Incident Response

**Now that Claude Code is writing our software, what are you doing with all that free time?** Here's an idea: come spend it with us at the next Belgium NLP Meetup! Our next event will take us back to **BeCentral**, Brussels' prime digital campus, where we're hosted by our friends at Campfire AI. Go ahead and schedule that long Claude job for the evening of **May 5th**. Doors open at 7pm for pizza, talks are planned between 7.30pm and 9pm, and after that there's more time for networking and drinks. The first two talks of the evening are already confirmed. The final presentation will be added in the coming weeks. **Small, specialized, agentic – One Year of Fine-tuning Local Vision LLMs.** *Adriaan Lemmens & Ilia Breitburg (Klassif.AI)* Local LLMs are getting better each year. The smaller the model, the more impressive. While the big labs' closed models still win as generalists, we've been working on fine-tuning our own specialist for enterprise document processing on top of an open-weights base, adapted for use in our custom agent harness and for visual layout reasoning. Recent iterations come within spitting distance of much larger models at a fraction of the size and token usage. In this talk, we share why and how we did it, as well as what it means for how we build efficient agentic systems at Klassif.ai even with hosted models. **Why NLP is More Alive Than Ever in the Age of LLMs.** *Tomas Staelens & Jean-Charles Nadé (Campfire AI)* The hype surrounding Generative AI has led many to believe that traditional NLP is a thing of the past, but the reality on the ground is different. In this talk, Tomas and Charly dive into why "just prompting it" often fails in enterprise environments where cost and ROI are non-negotiable. They will showcase the synergy between NLP and LLMs and argue that the future belongs to a hybrid architecture. Finally, they will share practical patterns for using NLP as a guardrail and optimizer for AI workflows. **Building AI‑native agentic extraction for commercial leases: the grown‑up path** *Frederik Durant (Reavant)* The art of agentic engineering is transforming the software development life cycle at an unprecedented pace. In this new arms race, AI engineers, software architects, and DevOps practitioners are expected to deliver 10x the impact without compromising quality or accountability. In this talk, Frederik will candidly describe his human experience so far navigating this professional identity shift. Additionally, he will show how his company Reavant built an agentic extraction system for complex tenancy documents, and what this taught him about going truly AI‑native.

La idea es quedar y practicar francés y español en Bruselas. Apto para todos los niveles. Groupe pour améliorer l'espagnol et français à Bruxelles. Pour tous les niveaux. Nos juntaremos en el Centro Cultural Metaprosa (Chaussée de Saint Pierre 9, 1040 Etterbeek, Bruselas) para conversar con un café o una cerveza en la mano. Todos los martes de 19.00- 21.30.

Welcome to TechTuesday at HSBXL. It’s where tech enthusiasts hang out, projects get tinkered with, and the occasional debate over the best programming language ensues. Whether you’re an old hand at hacking or just dipping your toes: * **Chats & Code**: Engage in hushed tech tales, showcase your latest digital masterpiece, or simply bask in the mesmerizing rhythm of coders at work. * **Ambient Rhythms**: We curate a backdrop of everything from ambient rock to downtempo electronica. It sets the mood, enhancing the creativity without becoming a distraction. * **Refreshment Protocol**: Club Mate to fuel your creativity, assorted beers for contemplation, and soft drinks for a refreshing pause. Choose your brew. * **Machinery Magic**: Our space boasts more than just computers. Soldering irons hiss and 3D printers hum, telling tales of projects brought to life. * **Knowledge Exchange**: Encountered a tech puzzle? Someone in the room might have just the insight you need. And if you’ve unraveled a digital mystery, consider sharing it. **Note**: The beauty of HSBXL is its welcoming ethos. Member or not, if you’re curious and respectful, you’re one of us. ### Getting to HSBXL HSBXL, the beacon for tech enthusiasts in Brussels, awaits. For your navigational needs, check [here](https://hsbxl.be/enter/). Barrier issues? Broadcast at +32 28804004. For real-time digital dialogues, tap into our [Matrix chatroom](https://matrix.to/#/#hsbxl:matrix.org). ### Bring Along Your tech gear, a project in progress, or simply a mind open to the endless possibilities of tech. That’s TechTuesday at HSBXL. A laid-back evening where tech happens, naturally. See you there.

