Data Architecture
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Yes! Check out data architecture events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the data architecture events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Data Architecture Events Today
Join in-person Data Architecture events happening right now
Building Games with Spring Boot & Cyber: Zero Trust + AI setup demo & giveaway
Join our first meetup on 24 June 2026.
**Program:**
17:00 – 18:00 Walk-in + Dinner
18:00 – 18:45 Zero Trust: Applying Military Procedures to Cybersecurity Challenges - by Laurens Blankers (JDriven)
18:45 – 18:55 Break
18:55 – 19:40 Let's use Spring Boot to build games, because why not? - by Alexander Chatzizacharias (JDriven)
19:40 – 20:00 Practical AI Developer Setup Demo (by Alexander Chatzizacharias) — Learn how to integrate AI tools into your daily development workflow + Giveaway:
**Win a 1-month Claude Code MAX subscription (worth €100)**
20:00 – 21:00 Networking Drinks
About the talks:
**Let's use Spring Boot to build games, because why not?**
**Alexander Chatzizacharias - JDriven**
If you work on enterprise grade microservices on the JVM, you have undoubtedly heard of Spring Boot. Most developers see it as the reliable backbone of enterprise software. It is stable, predictable, and safe. But what if we took all those conventions and threw them out the window? What if we repurposed the IoC container, event listeners, and bean lifecycles to reveal what Spring Boot was always meant to be? A game development framework!
Join Alexander as he attempts to deconstruct and demystify the Spring ecosystem by forcing it to do things it was definitely not designed for. We are not talking about simple text adventures here. We are talking about building complex, real-time games like a Terraria clone or a souls-like RPG, all powered by the same annotations you use for your day job.
This session explores what happens when you learn technologies by breaking them. Whether you are a Spring veteran or a newcomer, this talk offers a fresh perspective on the tools you use every day. You will leave with a better understanding of how Spring Boot works under the hood and the inspiration to build something completely unnecessary, just because you can. Come for the absurdity, stay for the laughs, and see what happens when you strip away conventions and best practices in the pursuit of a wild idea.
**Zero Trust: Applying Military Procedures to Cybersecurity Challenges**
**Laurens Blankers - JDriven**
Cybersecurity is becoming more and more challenging. A lot of ‘new’ solutions are being proposed, including Zero Trust. Although, if you really drill down to the core, Zero Trust proposes a way of working which has been standard in military organisations around the world for over 80 years. Join me in breaking down Zero Trust into a number of easily understood principles including a number of approaches which can be applied to your software today.
Laurens is a Java Software Engineer with over 20 years of experience. He excels at extracting the bigger picture and applying this to the smallest details. He combines this theoretical knowledge with his vast practical experience and hands-on mentality. Laurens has significant experience with a number of Java based platforms, including Jakarta EE and Spring (Boot). Ranging from REST microservices in the cloud to applications for controlling custom hardware on the desktop. In his personal life Laurens enjoys Science Fiction, board games, and history of technology.
**Practical AI Developer Setup Demo**
**Alexander Chatzizacharias - JDriven**
After the talks, Alexander will give a live demonstration of his AI-powered development setup and workflow. Discover how modern AI tools can help you write code faster, improve productivity, automate repetitive tasks, and accelerate learning. You'll get a practical look at the tools, techniques, and workflows that developers are using today to get the most out of AI.
At the end of the demo, we'll hold a giveaway where one attendee will **win a** **1-month Claude Code MAX subscription (worth €100)**.
Quel est l'avenir du métier de développeur ?
“L’IA va remplacer les développeurs.”
Vous avez tous entendu cette phrase ces derniers mois.
Entre génération de code, automatisation, vibe coding et promesses de gains de productivité, une question s’impose : quel est l’avenir du métier de développeur dans les prochaines années ?
Entre fantasmes, discours simplistes et réalité terrain, la frontière est souvent mince.
Chez [Athoria](https://www.linkedin.com/company/athoria/), l’IA fait déjà partie du quotidien des équipes. À cette occasion, nous organisons un talk pour partager une vision concrète, lucide et pragmatique de son impact réel sur le métier de développeur.
📅 Mercredi 24 juin à 19h00
📍 54 rue Violet, Paris 15e
Au programme :
• Ce que l’IA apporte réellement aux métiers de la tech
• Son impact concret sur les équipes, les produits et les entreprises
• Les limites et les risques que nous identifions
• Où se crée désormais la valeur
L’objectif : une discussion accessible et loin des effets d’annonce.
