Data Security

☕ Our next Executive Breakfast is already here: step inside the [#EMBA](https://www.linkedin.com/search/results/all/?keywords=%23emba&origin=HASH_TAG_FROM_FEED) Journey with [Jijin Balakrishnan](https://www.linkedin.com/in/jijin-balakrishnan/) Considering an Executive MBA and want a real view of the experience beyond the brochure? Join us in Brussels for an informal morning with our community – current participants, alumni, and professionals exploring their next step. What’s in it for you? ✅ Expand your network in a small-group setting ✅ Hear candid EMBA stories and practical takeaways ✅ Ask your questions directly to an alumnus and programme representatives ✅ Understand how EMBA learning turns into sharper decisions and stronger execution at work 📌 Special guest: [Jijin Balakrishnan](https://www.linkedin.com/in/jijin-balakrishnan/), alumnus of the International Executive MBA Class of 2025, jointly organised by [BMI Executive Institute](https://www.linkedin.com/company/bmiexecutiveinstitute/) and [Louvain School of Management](https://www.linkedin.com/company/louvainschoolofmanagement/) ([Université catholique de Louvain](https://www.linkedin.com/company/uclouvain/)) 💼 Current role: Independent IT Consultant 🌍 Background: With 20+ years in IT software and agile transformation, Jijin has led complex initiatives and supported organisations through major change. His Executive MBA journey is now shaping his hands-on leadership of a tech start-up, where strategic insight translates directly into product innovation and execution – bridging deep technical expertise with the business acumen needed to turn vision into measurable impact. Event details: 📅 11 February 2026 \| 🕗 8:30\-10:00 📍 [Comet Meetings](https://www.linkedin.com/company/cometeurope/) – Louise (Pl. Stéphanie 20, 1050 Brussels) 🎟️ Free of charge 🔗 Register via the link ➡️ [https://shorturl.at/8hN6F](https://shorturl.at/8hN6F)

**⚡️ Bitcoin accepted** via [Swiss Bitcoin Pay](https://swiss-bitcoin-pay.ch/) **⚡️** No presentations (usually). No altcoins or shitcoins. No photos. Telegram: [https://t.me/BrusselsBitcoinMeetupGroup](https://t.me/BrusselsBitcoinMeetupGroup) NOSTR: [https://tinyurl.com/BRUSSELS-BITCOIN](https://tinyurl.com/BRUSSELS-BITCOIN) Every 2nd Wednesday of the month.