Nos juntaremos en el centro cultural Metaprosa para practicar español/ castellano y Neerlandés/Flamenco/Dutch con un café o una cerveza en la mano. Apto para todos los niveles. Dirección: chaussé de Saint Pierre 9, 1040 Etterbeek Hemos creado un grupo de Whastapp en caso de que estéis interesados en comunicaros antes de cada martes ya que somos consciente de que a veces nos hay suficiente gente para practicar neerlandés [https://chat.whatsapp.com/IaESqYfdbGiFVPR5teQkIf](https://urldefense.com/v3/__https:/chat.whatsapp.com/IaESqYfdbGiFVPR5teQkIf__;!!DOxrgLBm!DOeGH6jS_pBgwY_CvN1vYuh-JPX71kQpuIJl8WlhFejYKqyHCL0Q3HkfIXxOF7cvSDOpeAeYzr8K_zELLw75wZA7pfw2-jQW7_2x6UaK$) No Spam please!

Imagine we have a thriving community of facilitators living from their passion; What do we do to get there? Tonight, we invite you to bring your skills together to create such initiatives. You may know the old joke: '*How many psychiatrists does it take to change a light bulb?*' Answer: *'one, but only if the light bulb really wants to change.*' ... Building a collaboration works the same way. In this in Person event, Jord, Pinja and Joost invite fellow facilitators to look beyond networking as polite conversation and explore what it really takes to do something together. The short answer? At least two people — with trust, curiosity, and a shared willingness to experiment. About our facilitators * [Pinja](https://www.linkedin.com/in/pinja-p%C3%B6yt%C3%A4niemi/) is passionate about collaborative decision-making, environmental conflict mediation, and participatory action research. She has designed and facilitated system mapping exercises, share & learn sessions, and engaging educational workshops using theatre and games to spark learning and dialogue. * [Joost Visser](https://www.linkedin.com/in/joostvisser/) is a co-founder of TIAO, a Brussels based practitioners network. Through his management consulting company RELSC, Joost works as a consultant, coach and trainer with leaders that want to bring about positive change in their communities, networks and organisations. Focus areas are resilience, performance improvement, sustainability and innovation. * [Jord Rolland de Rengervé](https://www.linkedin.com/in/jordrengerve/) is a Team Collaboration Coach. As an Agile Coach, Scrum Master, Team Leader, Facilitator or Program Manager, he supports IT teams in finding smoother ways of working remotely and in the office. Collaboration, Engagement and Systemic motivation are completing the Agile toolbox and Project organisation skills to foster team collaboration. Jord is a Sketch noter, Illustrator and Serious gamer.

Run a smartphone company by planning production, pricing, expansion, and research. Pricing decisions affect turn order and sales, forcing you to predict opponents’ moves. A tight economic game where planning ahead and reading the market is everything. [How to Play](https://youtu.be/OKYnLjdf0gA?si=RPlvSg8DK8uMTBDS) [BGG](https://boardgamegeek.com/boardgame/246684/smartphone-inc) [Rulebook](https://www.arcanewonders.com/eu/wp-content/uploads/sites/6/2024/06/smartphone-rules-eng-2019.pdf) Everyone is welcome! No previous experience or game knowledge needed — I’ll explain all the rules before we start.

Would you like to improve your language skills and networking in a casual atmosphere? This event is for you! All languages welcome! Everyone is welcome! The aim is to speak with native/fluent speakers of your target language(s). You'll be around all types of people throughout the whole event. We will be in a private area. A great atmosphere is guaranteed! You'll have to order a drink to attend the event 😀 Don't hesitate to contact us for any further information