🎤 Speaker : [Baptiste Desfonds](https://www.linkedin.com/in/baptiste-d-0a5b76165/), Lead Dev chez Athoria
Développeur, PM, designer, marketer, manager IT, dirigeant ou simplement curieux de comprendre les transformations en cours : ce talk vous apportera des clés concrètes.
🎟️ Inscription : [Quel est l’avenir du métier de développeur ? | Athoria](https://app.livestorm.co/athoria/a-lere-de-lia-le-developpement-est-il-mort?s=32b99a05-1208-43cf-8fa3-48e7b05640bb)
LCU 1st Summer BBQ of 2026!
Hi all! 🙂
It's BBQ time again! With a warm 36°C we figured we'd return to our regular spot in Wilhelminapark for the first language cafe BBQ of the season!
We'll provide a BBQ or two, so please bring your own food to put on there, drinks, blankets, cutlery, maybe another BBQ, and anything else that you might need!
See you there, in Wilhelminapark at 19:00!
[https://maps.app.goo.gl/jheBHQ8QDvW4pYFk9](https://maps.app.goo.gl/jheBHQ8QDvW4pYFk9)
In case you are not in our language cafe database yet, please use this form: [http://goo.gl/forms/oSCn9Dn8m8](http://goo.gl/forms/oSCn9Dn8m8)
If you're joining us for the first time, just drop by to the Wilhelminapark this time and have fun! Note that our usual Wednesdays are in the Café Marktzicht. We will not organize any language groups in the park, but most people will speak English and Dutch.
Nijmegen Tabletop Testing Night #84
*(🇬🇧 English below)*
Voordat een bordspel of kaartspel kan worden uitgegeven, moet er veel aan het spel getest worden om zeker te zijn dat het leuk is, duidelijk is en altijd goed werkt. Daarom komen we **elke 2 weken** met spelauteurs uit de regio samen om prototypes van spellen te testen en ze zo beter te maken en misschien ooit wel gepubliceerd te krijgen.
Om 8 uur verzamelen we bij [StartUp Nijmegen](https://startupnijmegen.nl/) voor een speltestavond. Afhankelijk van het aantal aanwezigen en prototypes dat er wordt meegenomen (neem zelf ook iets mee als je wilt) vormen we een aantal groepen. Bij kleinere spellen kun je in de loop van de avond van groep wisselen, bij grotere spellen moet je dat even overleggen.
**Ook als je zelf** **geen spellen maakt** of een spel hebt dat je wilt testen, ben je natuurlijk van harte welkom. Het is voor ontwerpers heel fijn om de mening van zo veel mogelijk andere mensen te krijgen. En heel eerlijk: het testen van nieuwe spellen is ook gewoon heel leuk!
We gaan door tot een uur of 11, maar voel je vrij al eerder naar huis te gaan. Er is **gratis koffie** **en thee** bij StartUp Nijmegen. Voor fris, bier of wijn wordt een kleine bijdrage gevraagd. StartUp Nijmegen ligt tegenover het station. De auto kun je parkeren in de naastgelegen Keizer Karelparkeergarage (50 cent per uur). Er is hier ook een afgesloten fietsenstalling.
De testavonden in Nijmegen zijn elke **2e dinsdag** en elke **4e woensdag** van de maand. Zet die dus vast in je agenda (tip: zet met [deze iCal link](https://calendar.google.com/calendar/ical/c_d2267afce516f9296468270649b3f44da6c06cbc0bc3de05f049992373db5f4f%40group.calendar.google.com/public/basic.ics) ze automatisch in je agenda)! Spellenmaakgilde Nijmegen maakt onderdeel van het [Nederlandse Spellenmaakgilde](https://spellenmaakgilde.nl/) en is onderdeel van het SAZ. Je vindt ons daarnaast ook in het #Nijmegen kanaal op de [Discord-server van het Spellenmaakgilde](https://discord.gg/6JzD6Sz2m5).
🇬🇧 **For English-speaking guests:**
Before a board game or card game can be published, it must undergo extensive testing to ensure that it is enjoyable, clear, and always functions properly. Therefore, **every 2 weeks**, we gather with game authors from the region to test prototypes of games, thereby improving them and, perhaps, getting them published someday.
At 8 PM, we gather at [StartUp Nijmegen](https://startupnijmegen.nl/) for a game testing evening. Depending on the number of attendees and prototypes brought (feel free to bring something yourself), we form several groups. For smaller games, you can switch groups throughout the evening, but for larger games, you should discuss this.
