Linux Server

Instruction level parallelism by [Ivica Bogosavljević](https://johnnysswlab.com/author/ibogi/) Instruction Level Parallelism (ILP) is the magic ingredient of a modern CPU that makes it run fast. But not all programs are equal, some have more ILP, others have less. In this talk we are going to investigate our codes from the viewpoint of ILP: which code has more ILP, which has less ILP, how does ILP affect software performance and what techniques we can use to speed up our software. Timetable: 18:00 Get together, setup, socialize 18:30 talk starts ??:?? talk ends, more socializing For those who want to join online here is the **[ZOOM LINK](https://us06web.zoom.us/j/83891473439?pwd=7HSo6db5TDdSQA72V0jVEkGMzhbZeu.1)** While you wait why not join our **[DISCORD SERVER](https://discord.gg/3FQFqkjPyc)**

## Learn Go and NixOS deployments with large language models Hello, 世界! When used sensibly, language models can be tutors, too. For meetup #60 on Tuesday [May 26, 2026 19:00 CET](https://www.meetup.com/leipzig-golang/events/312537727) we are really happy to have [Maxime](https://www.linkedin.com/in/plumps/) dive into Nix/NixOS with the help of language models. Nix is a functional package manager and its immutable traits enable robust, reproducable deployments of Go (and other) projects. The high level goals of Nix/NixOS are similar to other immutable Linux distributions, like [Silverblue](https://fedoraproject.org/silverblue/) or [Bazzite](https://bazzite.gg/). Becoming familiar with the Nix configuration language can be a challenge, but one that a well instructed tutor may help with. > Artificial intelligence techniques are increasingly used in education to enable personalized learning and intelligent tutoring [LLM Agents for Education: Advances and Applications](https://aclanthology.org/anthology-files/anthology-files/pdf/findings/2025.findings-emnlp.743.pdf) (11/2025) Why reproducible and immutable deployments play a role? [Justin Garrison](https://justingarrison.com/blog/state-of-immutable-linux/) says: > It’s 2026, if you’re not using something immutable (or at least reproducable) you’re doing more maintenance work than you should. [blog post recapping talk from [Southern California Linux Expo 23x](https://www.socallinuxexpo.org/scale/23x)], 03/2026, PASADENA, CA ### Schedule * 18:45 Doors open * 19:00 Welcome * 19:10 Dive into Nix/NixOS with LLMs * 19:50 Open discussion We’ll meet: * in person at [Basislager Leipzig](https://basislager.co), at [Peterssteinweg 14, 04107 Leipzig](https://maps.app.goo.gl/1fMkeDSPZ7Aauszh8) ([OSM](https://www.openstreetmap.org/node/3504864558)) * and online via [https://meet.google.com/drk-bptj-xss](https://meet.google.com/drk-bptj-xss) Join us to discuss robust Go deployments, language models as learning tools and more!

