mindset.We also discuss how breaking the cycle of perfectionism, using coaching for accountability, and developing a thoughtful, balanced approach to AI can help you build with more confidence and stay focused on the real skills that move your Python journey forward. Kishan's contacts:Personal site: https://www.kishanpatel.dev/YouTube channel: https://www.youtube.com/@KPDataDevBlog: https://kpdata.dev/blog/LinkedIn: https://www.linkedin.com/in/kishanpatel789/Circle: https://pybites.circle.so/u/4fe60026Chrome extensions mentioned in the ep:Undistracted: https://chromewebstore.google.com/detail/undistracted-hide-faceboo/pjjgklgkfeoeiebjogplpnibpfnffkng?hl=enMonochrome Mode: https://chromewebstore.google.com/detail/monochrome-mode-grayscale/fmiaojphifnoicpdhhcniiekcpfbkidj?hl=enBooks: Cosmic Python: https://www.cosmicpython.com/Dune: https://en.wikipedia.org/wiki/Dune_(novel)The One Thing: https://pybitesbooks.com/books/ov23vQEACAAJ______
En este episodio, me sumerjo en el lanzamiento de Ubuntu 25.10 "Questing Quokka" y analizo las novedades más importantes y controvertidas. Aunque estoy en el mundo Rolling Release (ArchLinux), me gusta centrarme en lo que traen las nuevas versiones.Temas clave y soluciones prácticas:Seguridad y Rendimiento: Hablo sobre la gran novedad que ha generado debate: la incorporación experimental de sudo-rs y rust-coreutils. Analizo por qué Canonical está reescribiendo estas utilidades esenciales en Rust y aclaro si esto realmente rompe con la filosofía GNU/Linux.Escritorio Productivo: Revisamos el nuevo entorno GNOME 49, con mejoras como los controles multimedia en la pantalla de bloqueo y el reemplazo de herramientas como el terminal (por Ptyxis) y el visor de imágenes (por Loupe).Herramientas para Desarrolladores: Si eres desarrollador o sysadmin, esta versión trae actualizaciones significativas: Python 3.14, Rust 1.85, OpenJDK 25 y soporte experimental para TPM 2.0.Bonus Práctico: Pacstall: Te muestro qué es Pacstall, un gestor de paquetes alternativo en la línea de los PKGBUILD de ArchLinux, y cómo puede facilitar la instalación de software de terceros en tu sistema Ubuntu. Una herramienta esencial para estar "a la última".Escucha y descubre todas las soluciones que trae Ubuntu 25.10 para "cualquier cosa que quieras hacer con Linux".Más información y enlaces en las notas del episodio
Introduction & Honoring the Hosts Expresses gratitude for hospitality and friendship. Affirms the importance of honoring leaders and how honor unlocks blessing. Preparation for Divine Interruptions Personal testimony of receiving a message from God: “Prepare for divine interruptions.” Recent events (travel, ministry, tragedy) as context for this word. Title: The Unsettling Announces theme: “The Unsettling” – a holy disruption or spiritual stirring. Revival breaks out when God's truth is misrepresented and people become desperate for Him. Scriptural Foundation References to Hebrews 12 (“a kingdom that cannot be shaken”) and Acts (especially chapter 16). Distinguishes between revival and tradition, emphasizing authenticity over religion. Keys in the Atmosphere Story of Reinhardt Bonnke; the prophetic vision that “there is a key hanging over your head.” Obedience as the hinge for unlocking God's doors. Book of Acts as Ongoing Story Importance of the Book of Acts as an unfinished work of the Spirit. Context for Acts 16: struggles, perseverance, spiritual warfare. Midnight Christians & Praise in Prison Teaching: “Anyone can be a Sunday morning Christian – God's looking for midnight Christians.” Central story: Paul and Silas in prison, praising God at midnight, leading to miraculous deliverance. The Ventriloquist/Python Spirit Warns about the opposition Christians face, especially mocking and suffocating spirits. Explains the “Python spirit” referencing Greek mythology and tying it to spiritual deception and restraint. Stories of Spiritual Conflict Personal stories of encountering evil in ministry and everyday life. Encourages the congregation to confront and defeat spiritual oppression with faith and worship. Our Culture & Boldness in Truth Lament about shifting societal values and calls for the church to reclaim holy boldness. Urges people to take a stand for truth, regardless of persecution or mockery. Restoring the God Channel Emphasizes reviving personal and corporate prayer life. Personal testimony of hearing “symphonic music” as a sign of God's nearness. The Role of Repentance Repentance is necessary to “open the heavens” and bring breakthrough. Biblical references (2 Chronicles 7:14, personal family stories). The Holy Spirit as Invader Contrasts gentle images of the Holy Spirit with the idea of Him as an invader who disrupts and transforms lives. Sharing of stories where the Holy Spirit's visitation resulted in dramatic change. Praise as Spiritual Breakthrough New territory in life and faith requires a higher level of praise. Praising God breaks spiritual chains, brings deliverance, and can change atmospheres and families. Corporate Prayer and Response The congregation is called to the altar for unified, bold worship and intercession. Deliverance prayers and declarations for freedom from spiritual bondage. Call to Salvation & Declaration Invitation for people to receive Christ or recommit. Group prayer for freedom, healing, and restored praise. Closing Exhortation Encouragement to bring worship and faith into daily life beyond church meetings. Declaration of God's faithfulness over finances, health, business, and family.