This is a **recurring weekly gathering** of open-minded people who want to understand geopolitics **without confirmation bias**. We are not here to repeat talking points, defend camps, or feel morally validated. We are here to **listen, compare perspectives, and learn** — especially from people who come from, live in, or are directly affected by the regions being discussed. Each week, we look at **current and long-term geopolitical issues**, including conflicts rarely covered or oversimplified by Western media. **Topics We Cover** Our discussions focus on **current and long-term geopolitical issues**, including conflicts rarely covered or oversimplified by Western media, sovereignty, and reality as it is, not as it is marketed. We approach geopolitics and society from a realist, sovereignty-first perspective, skeptical of globalist ideology and media **groupthink**. The aim is to understand interests, incentives, history, law, and consequences — not to rehearse fashionable outrage. **Examples of topics we regularly examine include:** **1\. Venezuela & Cuba** Sanctions, regime survival, sovereignty, and how U.S. policy, energy interests, and regional power dynamics shape outcomes in Latin America — beyond Cold War clichés. **2\. Ukraine\, Cyprus & European Borders** Frozen conflicts, divided territories, and how international law is selectively applied when sovereignty clashes with strategic interests. **3\. Iran\, Gaza\, Syria & Lebanon** The Middle East beyond slogans: proxy wars, regional balances, sectarian fault lines, sanctions, militias, state collapse, and why Western media framing often obscures long-term realities. **4\. Congo \(DRC\) & Resource Wars** How minerals, supply chains, and foreign interests fuel instability in Africa — and why some of the deadliest conflicts on earth barely make the news. **5\. Taiwan\, Greenland & Strategic Geography** Why islands, trade routes, chokepoints, and remote territories matter enormously in a multipolar world — and how geography shapes power more than ideology ever will. **What Makes This Different** – We prioritize **voices from affected regions**: Latin America, the Middle East, Africa, Eastern Europe, Asia – We examine **what Western media doesn’t tell, doesn’t show, or doesn’t contextualize** – We welcome **new ideas, uncomfortable facts, and disagreement** – We focus on power, interests, culture, history, economics — not slogans **This is not a safe space for ideology.** **It *is* a safe space for honest thinking.** In Brussels, there are already debate initiatives that offer structured discussions. Too often, however, a small circle curates skewed propositions and narrows the range of acceptable conclusions, turning moderation into gatekeeping . There are also plenty of spaces dedicated to repeating anti-American slogans or reducing complex geopolitics to partisan outrage. This forum is not one of them. Our approach is different. **We welcome genuine diversity of opinion and lived experience.** No one here will be cancelled, banned, or shamed for challenging dominant narratives. Ideas are debated openly; personal attacks and defamation are not tolerated. **Motions & Proposals Welcome** We actively encourage participants to propose motions for debate. If you suggest a motion, please do so with substance: a clear claim, basic historical or legal grounding, and an understanding of the stakes involved. Motions designed to provoke thinking are welcome; motions designed to score points or repeat media talking points are not. **Languages** The language of discussion will depend on the participants present. Debates are typically held in English and French, but we are comfortable switching or accommodating other languages when the moderation team can support it. Languages we can currently handle include: – English – French – Dutch – Spanish – Italian – Russian – Farsi The goal is understanding, not linguistic purity. When needed, participants may clarify or translate key points to ensure everyone can follow the discussion. If you speak more than one language, that’s an asset here ### **What We Ask of Participants** – Come to understand, not to perform or “win” – Be genuinely open to **new ideas and perspectives**, especially those that challenge your own – Speak from **knowledge**, not slogans — history, law, and context matter – If you bring a topic, come prepared: facts, timelines, sources, and legal or historical grounding are encouraged – Argue **ideas**, never individuals – No censorship of viewpoints – No personal attacks – No defamation or accusations against individuals **Strong disagreement is not only accepted — it is expected.** **Intellectual laziness is not.** **This is not a dating meetup.** Not every social space exists for flirting, hitting on people, or testing romantic opportunities. Anyone who treats this forum as a dating pool, approaches others with unwanted advances, or assumes participation implies romantic availability is misunderstanding the purpose of this group. Conversation comes first. Ideas come first. Respect comes first. If you are here primarily to date, pursue, or pressure others, this is not the right space for you. Boundaries are enforced. Discomfort is taken seriously. **Those who ignore this will be immediately asked to leave.** **Location & RSVP** The event will take place in Ixelles, in a public bar. To keep the discussion safe, focused, and accountable, the exact venue will be shared only with confirmed RSVPs via our WhatsApp chat. Depending on the final size of the group, we have several appropriate and secure venue options in the area. This allows us to: – Adapt the venue to the group size – Avoid disruptive or bad-faith behavior common to fully open meetups – Prevent meetup creeps and repeat offenders – Ensure everyone present respects the rules of conduct 👉 To RSVP and receive the location: **https://chat.whatsapp.com/LX7UkWGZ3UdLQWLBvNdezN** The goal is not exclusivity, but accountability and quality of discussion. If this format doesn’t suit you, this event may not be the right fit.

### **O’DANCE FIESTA — WEDNESDAYS IN BRUSSELS** **Bring the sunshine to your week!** ***Salsa – Bachata – Kizomba*** Meet, dance, connect & make new friends 📍 Rue Montoyer 1, 1000 Brussels **EVERY WEDNESDAY** ⏰ **6:30 PM** – Welcome + Salsa mini demo **7:00 PM** – Salsa Beginners **8:00 PM** – Salsa Intermediate **9:00 PM** – Practica & SBK Dance Social – FREE Entry INSTA: [O'dance_events](https://www.instagram.com/odance_events?igsh=MXg5eXE4d3g1bXdjMw==) PHONE :0499/891868 No partner? No problem! Warm, fun & international vibe Join the O’Dance energy and dance your heart out! ### **O’DANCE FIESTA — TOUS LES MERCREDIS À BRUXELLES** **Faites entrer le soleil dans votre semaine !** ***Salsa – Bachata – Kizomba*** Dansez, rencontrez, connectez et créez de nouvelles amitiés 📍 Rue Montoyer 1, 1000 Bruxelles **TOUS LES MERCREDIS** ⏰ **18h30** – Accueil **19h00** – Cours de Salsa débutants **20h00** – Cours de Salsa intermédiaires **21h00** – Practika & SBK Social (ENTREE GRATUITE) INSTA: [O'dance_events](https://www.instagram.com/odance_events?igsh=MXg5eXE4d3g1bXdjMw==) PHONE :0499/891868 Pas de partenaire ? Pas de souci ! Une ambiance chaleureuse, fun et internationale Rejoignez l’énergie O’Dance et dansez à fond !