Curious what engineering at Microsoft actually looks like? Join us for the very first University Edition of Microsoft Tech Talks at Microsoft Development Center Prague (MDCP)! This special meetup is designed for university students or early graduates interested in software engineering, programming languages, AI, developer tools, and real-world engineering challenges inside Microsoft. Expect an afternoon full of tech talks, engineering insights, career inspiration, networking with Microsoft engineers working on technologies used by millions of people worldwide - plus food, drinks, and definitely pizza 🍕🥤 Whether you're passionate about AI, compilers, runtime technologies, developer tools, or simply curious about what it’s like to work at Microsoft - this event is for you. We can’t wait to welcome the next generation of engineers to our Prague office 💜 Agenda & speakers: * 2\.00pm \| Doors Open * 2\.30pm \| **Welcome to MDCP & Student Career Opportunities** \| Catalin Miftode \(Microsoft\) \+ Vojta Svandelik \(Microsoft\) * 3\.00pm \| **Tech Talk: When to write MCP, Specialized Agent, and when a Skill** \| Konstantin Ignatov \(Microsoft\) \+ Andrii Kozin \(Microsoft\) * 3\.45pm \| Short break ☕ * 4\.00pm \| **Programming Languages Panel Discussion (C++, C#, F#, and Rust)** moderated by Radim Ballner (Microsoft) * 4\.45pm \| **Microsoft Student Ambassadors Program** \| Adela Kmonickova \(Microsoft\) * 5\.00pm \| Networking with food\, drinks & pizza 🍕🥤 * 5\.45pm \| Doors closed **TALK DETAILS:** 🟣 **Welcome to MDCP & Student Career Opportunities** with [Catalin Miftode](https://www.linkedin.com/in/catalin-miftode/) + [Vojta Svandelik](https://www.linkedin.com/in/vojtechsvandelik/) (Microsoft) Interested in internships, student opportunities, and what it’s really like to start your career at Microsoft? Join Catalin from Microsoft’s University Engagement team together with Vojta Svandelik, a former intern and MatFyz student who successfully transitioned from internship to full-time Software Engineer at Microsoft Development Center Prague. Together, they will share insights into the internship experience, career paths, and what it’s like to grow from university into real-world engineering at Microsoft. 🟢 **Tech Talk: When to write MCP, Specialized Agent, and when a Skill** with[ Konstantin Ignatov](https://www.linkedin.com/in/work-of-kpp/) + [Andrii Kozin](https://www.linkedin.com/in/andriikozin/) (Microsoft) In this session, we will break down how to choose the right architecture when building intelligent applications - whether to use MCP, a specialized agent, or a skill. Through real-world perspectives from Microsoft engineering teams, you’ll gain practical guidance on designing scalable, modular, and effective AI-driven solutions 🔵 **Programming Languages Panel Discussion (C++, C#, F#, and Rust)** moderated by [Radim Ballner](https://www.linkedin.com/in/radimballner/) (Microsoft) C++, C#, F#, or Rust - which programming language would win the ultimate engineering flamewar? Join Microsoft engineers working directly on compilers and developer tooling for an open panel discussion about programming languages, compiler development, engineering culture, and what it’s really like to build the tools used by developers worldwide. 🟠 **Microsoft Student Ambassadors Program** with [Adela Kmonickova](https://www.linkedin.com/in/adelakmonickova/) (Microsoft) Want to connect with other tech-passionate students, grow your skills, join cool projects, and become part of the global Microsoft student community? Adela will introduce the Microsoft Student Ambassadors program, share what opportunities it can open for you, and show how students across Europe are building experience, communities, and careers through the program. 📍 Microsoft Office (Delta Building, Vyskočilova 1561/4a, Prague 4) 📅 Tuesday, May 26th, 2026 🕗 2.00pm - 5.45pm CET ☝️ Event Details: * Language: English * Audience: University students & fresh graduates * Cost: Free entry (including food, drinks & pizza 😄) * Please register only if you plan to attend — spots are limited.

Řešíš nějaký problém? Zajímají tě nové technologie? Chceš se podělit o tvé zkušenosti? Zastav se na [pro:]TEST! setkání, které bude tentokrát o řízené otevřené diskuzi založená na Open Space! Open Space Technology (OST) je styl samoorganizovaného setkání, jehož režii mají v rukách samotní účastníci. Nápad, otázka, aktuálně řešený problém, to vše může být tématem tohoto večera. Sejdeme se doslova v "open space", určíme si stanoviště, časové bloky a témata a pustíme se do nich. Kdokoliv může na stanoviště přijít nebo z něj kdykoliv odejít. Více o OST se dočtete například zde (anglicky): https://www.facilitator.school/blog/open-space-technology Těšíme se - organizátoři [Pro:]Test! **Upozornění**: setkání probíhá pouze osobně na místě. Z tohoto Meetupu nebude vznikat záznam.