**Even if you** **do not design games** or have a game you want to test, you are, of course, very welcome. It is very beneficial for designers to receive feedback from as many people as possible. And to be honest: testing new games is just a lot of fun!
We continue until about 11 PM, but feel free to go home earlier if you wish. There is **free coffee** **and tea** at StartUp Nijmegen. StartUp Nijmegen is located opposite the station. You can park your car in the adjacent Keizer Karel parking garage (50 cents per hour). There is also a secure bicycle parking facility here.
The testing evenings in Nijmegen are every **2nd Tuesday** and **4th Wednesday** of the month. So be sure to mark those in your calendar (tip: automatically add them to your calendar with [this iCal link](https://calendar.google.com/calendar/ical/c_d2267afce516f9296468270649b3f44da6c06cbc0bc3de05f049992373db5f4f@group.calendar.google.com/public/basic.ics))! The Spellenmaakgilde Nijmegen is part of the [Dutch Game Designers Guild](https://spellenmaakgilde.nl/) and is also a part of SAZ. You can also find us in the #Nijmegen channel on the [Discord server of the Game Designers Guild](https://discord.gg/6JzD6Sz2m5).
And don't worry if you don't speak Dutch! We regularly have non-Dutch speaking guests, and everyone is welcome to join and have fun with us.
Speltestavond #84
*(🇬🇧 English below)*
Voordat een bordspel of kaartspel kan worden uitgegeven, moet er veel aan het spel getest worden om zeker te zijn dat het leuk is, duidelijk is en altijd goed werkt. Daarom komen we **elke 2 weken** met spelauteurs uit de regio samen om prototypes van spellen te testen en ze zo beter te maken en misschien ooit wel gepubliceerd te krijgen.
Om 8 uur verzamelen we bij [StartUp Nijmegen](https://startupnijmegen.nl/) voor een speltestavond. Afhankelijk van het aantal aanwezigen en prototypes dat er wordt meegenomen (neem zelf ook iets mee als je wilt) vormen we een aantal groepen. Bij kleinere spellen kun je in de loop van de avond van groep wisselen, bij grotere spellen moet je dat even overleggen.
**Ook als je zelf** **geen spellen maakt** of een spel hebt dat je wilt testen, ben je natuurlijk van harte welkom. Het is voor ontwerpers heel fijn om de mening van zo veel mogelijk andere mensen te krijgen. En heel eerlijk: het testen van nieuwe spellen is ook gewoon heel leuk!
We gaan door tot een uur of 11, maar voel je vrij al eerder naar huis te gaan. Er is **gratis koffie** **en thee** bij StartUp Nijmegen. Voor fris, bier of wijn wordt een kleine bijdrage gevraagd. StartUp Nijmegen ligt tegenover het station. De auto kun je parkeren in de naastgelegen Keizer Karelparkeergarage (50 cent per uur). Er is hier ook een afgesloten fietsenstalling.
De testavonden in Nijmegen zijn elke **2e dinsdag** en elke **4e woensdag** van de maand. Zet die dus vast in je agenda (tip: zet met [deze iCal link](https://calendar.google.com/calendar/ical/c_d2267afce516f9296468270649b3f44da6c06cbc0bc3de05f049992373db5f4f%40group.calendar.google.com/public/basic.ics) ze automatisch in je agenda)! Spellenmaakgilde Nijmegen maakt onderdeel van het [Nederlandse Spellenmaakgilde](https://spellenmaakgilde.nl/) en is onderdeel van het SAZ. Je vindt ons daarnaast ook in het #Nijmegen kanaal op de [Discord-server van het Spellenmaakgilde](https://discord.gg/6JzD6Sz2m5).
🇬🇧 **For English-speaking guests:**
Before a board game or card game can be published, it must undergo extensive testing to ensure that it is enjoyable, clear, and always functions properly. Therefore, **every 2 weeks**, we gather with game authors from the region to test prototypes of games, thereby improving them and, perhaps, getting them published someday.
At 8 PM, we gather at [StartUp Nijmegen](https://startupnijmegen.nl/) for a game testing evening. Depending on the number of attendees and prototypes brought (feel free to bring something yourself), we form several groups. For smaller games, you can switch groups throughout the evening, but for larger games, you should discuss this.
**Even if you** **do not design games** or have a game you want to test, you are, of course, very welcome. It is very beneficial for designers to receive feedback from as many people as possible. And to be honest: testing new games is just a lot of fun!
We continue until about 11 PM, but feel free to go home earlier if you wish. There is **free coffee** **and tea** at StartUp Nijmegen. You can park your car in the adjacent Keizer Karel parking garage (50 cents per hour). There is also a secure bicycle parking facility here.