Trap Talk Reptile Network Presents:The Boelens Python Round Table Podcast With Ari Flagle Paul Miles: Boelens Python History The First Captive Reproduction | BPRT Episode 6About:The Boelens Python Round Table Podcast brings together herpetologists, keepers, and enthusiasts to share knowledge and experiences about one of the world's most elusive and beautiful pythons. Each episode dives into natural history, conservation, husbandry, and the challenges of working with this rare species. Listeners can expect engaging discussions, expert insights, and stories from the field that celebrate the mystique of the Boelens python. Ari FHost: https://www.instagram.com/projectblac...
פרק מספר 505 של רברס עם פלטפורמה - באמפרס מספר 89, שהוקלט ב-13 בנובמבר 2025, רגע אחרי כנס רברסים 2025 [יש וידאו!]: רן, דותן ואלון (והופעת אורח של שלומי נוח!) באולפן הוירטואלי עם סדרה של קצרצרים מרחבי האינטרנט: הבלוגים, ה-GitHub-ים, ה-Claude-ים וה-GPT-ים החדשים מהתקופה האחרונה.
RHLSTP Book Club #161 - Seriously Silly - The Life of Terry Jones - Richard chats to renowned comedy historian Robert Ross about his fabulous new biography of actor, writer, director and Python, Terry Jones. The topics includes what it's like to befriend a Python and how that friendship affects the writing of a biography, how comedy history can be a map for future comedians, how Jones' influence in the sketch group is perhaps underestimated, how the Python members could never have imagined that the sketch show they were embarking on would bind them for the rest of their lives, what a fine movie director he was, how he helped Rich get an A in his A level English, how his dementia affected his later years and how the new naked statue of Terry will be viewed by the people of the future.Buy the book here https://uk.bookshop.org/p/books/seriously-silly-the-life-of-terry-jones-the-authorised-biography-robert-ross/4553b8f600a0191aSUPPORT THE SHOW!See details of the RHLSTP LIVE DATES Watch our TWITCH CHANNELBecome a badger and see extra content at our WEBSITE Buy DVDs and books from GO FASTER STRIPE Hosted on Acast. See acast.com/privacy for more information.
What are the steps to get started building a FastAPI application? What are the different types of concurrency available in Python? Christopher Trudeau is back on the show this week, bringing another batch of PyCoder's Weekly articles and projects.
In a world of Rust, Go, and Python, why does C++ still matter? Dr. Gabriel Dos Reis joins Scott to explain how C++ continues to shape everything from GPUs and browsers to AI infrastructure. They talk about performance, predictability, and the art of balancing power with safety...and how the language's constant evolution keeps it relevant four decades in.