Hello Python extractors and vulnerable agents, The 35th PyData meetup will take place at **Aisle offices** (Palác Zlatý kříž, 2nd floor). As usual, the talks will start at 18:30 but we encourage you to come as soon as **18:00** to enjoy the opportunity to socialize and refresh yourselves (which you can continue doing during the break and after the talks). Our main goal is to build the community around Python and data and make it welcoming to people of various skills and experience levels. ⚡ If you are interested in giving a lightning talk (up to 5 minutes to present an idea, tool or results related at least to some degree to Python and/or data), please contact us before the event or at its beginning. **What a Single-File LLM Security Analyzer Taught Us?** **([Stanislav Fort](https://www.linkedin.com/in/stanislav-fort/), Aisle)** High-quality AI security research can uncover real vulnerabilities in critical infrastructure. AISLE is one example of this higher-signal approach, with validated findings in projects like OpenSSL and curl. At the same time, low-quality AI-generated reports are flooding open-source maintainers with false positives. How hard is it to find a security bug? We will explore that question through nano-analyzer, a deliberately simple open-source security scanner. For many vulnerability classes, the surprising core is not a complex platform, but a well-aimed LLM call wrapped in the right workflow. This simplicity has limits. The approach may miss obvious issues, hallucinate risky findings, or produce inconsistent results across runs. That is why validation, triage, benchmarking, and human judgment matter, and why the real challenge is building reliable processes around unreliable primitives. **Getting reliable text when PDFs lie and OCR fails** **([Marcela Brichtová Piptová](https://www.linkedin.com/in/marcela-brichtov%C3%A1-piptov%C3%A1-b950ba184/), Rossum)** LLMs need text as an input. So before a model can reason about a document, we have to read the text, a step often treated as the "easy part" or a solved problem. But is it? In this talk, we will explore the hidden complexities of text extraction. This is especially critical for models like Rossum's T-LLM, an encoder-only architecture which heavily relies on high-quality input. You will learn why transactional documents are sometimes surprisingly hard for OCR, why you can't always just copy-paste text from a PDF, and why text extraction is still a topic for Rossum researchers (and our customer support team).

**Frontend developers in 2026 are spoiled for choice. New frameworks promising freedom, AI assistants promising to handle the boring parts. But between the framework debates and the quiet burnout, what actually delivers in day-to-day work?** Join us on **Tuesday, May 26**, for an evening focused on the honest reality of frontend development in 2026. Four engineers from Applifting and Mews will share what's actually working—and what isn't—in framework decisions, AI workflows, and the human side of keeping up with constant change. Let's meet in the **Applifting meetup space**, both in person and online. **We’ll start at 18:00.** 👉[ Register here](https://applifting.io/events/frontend-crew-talk-when-tools-move-faster-than-us) 👈 **if you want to attend in person. Spaces are limited and our event planner Anetka would be sad if we had to turn you away at the door!** **Who’s speaking?** **[Michal Čížek](https://www.linkedin.com/in/michal-%C4%8D%C3%AD%C5%BEek/)**, senior frontend developer at Applifting, will open with a side-by-side comparison of Next.js and TanStack Start—two frameworks with fundamentally different philosophies—to help you pick for your next project. **[Jan Marek](https://www.linkedin.com/in/j4n-marek/)**, senior software engineer at Mews, will follow with how frustration and laziness can guide useful AI workflows, automating each “I don't want to do this manually” from Slack thread to announcement. **[Tereza Šimková](https://www.linkedin.com/in/simkovat/)**, also a senior frontend developer at Applifting, will offer an honest, non-technical look at the hidden psychological toll of working with AI coding assistants. Then, they will be joined for the panel discussion by **[Matyas Mihálka](https://www.linkedin.com/in/matyasmih%C3%A1lka/)**, frontend tech lead at Applifting, bringing a grounded take on what AI coding tools actually deliver day-to-day and how to adopt them without burning out. **We look forward to meeting you!** **Schedule:** **17:30 – Doors open** * Get your ticket ready, say hello to others, and have a drink with us. 🥂 **18:00 – Introduction by Filip Kirschner** * Our co-founder Filip will give you a short welcome and introduce our speakers. **18:15 – Two philosophies, one decision: Next.js vs TanStack Start in 2026 with Michal Čížek** * *Next.js has shaped React for years. TanStack Start is the challenger with a fundamentally different philosophy. Which one should you pick for your next project?* **18:30 – Boring driven development: Let your laziness and frustration guide your creativity in your AI workflows with Jan Marek** * *From Slack thread to announcement: how “I don't want to do this manually” can turn each step of development into automation.* **18:45 — We need to talk: Confessions of a frontend dev's AI journey with Tereza Šimková** * *An honest, non-technical chat about the hidden psychological toll of our evolving relationship with AI.* **19:00 — Short break** * *Time to stretch, refill drinks, and chat a bit.* **19:10 — Panel discussion Living with AI: Tools, anxiety & what actually works with Jan Marek, Michal Čížek, Tereza Šimková, and Matyas Mihálka** * *AI coding tools are everywhere but between the hype and the fear, what actually delivers in day-to-day work?* **20:00 — Q&A session** * *Your turn. We’re open to any questions or comments you have.* **20:30 – Networking, food & drinks 🍻** * *Snacks and drinks, including draft beer, will be available for you all evening. Get ready to network with Applifters and enjoy the evening together!* **22:00 – It’s a wrap!** * *Some of us may move on to a pub, but the doors of Applifting are closing, and we'll look forward to seeing you next time!* For capacity reasons, **please let us know if you will** [attend in person](https://applifting.io/events/frontend-crew-talk-when-tools-move-faster-than-us) or participate online. The presentations will be streamed, but we would love to see you there. We look forward to meeting you!