The testing evenings in Nijmegen are every **2nd Tuesday** and **4th Wednesday** of the month. So be sure to mark those in your calendar (tip: automatically add them to your calendar with [this iCal link](https://calendar.google.com/calendar/ical/c_d2267afce516f9296468270649b3f44da6c06cbc0bc3de05f049992373db5f4f@group.calendar.google.com/public/basic.ics))! The Spellenmaakgilde Nijmegen is part of the [Dutch Game Designers Guild](https://spellenmaakgilde.nl/) and is also a part of SAZ. You can also find us in the #Nijmegen channel on the [Discord server of the Game Designers Guild](https://discord.gg/6JzD6Sz2m5).
And don't worry if you don't speak Dutch! We regularly have non-Dutch speaking guests, and everyone is welcome to join and have fun with us.
Volleyball Expats
Welcome to our Volleyball community !! 🏐🎉
We are a community of volleyball enthusiasts who want to enjoy the game, improve their skills, and meet new friends. Our open play sessions offer a friendly, social environment where everyone can get some practice and have fun.
Our sessions consist of mixed level play, however intermediate volleyball knowledge is mandatory. We try to have a balanced levels per team to ensure smooth play. If you aren’t familiar with basic volleyball rules and have no experience, sorry to say, but it's not your group.
❗❗ Meetup recently pops up their subscription option after you click on RSVP— you can dismiss it by clicking the "X" in the top left corner.
✅ RSVP & Attendance
Attendance is limited to 14 people. If the RSVP list is full, join the waiting list—cancellations happen frequently. If the event appears full on the Meetup app, try using a web browser instead.
❌Cancellations & Refunds
cancellation prior to 24h before the event, can be refunded. Can’t make it? Update your RSVP to "Not Going" ASAP so someone else can take your spot.
👟 What to Bring
For your own safety and comfort, wear sport shoes and clothing (no street shoes—must change into sport shoes) and bring deodorant for ours.
💸 Payment & Contribution (€6.00 per person)
Payment must be made in advance via Tikkie.
Please only pay once you are added to the going list. In case you do not meet the payment deadline, you may be moved to the not going list.
Looking forward to seeing you on the court! 🏐🔥 Let’s play, have fun, and make new friends!
Expat Volleyball Wednesday
Welcome to our Volleyball community !! 🏐🎉
We are a community of volleyball enthusiasts who want to enjoy the game, improve their skills, and meet new friends. Our open play sessions offer a friendly, social environment where everyone can get some practice and have fun.
Our sessions consist of mixed level play, however intermediate volleyball knowledge is mandatory. We try to have a balanced levels per team to ensure smooth play. If you aren’t familiar with basic volleyball rules and have no experience, sorry to say, but it's not your group.
❗❗ Meetup recently pops up their subscription option after you click on RSVP— you can dismiss it by clicking the "X" in the top left corner.
✅ RSVP & Attendance
Attendance is limited to 14 people. If the RSVP list is full, join the waiting list—cancellations happen frequently. If the event appears full on the Meetup app, try using a web browser instead.
❌Cancellations & Refunds
cancellation prior to 24h before the event, can be refunded. Can’t make it? Update your RSVP to "Not Going" ASAP so someone else can take your spot.
👟 What to Bring
For your own safety and comfort, wear sport shoes and clothing (no street shoes—must change into sport shoes) and bring deodorant for ours.
💸 Payment & Contribution (€6.00 per person)
Payment must be made in advance via Tikkie (payment link will be send to you).
Looking forward to seeing you on the court! 🏐🔥 Let’s play, have fun, and make new friends!
Data Architecture Events This Week
Discover what is happening in the next few days
Feed an AI-agentic beast with proper data
In this hands-on workshop we’ll work through four real-world scenarios in Python: finding the minimum viable context for sales questions, keeping frequency signals intact when summarizing support tickets at scale, selecting the right columns for churn analysis on a wide customer table, and extracting structured fields from messy product listings with validation you can trust. You’ll write and discuss code together — practical patterns you can take straight back to work.
**Agenda**
\- 18:00 Doors Open
\- 18:30 Start of the Workshop
\- 20:00 Workshop Closing & Announcements
\- 20:10 Networking
\- 21:00 Event Closing
**GitHub Repo**
[https://github.com/pyladiesams/feed-AI-agentic-beast-proper-data-jun2026](https://github.com/pyladiesams/feed-AI-agentic-beast-proper-data-jun2026)
**Stream**
[YouTube Stream](https://www.youtube.com/live/2EnszJLzzAc)
**Speaker**
[Jessica Eggen](https://www.linkedin.com/in/jessica-eggen-579b50155/)
Jessica Eggen is a Data Analytics Engineer who loves to spent her time wrangling and puzzling with real-world data at scale. With a background in Business Analytics and machine learning she hopes to bring a practical, business-grounded perspective to AI.