How do you build systems with AI? Not code-generating assistants, but production systems that use LLMs as part of their processing pipeline. When should you chain multiple agent calls together versus just making one LLM request? And how do you debug, test, and deploy these things? The industry is clearly in exploration mode—we're seeing good ideas implemented badly and expensive mistakes made at scale. But Google needs to get this right more than most companies, because AI is both their biggest opportunity and an existential threat to their search-based business model.Christina Lin from Google joins us to discuss Agent Development Kit (ADK), Google's open-source Python framework for building agentic pipelines. We dig into the fundamental question of when agent pipelines make sense versus traditional code, exploring concepts like separation of concerns for agents, tool calling versus MCP servers, Google's grounding feature for citation-backed responses, and agent memory management. Christina explains A2A (Agent-to-Agent), Google's protocol for distributed agent communication that could replace both LangChain and MCP. We also cover practical concerns like debugging agent workflows, evaluation strategies, and how to think about deploying agents to production.If you're trying to figure out when AI belongs in your processing pipeline, how to structure agent systems, or whether frameworks like ADK solve real problems versus creating new complexity, this episode breaks down Google's approach to making agentic systems practical for production use.--Support Developer Voices on Patreon: https://patreon.com/DeveloperVoicesSupport Developer Voices on YouTube: https://www.youtube.com/@DeveloperVoices/joinGoogle Agent Development Kit Announcement: https://developers.googleblog.com/en/agent-development-kit-easy-to-build-multi-agent-applications/ADK on GitHub: https://google.github.io/adk-docs/Google Gemini: https://ai.google.dev/gemini-apiGoogle Vertex AI: https://cloud.google.com/vertex-aiGoogle AI Studio: https://aistudio.google.com/Google Grounding with Google Search: https://cloud.google.com/vertex-ai/generative-ai/docs/grounding/overviewModel Context Protocol (MCP): https://modelcontextprotocol.io/Anthropic MCP Servers: https://github.com/modelcontextprotocol/serversLangChain: https://www.langchain.com/Kris on Bluesky: https://bsky.app/profile/krisajenkins.bsky.socialKris on Mastodon: http://mastodon.social/@krisajenkinsKris on LinkedIn: https://www.linkedin.com/in/krisjenkins/
In this week's episode, I talk with Chris Parmer, co-founder of Plotly, about how the company is integrating AI into the next generation of data visualization and analytics tools. Chris walks me through the thinking behind Plotly Studio, their new AI-native environment where natural language prompts generate real, auditable code for charts, dashboards, and data apps. We discuss how this approach reduces bottlenecks for data teams, empowers non-technical users, and reshapes the role of the data visualization expert. We also dive into the limits of public dashboards, the rise of generative interfaces, and what a future of AI-driven exploratory analysis might look like. It's a fascinating look at where data tools are heading and how analysts can stay ahead.Keywords: Plotly, Plotly Studio, data visualization, AI tools, generative AI, dashboards, data apps, Python, code generation, data workflows, data analysis, natural language interfaces, data science, analytics, enterprise data security, data storytelling, Jon Schwabish, Chris ParmerSubscribe to the PolicyViz Podcast wherever you get your podcasts.Become a patron of the PolicyViz Podcast for as little as a buck a monthCheck out Plotly at: https://plotly.com/Follow me on Instagram, LinkedIn, Substack, Twitter, Website, YouTubeEmail: jon@policyviz.com
In this Blind Abilities episode, Jeff Thompson talks with Jeff Bishop, president of BITS—Blind Information Technology Specialists—an all-volunteer organization empowering blind and low-vision individuals through accessible technology, community, and hands-on learning. Bishop outlines BITS' rapid growth, affordable memberships, and expanding reach across platforms like WhatsApp, Facebook, email lists, and mentoring channels. BITS offers high-impact training, including Python programming, Microsoft Office, Google Workspace, NVDA, and AI immersion courses—all with fully accessible materials and strong completion rates. Their partnerships with APH, Bookshare, NLS, Microsoft, and others ensure free resources and meaningful industry feedback opportunities, including paid participation in Microsoft's Project Empower. With free Remote Incident Manager (RIM) support, active mentoring, and a welcoming culture, BITS serves beginners and experts alike. As the group considers rebranding the "S" in BITS to Solutions, the mission remains clear: meeting people where they are and helping them thrive in their digital lives. Link to BITS