Hello ladies, Another meeting is here 🎉 Would you like to get to know other women who are interested in IT or work in the field? Let's build a community together, meet & get to know new friends, and talk about everything and anything. A table will be booked on name Michaela. To get to the venue, walk to the end of the underpass from the Krizikova street. Looking forward to seeing you! 😊

Spring is in full swing, summer is just around the corner, and that means it's time for another Talk .NET with .NET Team! 🚀🌷☀️ Join us for another evening of practical engineering insights, fresh .NET developments, and conversations with fellow developers. This time we'll explore the future of .NET MAUI. Uncover why Process APIs can still surprise you. And peek at the AI infrastructure powering the dotnet/skills marketplace. As always, expect hands-on technical content, and lot of networking in a room full of fellow engineers. Who, like you, enjoy learning, sharing knowledge, and building great software. We can't wait to see you there! Agenda & speakers: * 5\.30pm \| Doors Open * 6\.00pm \| **Less Noise, More Magic: What's New in .NET MAUI 10 and Beyond** \| Kirill Ovchinnikov \(Microsoft\) * 6\.45pm \| **Your Process Code Hangs. Here's Why (and How .NET 11 Fixes It)** \| Youssef Fahmy \(Microsoft\) * 7\.30pm \| **Introduction to dotnet/skills and infra behind it** \| Jan Krivanek \(Microsoft\) * 8\.00pm \| **Networking with food** 🙂☕ * 9\.00pm \| Doors closed **TALK DETAILS:** 🟣 **Less Noise, More Magic: What's New in .NET MAUI 10 and Beyond** with [Kirill Ovchinnikov](https://www.linkedin.com/in/kirillovchinnikov/) (Microsoft) Join a member of the team behind MAUI and XAML tooling in Visual Studio and VS Code for a look at the latest improvements coming to .NET MAUI. Discover how .NET 10 and the road to .NET 11 simplify cross-platform development with cleaner XAML, new language capabilities, Linux support, and even local AI experiences running directly on mobile devices. 🟢 **Your Process Code Hangs. Here's Why (and How .NET 11 Fixes It)** with [Youssef Fahmy](https://www.linkedin.com/in/youssef1313/) (Microsoft) Working with Process APIs often seems straightforward - until your application unexpectedly hangs. Youssef will break down one of the most common deadlock scenarios, explain why older APIs are difficult to use correctly, and introduce the modern .NET 11 alternatives. You'll leave with practical patterns, best practices, and a checklist to avoid painful debugging sessions. 🔵 **Introduction to dotnet/skills and infra behind it** with [Jan Krivanek](https://www.linkedin.com/in/jan-krivanek/) (Microsoft) Discover dotnet/skills, the marketplace for coding-agent extensions and plugins. Learn how skills and agents work, explore notable examples from the ecosystem, and get a behind-the-scenes look at the AI infrastructure, evaluation systems, and engineering challenges that power the platform. Our meetup wouldn’t be complete without him - once again, the evening will be moderated by the amazing [Jakub Jares](https://www.linkedin.com/in/jares/) (Microsoft)! 📍 Microsoft Office (Delta Building, Vyskočilova 1561/4a, Prague 4) 📅 Thursday, May 28th, 2026 🕗 5.30pm - 9.00pm CET ☝️ Event Details: * Language: English * Cost: Free entry