**📧 Contact**
Are you interested in speaking at one of our events? Have a good idea for a Meetup? Get in touch with us at [amsterdam@pyladies.com](mailto:amsterdam@pyladies.com)
💬 Find us on the PyLadies Global workspace:
1. [https://slackin.pyladies.com](https://slackin.pyladies.com/) enter your email address.
Accept the email invitation
2. Go to workspace [https://pyladies.slack.com](https://pyladies.slack.com/)
3. Join channel #city-amsterdam
AgentCon - Utrecht
Join us for the AI Agents World Tour, a global series of one-day conferences designed exclusively for developers building the future with AI agents.
From San Francisco to Singapore, we're bringing together leading engineers, researchers, and creators to explore the cutting edge of AI agent design, deployment, and integration. Whether you're building intelligent assistants, autonomous systems, or next-gen developer tools, this event is your fast track to practical knowledge, hands-on demos, and real-world insights.
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**Register on:** https://globalai.community/e/l9bfp20y
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**What to Expect:**
* Deep-Dive Talks from AI pioneers and industry leaders
* Technical Workshops on building, deploying, and scaling agents
* Live Demos of powerful open-source frameworks and tools
* Networking with a global community of builders and innovators
This isn't just another AI event — it’s where developers meet to talk about real code.
Ready to build the future? Join us in Utrecht.
ArnhemJUG - June meetup
**ArnhemJUG**
We are excited to announce that we are welcomed by TenneT for the June meetup.
Please note that TenneT **requires** all visitors to present a **valid ID** upon entry and that we must provide a list of attendees in advance. For this reason, **we need your full name** as it appears on your ID. If your Meetup username is different from your real name, we'll get in touch before the event to confirm the name on your ID.
Also note that we start 10 minutes earlier than normal, the first talk will start at 18:20
**Agenda**
* 17:00 CET walk-in
* 17:30 – 18:20 Food and drinks
* 18:20 – 19:10 talk: **How we develop and maintain our (12 year old) DDD app** by **Dan Haywood**
* 19:10 – 19:30 break
* 19:30 – 20:20 talk: **AI augmented teams: from tab complete to AI workforce** by **Radek Kowalski**
* 20:20– 20:45 drinks
**How we develop and maintain our (12 year old) DDD app**
We’re a small team (about 2.5 FTEs) but we develop and maintain a big app - it processes €500m invoices in turnover each year, for a €4bn company that owns and operates shopping centres throughout Europe. And it’s a DDD app too … it’s our focus on the domain that allows us to do a lot with, well, not much.
In this talk we’ll try to explain our way of doing things, some of which might be obvious and you’ll know, some of which could be a bit more contentious or surprising. The technology may intrigue you, but the mindset is just as important.
**About Dan Haywood**
Dan Haywood is an independent consultant based in the UK, an ASF member and committer to Apache Causeway. He spends his days either cutting code or advising governments.
**AI augmented teams: from tab complete to AI workforce**
Ten months ago, when Radek and his team launched their project under a tight deadline and limited budget, it seemed nearly impossible. Fortunately, it was 2025—and agentic coding tools were ready to help.
The team embraced these tools as a lifeline, developing a workflow where engineers and AI agents built software side by side. The result: delivery ahead of schedule and within budget.
In this talk, Radek shares how the team’s approach evolved, the practical strategies they developed, and the lessons they learned to overcome constraints in time and cost.
**About Radek Kowalski**
Over a 20+ year career in IT, Radek has grown from software engineer to architect to senior leader—before returning to the trenches to embrace the AI revolution and shape it firsthand. In the past year, he has helped organizations and engineering teams embed AI into both their business and daily workflows.
Talk to Your Data: Production-Grade AI Agents for Analytics & Finance
⚠️ **Important Note:**
*PyData Amsterdam is transitioning to Luma.* ✨
* *Please [subscribe](https://luma.com/pydataamsterdam?k=c) to PyData Amsterdam on Luma:* https://luma.com/pydataamsterdam
* *And register at the Luma [link](https://luma.com/1zt31rv6) for this event :* https://luma.com/1zt31rv6
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🎬 From Clean Data to Big-Screen Agents: Meet us at Cinema The Pulse! 🎬
Our last meetup tackled scaling data pipelines for pristine data quality. Now that the data is clean, let's make it actionable.