Episode SummaryIn this conversation, Robby sits down with software engineer and author Chris Zetter to explore what building a relational database from scratch can teach us about maintainability, architectural thinking, and team culture. Chris shares why documentation often matters more than perfectly shaped code, why pairing accelerates learning and quality, and why “boring technology” is sometimes the most responsible choice. Together they examine how teams get stuck in local maxima, how junior engineers build confidence, and how coding agents perform when asked to implement a database.Episode Highlights[00:01:00] What Makes Software MaintainableChris explains that well-maintained software is defined by how effectively it helps teams deliver value and respond to change. In some domains—like payroll systems—the maintainability burden shifts toward documentation rather than code organization.[00:03:50] Documentation vs. Code CommentsHe describes visual docs, system diagrams, and commit–ticket links as more durable sources of truth than inline comments, which tend to rot and discourage refactoring.[00:05:15] Rethinking Technical DebtChris argues that teams overuse the metaphor. He prefers naming the specific reason something is slow or brittle—like outdated libraries or rushed decisions—because that builds trust and clarity with product partners.[00:07:45] Where Core Debt Really LivesEarlier in his career he obsessed over long files; now he focuses on structural issues. Architecture, boundaries, and naming affect changeability far more than messy internals.[00:08:15] Pairing as the Default ToolChris loves pairing for its speed, clarity, and shared context. Remote pairing has removed obstacles like mismatched keyboard setups or cramped office seating. Tools like Tuple and Pop keep it smooth.[00:10:20] The Mob Tool and Fast Driver SwitchingHe explains how the Mob CLI tool makes switching drivers nearly instant, which keeps energy high and lets everyone work in their own editor environment, reducing friction and fatigue.[00:13:45] Pairing with Junior EngineersPairing helps newer developers avoid painful pull-request rework and builds confidence. But teams must balance pairing with opportunities for engineers to build autonomy.[00:20:50] Getting Feedback SoonerChris emphasizes speed of feedback: showing progress early to stakeholders prevents wasted days—and sometimes weeks—of heading in the wrong direction.[00:21:10] Boring Technology as a FeatureAfter being burned by abandoned frameworks, Chris champions predictable, well-supported tools for the big layers: language, framework, database. Novelty is great—but only in places where rollback is cheap.[00:23:20] Balancing Professional Development with Organizational NeedsDevelopers want experience with new technology; organizations want stability. Chris describes how leaders can channel curiosity safely and productively.[00:27:20] Build a Database ServerChris's book, Build a Database Server, is a practical, language-agnostic guide to building a relational database from scratch. It uses a test suite as a feedback loop so developers can experiment, refactor, and learn architectural trade-offs along the way.[00:31:45] What Writing the Book Taught HimCreating a database deepened his appreciation for Postgres maintainers. He highlights the number of moving parts—storage engine, type system, query planner, wire protocol—and how academic papers often skip hands-on guidance.[00:33:00] Experimenting with Coding AgentsChris tested coding agents by giving them the book's test suite. They passed many tests but produced brittle, incoherent architecture. Without a feedback loop for quality, the agents aimed only to satisfy test conditions—not build maintainable systems.[00:36:55] Escaping a Local Maxima Through a Design SprintChris shares a story of a team stuck maintaining a system that no longer fit business needs. A design sprint gave them space to reimagine the system, clarify naming, validate concepts, and identify which pieces were worth reusing.[00:40:40] Rewrite vs. RefactorHe leans toward refactor for large systems but supports small, isolated rewrites when boundaries are clear.[00:41:40] Building Trust in Legacy CodeWhen inheriting an old codebase, Chris advises starting with a small bug fix or UI tweak to understand deployment pipelines, test coverage, and failure modes before tackling bigger improvements.[00:43:20] Recommended ReadingChris recommends _Turn the Ship Around! for its lessons on empowering teams to act with intent instead of waiting for permission.Resources MentionedBuild a Database ServerChris Zetter's blogThe Mob Programming CLI ToolTuplePopTurn the Ship Around!Thanks to Our Sponsor!Turn hours of debugging into just minutes! AppSignal is a performance monitoring and error-tracking tool designed for Ruby, Elixir, Python, Node.js, Javascript, and other frameworks.It offers six powerful features with one simple interface, providing developers with real-time insights into the performance and health of web applications.Keep your coding cool and error-free, one line at a time! Use the code maintainable to get a 10% discount for your first year. Check them out! Subscribe to Maintainable on:Apple PodcastsSpotifyOr search "Maintainable" wherever you stream your podcasts.Keep up to date with the Maintainable Podcast by joining the newsletter.