Stejně jako minulý rok budeme na konferenci [WebExpo](https://webexpo.net/) natáčet **speciální díl podcastu FrontKec**. Zastav se za námi do malého kinosálu v Lucerně. Bude se těšit Martin Michálek a Robin Pokorný. -- **Martin Michálek** Martin je konzultant rychlosti webu s více než dvacetiletou praxí vývojáře a nadšením pro moderní frontend. Autor blogu Vzhůru dolů a několika knih. Se zrychlováním pomáhá Livesportu, iRozhlasu a desítkám menších webů, nyní s kolegy pod značkou PageSpeed.cz. **Robin Pokorný** Robin je **Senior Staff Engineer** v Ataccama. Věří, že architektura je týmový sport, a k organizaci meetupů přistupuje jako k vrcholové disciplíně. Pořádá **React Berlin** a **Software Design Berlin**, spoluzaložil komunitu Frontendisti hostuje podcast **FrontKec**. Při kódování nedá dopustit na **TypeScript** a **Kotlin**, dokáže se až nepřiměřeně nadchnout pro **ADR** (Architecture Decision Records) a nějakým záhadným způsobem vždycky skončí na pódiu, kde o nich přednáší. -- Podcast se bude natáčet v českém jazyce. Pro účast na natáčení je potřeba vstupenka na konferenci WebExpo 2026. -- 🎧 Poslechni si díly podcastu na [Spotify](https://open.spotify.com/show/1Eo2sxfbDhiOTnRXDbsBYT?si=0bf022d0fea64976) nebo [YouTube](https://www.youtube.com/playlist?list=PLnXfazh66kVc9pbw_Tnw36M5VUIp3_pGQ).

Zveme vás na první lokální setkání zaměřené na GitLab v Praze. Budeme mít hosty přímo z GitLabu s krátkou prezentací novinek a jejich využití v praxi. Samozřejmě bude prostor na networking a výměnu zkušeností. Po skončení bude možnost pokračovat neformálně u piva. Přihlašování přes link na platformě Luma: https://luma.com/hkoj38yq

Rádi bychom vás pozvali na další setkání naší datové komunity **Data Punkers**, které se tentokrát zaměří na to, proč **AI needs better data** — a jak to vypadá v praxi 🤖📊 Čeká nás večer věnovaný reálnému nasazení AI ve firmách — od prvních kroků až po produkční řešení. Žádná teorie od stolu — jen konkrétní zkušenosti lidí, kteří AI dnes skutečně používají. Krátké přednášky, konkrétní zkušenosti a pak klasický komunitní networking. **💡 PROGRAM** **🤖 AI v datech: Jak jsme to rozjeli v Shoptetu a co jsme cestou zjistili** *[Aleš Tygl](https://www.linkedin.com/in/ales-tygl/), Head of Data, Shoptet* Jak v Shoptetu přistupují k AI readiness jako k procesu, ne jednorázovému projektu. Aleš nasdílí konkrétní zkušenosti s implementací a adopcí AI agentů a ukáže, kde je hranice mezi hype a realitou. **🤖 100k+ requestů měsíčně: Jak mít AI pod kontrolou** *[Adam Dobiáš](https://www.linkedin.com/in/adamdobias/), Data Director, Dateio* Jak postavit vlastní AI pipeline, která zvládne velký objem requestů a přitom zůstane plně pod kontrolou. Adam ukáže, proč se rozhodli opustit black-box řešení, jak funguje jejich přístup k přesnosti a auditovatelnosti — a co všechno obnáší provoz AI v produkci. **🤖 PBI Speedrunner aneb Jak jsme přestali klikat dashboardy a nechali to dělat agenta** *[Luboš Vaindl,](https://www.linkedin.com/in/lubo%C5%A1-vaindl-b85351104/?skipRedirect=true) Data Engineer, Revolt BI* Jak si pomocí AI urychlit práci a soustředit se na to, co má skutečně smysl. Luboš ukáže, proč samotný Copilot nestačí, co dnes AI zvládá lépe než člověk a kde má naopak stále své limity. **🤖 Jak dostat AI do každodenního fungování firmy** *[Tiep Luu Danh](https://www.linkedin.com/in/tiep-luu-danh/), Chief Product Officer, Vilgain* Jak zvládnout migraci datové platformy a zároveň začít smysluplně pracovat s AI. Tiep sdílí zkušenosti s přechodem na moderní datovou architekturu a s nasazením AI agentů do praxe — co to obnáší, kde to přináší největší hodnotu a na co si dát pozor. 📅 **Kdy:** 27\. května 2026 🕔 **Open door:** 17:00 🎤 **Začátek přednášek:** 17:30 📍 **Kde:** [Shoptet, Pod Dráhou 1637/6, Praha 7 (Port7, budova E3)](https://share.google/4oLqceg6bgY9VSKom) Těšíme se na vás! **Data Punkers**