We are thrilled to announce our next meetup on **Thursday, June 25th, 2026**, hosted by **ManyChat**!
We are taking over Amsterdam's premium **Cinema The Pulse**! No office rooms this time, architecture diagrams are getting the full, high-fidelity big-screen treatment.
🔍 **The Focus: Production-Grade Agents**
Anyone can prompt a model to generate a basic SQL query in a demo. Building a trustworthy system that safely queries everything from company business metrics to critical treasury data is a completely different challenge. We are peeling back the architecture of real, production systems, including a tool built on Claude Code that lets non-technical users bypass the analyst queue by simply typing /ask.
You will learn the exact engineering patterns needed to transition from prototype to production:
* Open Architecture: Designing thin-client plugins, FastAPI services spawning headless Claude, and a "brain" repo for metric definitions.
* Smart Routing: Directing plain-English questions to the right business domain and handling multi-turn follow-ups seamlessly.
* Security & Isolation: Enforcing multi-tenant data isolation, blocking destructive SQL, and preventing prompt injections.
* Reliability Tactics: Taming hallucinated columns with curated views and handling schema drift in highly regulated fintech industries.
Excited to see how production-grade agents actually work under the hood? Space is limited in the theater, so grab your seat now for an evening of high-signal engineering insights, cinematic views, and great networking with the PyData Amsterdam community!
**Agenda:**
* 18:00 - 18:55: Welcome with food and drinks! 🍺🍕
* 18:55 - 19:00: Host company intro - Manychat
* 19:00 - 19:45: Talk 1: Answers You Can Question: Building a Trustworthy Self-Service Analytics Agent by *Alex Litvinov*
* 19:45 - 20:00: Short break
* 20:00 - 20:45: Talk 2: From chat to insight: reliable AI agents for financial data by *Niels Neerhoff*
* 20:45 - 21:30: Networking & drinks
Talk 1 : **Answers You Can Question: Building a Trustworthy Self-Service Analytics Agent**
*By* Alex Litvinov
**Talk Summary**
At Manychat we built an analytics agent on top of Claude Code that lets non-technical employees ask data questions in plain English—no SQL, no analyst queue. A teammate types /ask and a question; the agent clarifies it if needed, routes it to the right business domain, writes guarded SQL against curated views, and returns a formatted answer—multi-turn, so follow-ups just work.
This talk walks the build from prototype to production. We’ll open up the architecture—a thin client plugin, a FastAPI service spawning headless Claude, and a “brain” repo of always-on rules and per-domain metric definitions—and the hard parts: routing questions to the right domain, taming hallucinated columns with curated views, blocking destructive SQL, and scoping data access safely.
**Bio**
From bioinformatics to backend systems, Alex has spent 15+ years building data-heavy software across healthcare and science. Today he’s a Data Engineer at Manychat, working where platform data engineering meets ML/AI.
Talk 2 : **From chat to insight: reliable AI agents for financial data**
*By* Niels Neerhoff
**Talk Summary**
With the rise of chat interfaces, users increasingly expect to interact with their data in plain English. Large language models make this possible, but deploying a model against financial data introduces risks.
This talk walks through the engineering challenges of building a natural language interface for treasury data: the kind of tool where a CFO can ask, "What's our net cash position this quarter?" and get a trusted answer, without writing any SQL.
We'll cover topics such as multi-tenant data isolation, schema drift, prompt injection, and why you can't rely on the model to enforce access control. Drawing on production experience at Palm, a fintech platform for cash flow forecasting and treasury management, we'll look at the patterns that make NL-to-SQL agents reliable enough for users in a regulated industry. You'll leave with concrete techniques for building agents that are capable, and safer to ship.
**Bio**
Niels is a software engineer working on data and AI, with an interest in reliable, autonomous systems. He cares about architecture, testing, and automation. When not working, you'll find him on his gravel bike, or listening to all sorts of music.
**Directions**
📍 [Cinema The Pulse, Hildegard Von Bingenstraat 4, 1081 LH Amsterdam, Netherlands](http://google.com/maps/place/Cinema+The+Pulse/@52.3375768,4.8641337,17z/data=!4m6!3m5!1s0x47c60b349f20a46b:0x2b66ef301c7c7663!8m2!3d52.3374419!4d4.866404!16s%2Fg%2F11wtql33zs?entry=ttu&g_ep=EgoyMDI2MDUxMS4wIKXMDSoASAFQAw%3D%3D) Hall #4. Just a 5 min walk from the Amsterdam Zuid train station.