Hi everyone, This coffee morning event is @MIR Concept Coffee Store! Saturday, 9 May 2026, from 10:00 - 13:00. MIR opened its doors about 4 years ago, right off Place Jourdan. Doriana, the owner, is a super nice host, and is excited to have our group as her café. The café is very beautiful and has great coffee, and many yummy food options. Their Instagram channel: https://www.instagram.com/mirconceptstore/ **The address is:** MIR Concept Coffee Store Rue Gray 4A 1040 Etterbeek *** 1. The **prime time** of the event is **10:30 - 12:30**. That's when most people will be there. 2. When you enter the gallery, it's either on the right-hand side or left-hand side of its hallway, depending which entrance you take. 3. If you intend **to join past 12:00** (high noon), then there is no need to register. Just come and join! 4. **DON'T forget to cancel** if you can't join! 5. **Please, be respectful towards each other during the event. (And after ;))** **As always, feel free to follow us on INSTAGRAM!** [https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==](https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==) **THE STRUCTURE of THE EVENT:** * I will post the event on Saturday/Sunday evening for the following Saturday. * I send out a reminder to everyone on Friday. * There is sometimes a waiting list. * In case RSVP is closed (once there are 10-15 people on the waiting list), I might reopen it on Friday, depending on the number of cancellations in the meantime. * **For everyone on the waiting,** please check your status and messages on Friday evening the latest. I message everyone on the waiting list on Friday. * **Please, move to "not going" AS SOON AS you know that you can't come anymore, that includes everyone who is on the waiting list.** **IMPORTANT:** * **Please, be respectful towards each other during the event. (And after ;))** * When you register yourself, be careful not to register accidentally a +1 guest (unless you bring a guest). It happens very often. * If you have any questions then, message me. *** **A MESSAGE FOR NEWCOMERS:** *In the three years of hosting this coffee group, I have met many people who struggle with anxieties when coming to an event for the first time. Sometimes, it took them more than one attempt before being able to join.* *Occasionally, people reach out to me before the event, and I have always been grateful for that as it offers the opportunity to communicate with each other and to find the best and most gentle way for that person to join the group.* *I would like to encourage everyone who struggles with this to contact me before. It would really be too bad if you can't join us, as it mostly gets better the second or third time you come.* *In addition to that, if you arrive and notice any signs of nervousness or fear, you can always let me know right then.* **THANK YOU AND SEE YOU ALL ON Saturday!**

This coffee morning event is @ The Unusual Café! Sunday, 10 May 2026, from 10:00 - 12:30. It's limited to 30 attendees. Therefore, please, **cancel if you can't join anymore.** The Unusual opened its doors in February 2025. It's a wonderful specialty coffee bar that also specialises in Belgian hot chocolates. Each month, they create a new special hot chocolate. It's run by a super nice staff that has created **a community place** that is more than just a café. **The Instagram channel:** https://www.instagram.com/theunusual.brussels/ **Website:** https://theunusual.be/ **The address is:** The Unusual [Rue Montagne aux Herbes Potagères 49](https://maps.app.goo.gl/2JZKjKSQ43GAwebs5) 1000 Brussels *** 1. The **prime time** of the event is **10:00 - 12:00**. That's when most people will be there. 2. If you intend **to join past 12:00** (high noon), then there is no need to register. Just come and join! 3. **DON'T forget to cancel** if you can't join! 4. **Please, be respectful towards each other during the event. (And after ;))** As always, feel free to **follow us on INSTAGRAM!** [https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==](https://instagram.com/weekendmorningcoffee?igshid=OGQ5ZDc2ODk2ZA==) **THE STRUCTURE of THE EVENT:** * I will post the event on Saturday/Sunday evening for the following Saturday. * I send out a reminder to everyone on Friday. * There is sometimes a waiting list. * In case RSVP is closed (once there are 10-15 people on the waiting list), I might reopen it on Friday, depending on the number of cancellations in the meantime. * **For everyone on the waiting,** please check your status and messages on Friday evening the latest. I message everyone on the waiting list on Friday. * **Please, move to "not going" AS SOON AS you know that you can't come anymore, that includes everyone who is on the waiting list.** **IMPORTANT:** * **Please, be respectful towards each other during the event. (And after ;))** * When you register yourself, be careful not to register accidentally a +1 guest (unless you bring a guest). It happens very often. * If you have any questions then, message me. *** **A MESSAGE FOR NEWCOMERS:** *In the three years of hosting this coffee group, I have met many people who struggle with anxieties when coming to an event for the first time. Sometimes, it took them more than one attempt before being able to join.* *Occasionally, people reach out to me before the event, and I have always been grateful for that as it offers the opportunity to communicate with each other and to find the best and most gentle way for that person to join the group.* *I would like to encourage everyone who struggles with this to contact me before. It would really be too bad if you can't join us, as it mostly gets better the second or third time you come.* *In addition to that, if you arrive and notice any signs of nervousness or fear, you can always let me know right then.* **THANK YOU AND SEE YOU ALL ON Saturday!**

Meet and make new Friends after work.

Making new friends in a new city doesn’t need to be a struggle at all.