What are dbt meetups? dbt Meetups are networking events open to all folks working with data! Talks predominantly focus on community members' experience with dbt, however, you'll catch presentations on broader topics such as analytics engineering, data stacks, data ops, modeling, testing, and team structures. 🤝Organizer: Philip Morris International 🏠Venue Host: Karlovo nám. 2097, 120 00 Nové Město 🍕Catering: Fingerfood and drinks ✨ **Agenda & Speakers** ✨ 5:00 PM **\|** **Registration & Welcome** 5:30 PM **\| Intro** by PMI 5:45 PM \| **"For Builders, by Builders - What's news at dbt Labs"** \- 🎤 Stephan Durry \(dbt Labs\) 6:15 PM \| **1\. Talk**: *Running dbt in a Highly Regulated Enterprise* **-** 🎤 ([Mike Vilimek](https://www.linkedin.com/in/michalvilimek/), father of dbt @ PMI) 6:45 PM \| 15min Breather 7:00 PM \| **2\. Talk**: *From Fabric to Fantastic: How dbt Makes Your Lakehouses and Warehouses Shine* **-** 🎤 ([Sam Debruyn](https://www.linkedin.com/in/samueldebruyn/), dbt Champion & Microsoft MVP) 7:30 PM \| The dbt Quiz 7:45 PM \| Networking & Community Time **Important Notes:** * The venue has capacity limits. Please RSVP if you intend to come and change your RSVP status on the Meetup to "Not Going". * The doors open at 5pm. If you arrive before, we may not be ready to welcome you yet! * The doors will close at 5.40pm. * To attend, please read the Health and Safety Policy and Terms of Participation: [https://www.getdbt.com/legal/health-and-safety-policy](https://www.getdbt.com/legal/health-and-safety-policy) Since 2016, dbt Labs has been on a mission to help data practitioners create and disseminate organizational knowledge. dbt is the standard for AI-ready structured data. Powered by the dbt Fusion engine, it unlocks the performance, context, and trust that organizations need to scale analytics in the era of AI. Globally, more than 60,000 data teams use dbt, including those at Siemens, Roche and Condé Nast. Learn more at [getdbt.com,](http://getdbt.com,/) and follow dbt Labs on [LinkedIn](https://www.linkedin.com/company/dbtlabs/mycompany/), [X](https://x.com/dbt_labs), [Instagram](https://www.instagram.com/dbt_labs/), and [YouTube](https://www.youtube.com/c/dbt-labs) ➡️ Join the dbt Slack community: [https://www.getdbt.com/community/](https://www.getdbt.com/community/) 🤝Join the #local-czsk channel in dbt Slack ([https://slack.getdbt.com/](https://slack.getdbt.com/)).