AgentCon Utrecht
From our friends at the Global AI community, we would like to invite you to AgentCon in Utrecht, a global series of one-day conferences designed exclusively for developers building the future with AI agents. The event is also totally FREE!
From San Francisco to Singapore to Driebergen, the Global AI community is bringing together leading engineers, researchers, and creators to explore the cutting edge of AI agent design, deployment, and integration.
Whether you're building intelligent assistants, autonomous systems, or next-gen developer tools, this event is your fast track to practical knowledge, hands-on demos, and real-world insights.
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**Register on:** https://globalai.community/e/l9bfp20y
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**What to Expect:**
* Deep-Dive Talks from AI pioneers and industry leaders
* Technical Workshops on building, deploying, and scaling agents
* Live Demos of powerful open-source frameworks and tools
* Networking with a global community of builders and innovators
Ready to build the future? Join us in Driebergen.
⚠️ Make sure to register in the Global AI community event site:
https://globalai.community/e/l9bfp20y
Painting & Drawing Cafe in Amersfoort ( For Expats and English Speakers )
## 🎨**Activity for EXPATS & English Speakers** ☕
Are you an art enthusiast living in or around **Amersfoort, Hilversum, Utrecht, Nieuwegein, IJsseltein, De Bilt and the rest of cities of the Utrecht's province** who love painting or drawing? Maybe you've felt the joy of creating but struggled to find others who share your passion and speak **ENGLISH**? **You're not alone! 😉**
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## 🖌️**About this event**
You will meet other Art Lovers like you to Draw, Paint and have some drinks Together ! Our events are not just about sketching or creating art—they’re about building connections. Every two weeks, we meet at a café to have a relaxing time drawing a painting.
Please keep on mind that **ENGLISH i**s the official language we will use to integrate everyone in our conversations.
⭕⭕⭕➡️ **IMPORTANT ⬅️** ⭕⭕⭕⭕
### 👩🏻🎨**Book formally your Seat 🪑via [WHATSAPP](https://bit.ly/3BXXE0f)**
**If you want to confirm officially your attendance and separate your seat🪑. Book your seat in meet-up, and contact us via [WHATSAPP HERE](https://bit.ly/3BXXE0f) to receive more information on the address of our activities.**
**Thanks a lot for your understanding!** 💐🥰
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### 👩🏻🎨**How Does It Work?**
This event is simple, this initiative takes 2 Hours. Most of the participants use pencils, water pencils or watercolours. Main aim is to socialize while we draw. There will be plenty of time to talk and get to know each other. We have to mention that this event is suitable for all levels. Many have started to draw in our event actually.
Also it is very important that you **[JOIN US AT OUR WHATSAPP COMMUNITY](https://bit.ly/3BXXE0f),** to stay up to date on our upcoming events and participate in our Drawing and Painting Contests!
**👉: [https://bit.ly/3BXXE0f](https://bit.ly/3BXXE0f)** 🍀
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### ☕**Where?**
We will meet in different cafes mainly in the *center of Amersfoort ( and some occasions in other cities around)*. I will inform you of the exact place some days in advance this event. The place will depend on the number of attendees.
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### **🎟️ What is included?**
🟢 **2 HOURS TO HAVE FUN!**
🟢 **15 mins warming-up creative activity and paper material**🖌️🎨
🟢 New friendships and **conversations in ENGLISH** in a relaxed atmosphere
🟢 **Souvenir picture** with you and the rest of Art Lovers 📷
🟢 Exclusive **access to our Art Lovers Community** on which you will receive:
***\~\~\~ Drawing challenges,***
***\~\~\~ Training content,***
***\~\~\~ FREE Entries only to members***
***\~\~\~ Drawing Competitions***
🟢 Time to **create alongside fellow artists and amateurs**
🟢 The freedom to **work at your own pace** 💃🕺🎈
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### 🖼️**Art Materials?**
Bring your own practical art materials to be adaptable to sketch on a coffee table. Like your sketchbook, pencils, watercolor, markets, pencils, your Tablet..etc
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## **See you to Paint, Draw, and drink together!🌟☕🍷🍪🍰**
[ARNHEM] Bitcoin meetup met Hester Bais
Ongeveer eens per maand is er een Bitcoin Meetup in Arnhem. Dit keer met een presentatie en Q&A van Hester Bais.