Topics covered in this episode: Possibility of a new website for Django aiosqlitepool deptry browsr 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. Brian #1: Possibility of a new website for Django Current Django site: djangoproject.com Adam Hill's in progress redesign idea: django-homepage.adamghill.com Commentary in the Want to work on a homepage site redesign? discussion Michael #2: aiosqlitepool
We welcome author Travis Kennedy this week to talk about his debut novel “The Whyte Python World Tour”. Rikki Thunder, twenty-two-year-old drummer for the scorching new '80s metal band Whyte Python, is about to have it all: absurd wealth, global fame, and a dream girlfriend. But an unwitting role as an international spy? That was definitely not part of the plan. Find out more about Travis and “The Whyte Python World Tour” at the links below! TravisKennedy.com WhytePython.com Instagram: @KennedyWriting Check out “It Takes A Little Spark” by the band Rekkless at the link below:https://youtube.com/@rekklessrocks?si=_EH5oPUVa5HG0ZPH CannedAirPodcast.com TikTok: @CannedAirPodcast Instagram: @Canned_Air If you'd like to show your support, you can either visit our Patreon page at Patreon.com/CannedAirPod or you can leave us a review on iTunes! Thanks for listening! Learn more about your ad choices. Visit megaphone.fm/adchoices
How do you prepare your Python data science projects for production? What are the essential tools and techniques to make your code reproducible, organized, and testable? This week on the show, Khuyen Tran from CodeCut discusses her new book, "Production Ready Data Science."
In this episode of Data Skeptic's Recommender Systems series, host Kyle Polich explores DataRec, a new Python library designed to bring reproducibility and standardization to recommender systems research. Guest Alberto Carlo Mario Mancino, a postdoc researcher from Politecnico di Bari, Italy, discusses the challenges of dataset management in recommendation research—from version control issues to preprocessing inconsistencies—and how DataRec provides automated downloads, checksum verification, and standardized filtering strategies for popular datasets like MovieLens, Last.fm, and Amazon reviews. The conversation covers Alberto's research journey through knowledge graphs, graph-based recommenders, privacy considerations, and recommendation novelty. He explains why small modifications in datasets can significantly impact research outcomes, the importance of offline evaluation, and DataRec's vision as a lightweight library that integrates with existing frameworks rather than replacing them. Whether you're benchmarking new algorithms or exploring recommendation techniques, this episode offers practical insights into one of the most critical yet overlooked aspects of reproducible ML research.
André Arko, CEO of Spinel Cooperative and longtime Bundler maintainer, joins Corey Quinn to introduce RV, a new Ruby tool that installs Ruby in one second instead of 10-40 minutes by using precompiled binaries. Inspired by Python's UV, RV aims to simplify Ruby dependency management without the complexity of older tools like RVM and rbenv. They talk about why Ruby isn't actually dead, Apple's problem with shipping a five-year-old end-of-life Ruby in macOS, and the challenges of writing dependency managers in the language they manage. André also shares how he transitioned from a struggling nonprofit model to a cooperative that charges companies for expertise, proving that open source maintainers can build sustainable businesses without relying on donations.Show Highlights:(03:50) Introducing RV(05:12) The RVM vs rbenv Wars and Why They All Break Bundler(09:00) Why Your Mac Still Shows Ruby 3.0.0 in Your Prompt(11:00) The Chef vs Puppet Philosophy Divide(16:30) Installing Ruby in One Second vs 40 Minutes(18:13) Apple's Ancient System Ruby Problem(22:20) RV's Incremental Approach (24:23) Is Ruby Dead? (28:44) Why RV Is Written in Rust, Not Ruby(31:10) The Bundler Problem(32:15) The Financial Reality(38:00) Spinel's Plans to Make Money(39:23) How to Stay In Contact with AndréLinks:André Arko: https://arko.netBlue Sky: https://bsky.app/profile/indirect.ioSpinel Cooperative: https://spinel.coopSponsor: Duckbill: https://www.duckbillhq.com/
"A gamificação leva a um aprendizado muito mais prazeroso e significativo. Isso vai ficar de fato presente nas suas sinapses, nas suas conexões" - Wagner Sanchez No décimo terceiro episódio do Hipsters.Talks, PAULO SILVEIRA, CVO do Grupo Alun, conversa com WAGNER SANCHEZ, pró-reitor acadêmico da FIAP, sobre gamificação na educação, metodologias ativas e como transformar o aprendizado de tecnologia em algo prazeroso e efetivo. Uma conversa inspiradora sobre como jogos, desafios e competições podem revolucionar a forma como aprendemos. Prepare-se para um episódio cheio de conhecimento e inspiração! Espero que aproveitem :) Sinta-se à vontade para compartilhar suas perguntas e comentários. Vamos adorar conversar com vocês!