In a world full of opinions, noise, and quick reactions, we often miss spaces for real dialogue — for slowing down, listening, and connecting with one another. This evening is an invitation to do exactly that. Join us for an open and friendly evening (in English & free of charge) dedicated to How We Die. We will brainstorm together in an Open Space–style format, where participants choose topics themselves about what we want to discuss from this broad topic - questions to help you get inspired: What does it mean to die? Do we have a right to die? Can we lose it? Can we be forced to stay alive? Afterwards, participants will form small groups to explore the questions and insights around the topics 18:00 – Doors open 18:15 – Introduction & topic selection 18:40 - We start discussions 19:40 - Closing session (sharing activities) 20:00 - Networking & Connect What to expect: A welcoming space for newcomers and regulars alike Be slightly pushed to socialize Open, participant-led small-group discussions on diverse perspectives No expertise required — everyone’s opinion matters! Safe, respectful, and judgment-free conversations More about sharing and reflecting than debating or convincing No pressure to speak — listening is just as valuable Not a lecture, not a debate club, and definitely not intimidating! Feel free to bring some snacks to share! Friendly dogs are welcome! If you are a regular that appreciate us and can help, or a newcomer who enjoyed the evening, and wants to help, we have recently set a Patreon page where you can support us! https://www.patreon.com/cw/EarthSocietyDialogues

PangeAI is building agent-driven geospatial intelligence for anyone, turning natural language queries into instant spatial analysis and decisions, with no GIS knowledge required. Backed by autonomous agents we're focused on use cases geospatial context drive real decisions. We're headquartered in the Bay Area with our European HQ right next door in Prague. Maps encode rich spatial context that today's AI agents largely fail to interpret. In this talk, I'll share how we're teaching agents to "read" maps in production at PangeAI starting with geospatial embeddings as a practical foundation for geo-similarity detection, then layering multi-agentic orchestration on top to generate strategic geospatial insights at scale. Along the way, I'll walk through the tooling and frameworks we've built to make all of this tractable for engineers, with real-world examples and open questions at the intersection of geospatial data and agentic AI. Oh, and the [survey](https://swalgeqfetb.typeform.com/to/UywC1NvW)? Still open — developers only. And there's [LEGO ](https://www.lego.com/cs-cz/product/the-razor-crest-75447)waiting for whoever fills it out. 🧱 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ⌚️ **Start**: 16:00 and end at 17:00, both online and offline in **Truhlárna Karlín** (Šaldova 388/5) - **Onsite attendance is limited to 70 people.** 🎙️ **Speakers:** Yan Bin Pan 🍻 **Networking** after the seminar – great food and cold beer waiting for you! **🎥 Recording:** After the event we will publish a recording and post a link to it in the comments. 🚪**Doors open** at 15:45, and the event officially starts at 16:00. Your expertise is about to take off. Can't wait to have you on board! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Who is hosting the event** **GLAMI** is a leading European fashion discovery platform active in 14 countries. It brings 500,000 orders monthly to the 4,000+ shops listed. [GLAMI](https://glami.group/) has an in-house team of 10+ AI researchers and developers. Machine learning models handle the entire personalization and catalog ranking process, manage bidding in marketing tools, and take care of content management and categorization. [Tonda Hoskovec](https://www.linkedin.com/in/antonin-hoskovec-52b611a0/), CAIO at GLAMI, is the main organizer of Miton AI Times. **Miton** is a Czech VC with portfolio companies like Rossum, Equilibre, or Rohlik. Apart from supporting Miton AI Times, Miton also issues the bi-weekly [AI Newsletter](https://mitonainewsletter.substack.com/). [Read more about Miton and AI](https://www.miton.cz/en/ai/)