Zie ook de promo video:
[https://www.arnhembitcoinstad.nl/media/2026-06-26-MeetupHesterBais/PromoMeetupHesterBais.mp4](https://www.arnhembitcoinstad.nl/media/2026-06-26-MeetupHesterBais/PromoMeetupHesterBais.mp4)
Sinds 2014 dringt de Nederlandse advocaat en klokkenluider Hester Bais er bij de autoriteiten op aan om een grootschalige internationale bankfraude in OTC-derivaten en constructies met onderpand en lege entiteiten stop te zetten. Door hun handelswijze raakten banken in Nederland voor ongeveer €200 miljard, in Duitsland voor €400 miljard, in Frankrijk voor €320 miljard, en in het Verenigd Koninkrijk voor €300 miljard onder water met betrekking tot het onderpand—en mondiaal gaat het om biljoenen euro’s.
Samen met Wink Sabée schreef Hester het boek Worst Bank Scenario, waarin in detail wordt beschreven hoe “Bretton Woods 2.0” wordt uitgerold.
Data Architecture Events Near You
Connect with your local Data Architecture community
Customize the IDE: Building Extensions for Visual Studio Code - Alan Barber
**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**
*Customize the IDE: Building Extensions for Visual Studio Code*
Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs.
In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling.
The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options.
**YouTube Link**
TBD
Level One Tuesdays (Bachata & Salsa Dance Lessons)
Click Here For More Videos:
https://www.facebook.com/share/r/17bwkttXhV/
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Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa.
These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all.
Swerve Dance & Fitness Complex
640 Lakeview Plaza Blvd A, Worthington, OH 43085
Bachata 7pm-8pm
Salsa 8pm-9pm
$15 - One Lesson
$20 - Both Lessons
COhPy Monthly Meeting
**Improving Office in Franklinton**
Physical location:
Improving Office
330 Rush Alley Suite #150
Columbus, OH 43215
Schedule:
6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages.
6:30 to 8:00 pm. Main meeting and presentation(s).
Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code.
We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com
AWS Columbus User Group - Topic to be announced
Topic to be announced.
**CALL FOR SPEAKERS**
Learn more: https://www.awscolumbus.com/get-involved/
**THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: https://www.veeam.com/
**DIRECTIONS**
8800 Lyra Dr #450 · Columbus, OH
go to 4th floor.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
Rise and Shine with Atlassian - Reynoldsburg
Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian!
Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian!
Agenda
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Moderators
Kimberly Deal - Columbus Atlassian User Group Leader
Kevin Stanley - Columbus Atlassian User Group Leader
Greg Sprowls - Columbus Atlassian Community Leader
Hosted By
Kimberly Deal, Atlassian User Group Leader
Kevin Stanley, Chief Everything
Greg Sprowls, Agility Lead
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Global Partner
Atlassian (http://atlassian.com)
Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality.
Partner
Atlassian
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For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries.
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Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-5/.
Singles Summer Bash | Edison Beer Garden
Tired of swiping?
Join us in the **Beer Garden at Edision Brewing Company** for a fun Summer bash on the patio **100+ Columbus singles in one space** — all here to connect in real life.
No speed dating.
No pressure.
Just real conversations, good vibes, and new connections.
## [TICKET & REGISTRATION LINKED HERE! ](https://www.eventbrite.com/e/singles-summer-bash-edison-beer-garden-tickets-1991203300674) \*\*\*\*\*
## 💫 What’s Included
* Name tag + guided icebreaker card
* “I’m Interested in You” cards
* Giveaways throughout the night
* Full bar + food available for purchase
Whether you're new to the city, working from home, or just ready to meet new people — this is your crowd.
## 📍 Event Details
**Who:** Singles 21+ (20s–40s)
**Where:** Edison Beer Garden 785 Science Blvd, Gahanna, OH 43230
**When:** July 15th 6:30PM
## You never know who you’ll meet. Join us!
AI Agents 101: How to Make ChatGPT Do Actual Work
Most people still use AI like a search box: type one question, get one answer, repeat.
But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review.
In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity.
We’ll cover:
* What makes an AI “agent” instead of just a chatbot
* How agents break tasks into steps
* Where agents are genuinely useful today
* Where they fail, hallucinate, or need human review
* How to design simple AI workflows for your own work
* A live demo of an AI agent-style workflow from start to finish
No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.





















![[ARNHEM] Bitcoin meetup met Hester Bais](https://secure.meetupstatic.com/photos/event/8/9/9/9/highres_534815225.webp?w=640)