Join us for a full day of collaborative work at HSBXL! This event is open to everyone who enjoys working in a community environment, whether you're advancing on business ventures, freelance projects, or creative endeavors. Bring your laptops, your enthusiasm, and your projects to collaborate, learn, and share in the main room of our spacious hackerspace. During this **8-hour co-working event**, you'll have the opportunity to work on your project, ask for feedback, offer help to others, and if you wish, share your achievements at the end of the day. **Please Note**: While HSBXL has multiple rooms for various purposes, this coworking event is taking place in the main room. It's important to note that online meetings should be avoided during this event to prevent noise disturbance and to maintain a conducive work environment for everyone. \#\#\# What the day will look like: 1\. Introduction and setting up: Find a comfortable spot in the main room\, set up your workspace and grab a Club Mate\, soft drink\, or a coffee to get your day started\. 2\. Work Session: Dive into your project\, seek assistance\, and collaborate with others\. 3\. Sharing Session: Optional\, but encouraged\! Share what you've worked on\, your challenges\, and triumphs\. \#\#\# How to get to HSBXL: HSBXL is located in Brussels. For detailed instructions on how to get to the hackerspace, please visit [here](https://hsbxl.be/enter/). If you encounter any issues while trying to get in, you can contact us at +32 28804004. Please note that the phone is inside the space. Alternatively, you can also reach out to us in our [Matrix chatroom](https://matrix.to/#/#hsbxl:matrix.org). \#\#\# Requirements Please bring your laptop, and if you have, an extension cord. The space has WiFi, but having your own internet backup solution can also be useful. Join us at this **8-hour co-working day** in the main room of HSBXL, and we hope you'll have made progress on your projects, learned something new, and most importantly, enjoyed the power of community collaboration. Whether you're a freelancer, entrepreneur, or creative, we welcome you to this day of productivity, sharing, and collaboration.

💫 **Speed Dating for Surrey Singles Who Want the Real Thing** You don't need to be outgoing. You don't need experience. You just need to be curious, open, and genuinely interested in meeting someone worth keeping around. If you're looking for something lasting — not just exciting for a moment, but genuinely worth investing in — you'll fit right in here. Runs entirely on Zoom. Private one-on-one rounds with Surrey locals who are in your age range. No venue, no dress code, no awkwardness. **Find your age group and sign up:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=seek-sincere-relationships-through-group-outings&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=seek-sincere-relationships-through-group-outings&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=seek-sincere-relationships-through-group-outings&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=seek-sincere-relationships-through-group-outings&ar=55+&face_v=3.0) 📋 Important: RSVP here is just the first step. Follow the link above, complete the registration form and personality quiz to be confirmed. --- **What happens next:** 1. Click your age group link above, register, and fill in the short personality questionnaire. 2. Show up on Zoom at the scheduled time. No special setup, just click and join. 3. Meet Surrey singles in short back-to-back rounds, all matched to your age group. 4. Mutual matches are revealed after the event — reach out when you're ready. Numbers are kept low so it stays personal. No noise. No filler. Just people who showed up for the same reason you did.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](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/](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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

💌 **Online Speed Dating for Cincinnati Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cincinnati singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**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 John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant. *** Did you know that there are atheists everywhere?!?! You may not know it, but we are! We're in your schools, diners, police force, military, government, and some are even still in your churches! So come and join us and meet other local atheists, along with agnostics, heathens, humanists, skeptics, and anyone else who's 'hell bound'! Vision: a Central Ohio that accepts atheism as a viable alternative in all areas of public and private life. Mission: grow, support, and provide community for atheists in Central Ohio. Social meetings held most Tuesdays at a local pub/restaurant at 7:00 PM (and often into the wee hours). Attendees call themselves agnostics, skeptics, humanists, non-theists, deists or even theists. All attendees are welcome but should support our vision. Atheists of Columbus (AoC) is part of Omnipresent Atheists (OA). AoC members are invited to join this OA meetup and/or OA Facebook group ( https://www.facebook.com/groups/omnipresentatheists/ ) but are free to continue conversations on the AoC Facebook group ( https://www.facebook.com/groups/columbusatheists/ ). AoC was founded in 2012 as a networking, social group for Central Ohio area humanists, skeptics, atheists, agnostics, nonbelievers, freethinkers, and the curious. It was a member of Columbus CoR and held weekly meetings, mostly on Fridays, for several years but then operated as an online only group for some time. In November 2018, Omnipresent Atheists (OA), a group that routinely meets on Tuesdays, invited AoC to merge. Omnipresent Atheists is a member of the Columbus Coalition of Reason (ColumbusCoR.org). Omnipresent Atheists is a member of the Columbus Coalition of Reason ( http://www.ColumbusCoR.org ). Omnipresent Atheists endorses the mission of the Secular Coalition for America ( http://secular.org ).

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!