Tomas Kirnak, CEO of Unimus, joins Eric Chou in this sponsored episode to introduce Unimus, an on-premise network configuration management system built by network engineers to solve real-world problems. In this deep dive they discuss Unimus' proprietary “Behavioral Tree” for automatic device discovery, the platform’s vendor support, the 70/30 rule, and lowering the barrier for... Read more »
Merrill on LinkedIn (https://www.linkedin.com/in/merrill-lutsky/) Graphite (https://graphite.com/) Alice for Snowflake (https://alice.dev/alice-snowflake/) Mike on X (https://x.com/dominucco) Mike on BlueSky (https://bsky.app/profile/dominucco.bsky.social) Coder on X (https://x.com/coderradioshow) Show Discord (https://discord.gg/k8e7gKUpEp) Alice & Custom Dev (https://alice.dev) Mike's Recent Omakub Blog Post (https://dominickm.com/omakhub-review/)
Topics covered in this episode: httptap 10 Smart Performance Hacks For Faster Python Code FastRTC Explore Python dependencies with pipdeptree and uv pip tree 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: httptap Rich-powered CLI that breaks each HTTP request into DNS, connect, TLS, wait, and transfer phases with waterfall timelines, compact summaries, or metrics-only output. Features Phase-by-phase timing – precise measurements built from httpcore trace hooks (with sane fallbacks when metal-level data is unavailable). All HTTP methods – GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS with request body support. Request body support – send JSON, XML, or any data inline or from file with automatic Content-Type detection. IPv4/IPv6 aware – the resolver and TLS inspector report both the address and its family. TLS insights – certificate CN, expiry countdown, cipher suite, and protocol version are captured automatically. Multiple output modes – rich waterfall view, compact single-line summaries, or -metrics-only for scripting. JSON export – persist full step data (including redirect chains) for later processing. Extensible – clean Protocol interfaces for DNS, TLS, timing, visualization, and export so you can plug in custom behavior. Example: Brian #2: 10 Smart Performance Hacks For Faster Python Code Dido Grigorov A few from the list Use math functions instead of operators Avoid exception handling in hot loops Use itertools for combinatorial operations - huge speedup Use bisect for sorted list operations - huge speedup Michael #3: FastRTC The Real-Time Communication Library for Python: Turn any python function into a real-time audio and video stream over WebRTC or WebSockets. Features
Talk Python To Me - Python conversations for passionate developers
Today we're digging into the Model Context Protocol, or MCP. Think LSP for AI: build a small Python service once and your tools and data show up across editors and agents like VS Code, Claude Code, and more. My guest, Den Delimarsky from Microsoft, helps build this space and will keep us honest about what's solid versus what's just shiny. We'll keep it practical: transports that actually work, guardrails you can trust, and a tiny server you could ship this week. By the end, you'll have a clear mental model and a path to plug Python into the internet of agents. Episode sponsors Sentry AI Monitoring, Code TALKPYTHON NordStellar Talk Python Courses Links from the show Den Delimarsky: den.dev Agentic AI Programming for Python Course: training.talkpython.fm Model Context Protocol: modelcontextprotocol.io Model Context Protocol Specification (2025-03-26): modelcontextprotocol.io MCP Python Package (PyPI): pypi.org Awesome MCP Servers (punkpeye) GitHub Repo: github.com Visual Studio Code Docs: Copilot MCP Servers: code.visualstudio.com GitHub MCP Server (GitHub repo): github.com GitHub Blog: Meet the GitHub MCP Registry: github.blog MultiViewer App: multiviewer.app GitHub Blog: Spec-driven development with AI (open source toolkit): github.blog Model Context Protocol Registry (GitHub): github.com mcp (GitHub organization): github.com Tailscale: tailscale.com Watch this episode on YouTube: youtube.com Episode #527 deep-dive: talkpython.fm/527 Episode transcripts: talkpython.fm Theme Song: Developer Rap
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