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share

**History** The [Franklin Park Conservatory](https://www.fpconservatory.org/)’s roots trace back to 1852 when the Franklin County Agricultural Society purchased 88 acres of land to host the Ohio State Fair. After the fair moved to its permanent home, the city of Columbus transformed the grounds into Franklin Park in 1884. This transition shifted the space from a temporary event site to a dedicated public green space for the growing community. The park became a central hub for outdoor recreation and early civic gatherings in the neighborhood. In 1895, the landmark Victorian-style Palm House opened its doors, drawing heavy inspiration from the Glass Palace of the 1893 World’s Columbian Exposition in Chicago. This iron and glass structure became an immediate icon, housing exotic plants that residents would otherwise never see in the Midwest. It remains the oldest part of the facility and serves as a primary link to the conservatory’s 19th-century origins. For decades, it stood as a singular testament to grand horticultural architecture in Central Ohio. A major turning point arrived in 1992 when Columbus hosted AmeriFlora '92, an international horticultural exhibition. This massive event prompted a $16 million renovation and expansion, adding significantly more greenhouse space and the Dorothy M. Davis Showhouse. The festival put the conservatory on the international map and fundamentally changed its scale and ambition. Following the event, the facility transitioned from a city-run park to a private, non-profit organization. In 2003, the conservatory’s identity was further defined through a long-term partnership with world-renowned glass artist Dale Chihuly. After a successful exhibition, the Friends of the Conservatory purchased most of the glass installations, creating the largest permanent collection of Chihuly’s work in a botanical setting. These vibrant glass sculptures are now woven throughout the biomes, blending art with nature. This addition helped cement the conservatory as a premier cultural destination rather than just a botanical garden. Recent years have seen the site expand beyond the glass walls to emphasize community engagement and outdoor education. The 2018 opening of the Scotts Miracle-Gro Foundation Children’s Garden added two acres of interactive landscape designed for hands-on learning. The Scotts Miracle-Gro Company Community Garden Campus also provides local residents with space to grow their own food and learn sustainable practices. Today, the conservatory balances its historic Victorian charm with modern commitments to local ecology and the Columbus community. **Maps of the Conservatory** Here is the [main map](https://www.fpconservatory.org/wp-content/uploads/2025/08/franklin-park-zones-scaled.jpg) of the Conservatory grounds. Here's a [map of the areas](https://www.fpconservatory.org/wp-content/uploads/2026/02/ConstructionMap-2026.jpg) in which the Conservatory has ongoing construction (see below). **Summary** For this event, we'll explore Columbus's highly-rated and very popular Conservatory. As mentioned above, the Conservatory is doing renovations on parts of the facility. These renovations are scheduled to be ongoing until the Fall of next year. Basically, no matter when you go to the Conservatory over the next 18 months, you're going to see some metaphorical orange barrels. So let's just go now. **Tickets and pricing** On the first Sunday of every month, the Conservatory is free for residents of Franklin County and the city of Columbus. You must bring an ID to receive this discount. (Yes, they do check.) Otherwise, tickets are $25.20. Members of the Columbus Zoo (of which I am one) do get a discount on tickets, though I have never actually bought a ticket to the Conservatory (I've always gone on free days). I believe the discount is $4. Parking is always free. If you have additional questions about pricing or whether and for what you qualify, you can reach the Conservatory at 614-715-8000. **Where we'll meet** We will meet just outside the main entrance. I guarantee there's going to be a line. The Conservatory is always popular on free days, and especially in nice weather. **Your GPS is stupid!** Be careful simply typing "Franklin Park Conservatory" in your GPS and going where it tells you. The only way to access the parking lot to the Conservatory is off of Broad Street. Unfortunately, since Google Maps is unable to find its way out of a wet paper bag, it has a tendency to want to take people to a mythical, non-existent Conservatory entrance on Nelson Road. If your GPS does this, just drive to the north side of the Conservatory along Broad Street. Your GPS should then redirect you to the main Conservatory entrance. If your GPS doesn't, then throw your phone away\* and look for the big Conservatory sign on the south side of Broad Street between Nelson Road and Franklin Park West. You also should be able to use the map pin I've provided, below, and it should properly direct you to where you need to drive. \* Don't really do this. **After the event** After stopping to smell the roses, for those that are interested, we'll head to the nearby [Columbus Brewing Company Beer Hall](https://columbusbrewing.com/location/beer-hall/) for [drinks](https://columbusbrewing.com/location/beer-hall/#draft-list) and [lunch](https://columbusbrewing.com/location/beer-hall/#food-menu). The Beer Hall's actual address is [200 Kelton Ave, Columbus, OH 43205](https://www.google.com/maps/place/200+Kelton+Ave,+Columbus,+OH+43205/data=!4m2!3m1!1s0x883889a94ac4acad:0xadb2e60240dbc38b?sa=X&ved=1t:242&ictx=111) (it's literally just on the south side of the Conservatory). Be sure this is where your GPS is taking you when you use it, as the Brewing Company has a taproom on Harrison Avenue that is *not* what you want for this event. We should be at the Beer Hall by 1 if you can't make the Conservatory and just want to join us for drinks.

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!