Tonight we take a step away from heavy political and moral debates and turn our attention to something we all recognize instantly, the suit. Whether worn in courtrooms, weddings, business meetings, or on red carpets, the suit has become almost synonymous with formality. Yet its presence feels so natural that we rarely stop to ask how it came to dominate our collective understanding of what it means to “dress properly.” The modern suit did not appear out of nowhere. Its roots trace back to military and aristocratic dress codes that gradually transformed into civilian formal wear during the industrial age. Over time, what began as a specific cultural artifact spread globally and came to be seen, in many places, as the default language of formal attire. So ingrained is this image that many of us struggle to imagine a time when the three-piece suit was not the expected norm for serious occasions. At the same time, this story is not universal. In many cultures, the suit is not a neutral symbol of professionalism but a garment tied to colonial history, imported norms, and the pressure to conform to Western standards. What some view as timeless elegance may, for others, represent cultural erasure or the expectation to abandon traditional forms of dress in order to be taken seriously. Even today, debates continue around what counts as “professional” attire and who gets to define it. Despite countless changes in fashion, social norms, and work culture, the suit has remained remarkably resilient. From old Hollywood icons to modern TV characters, the suit carries an aura of confidence and authority. Just take Barney Stinson’s relentless “Suit up!” campaign in *How I Met Your Mother* as an example, where suits were treated less like clothing and more like a life philosophy. But does longevity automatically make something timeless? Is the suit a genuinely universal classic that transcends generations and cultural differences, or is it simply a tradition maintained by habit and expectation? This evening, we invite you to explore these questions through debate, examining the history, symbolism, cultural influence, and future of one of the most recognizable garments in the world. This debate will follow a British Parliamentary format with eight debaters split into **four teams of two.** Participants who wish to speak are highly encouraged to bring a paper and pen. You are welcome to participate even if you have no prior debating experience. We aim for debates that are respectful, constructive, and welcoming: * **Respect ideas and people** Listen actively, stay quiet while others speak, and debate arguments, not identities or beliefs. * **Be concise and civil** Keep questions short and relevant; avoid hostility, hate speech, or discrimination. * **Respect boundaries and time** No unwanted advances or suggestive behavior; arrive on time to avoid disrupting the debate. * **Follow moderators** They guide the discussion and ensure fairness.

Welcome to our card games night. We will play on Wednesday from 19h-21h at CHEZWaWa Châtelain, a small restaurant. The address is Rue Américaine 91, 1050 Brussels. (Be careful, there also is another CHEZWaWa restaurant.) Please arrive on time. Feel free to call Bruno if you need directions or have questions at +32 485 298 713. We'll bring a selection of games, and you are welcome to bring any of your own. The restaurant serves delicious Mexican-Californian food you might wanna try. It will be available until 20h30. Our group gets a 10% discount on food. We encourage you to have at least a drink, it helps to keep the business running ;) If you like, you can also come a bit earlier for a chat or a snack. We'll be there from 18h30. Katja and Bruno

🌟 Hello Yogis and Future Yogis! 🌟 NEW YEAR - New You ? :-) Maybe you've always wanted to try a Men-Only Yoga class but kept putting it off to January ? :) Well... January is here now - so no more reasons for you not to join our weekly Yoga Class **exclusively for men**. Gay, Bi, Trans, ally, curious, we don't really care... if you identify as male and have friendly vibes - come and join us ! Ladies, unfortunately you'll have to skip this one - but come and join us on Sunday mornings ! :) 🧘‍♀️🧘‍♂️ Class takes place every **Wednesday evening - from 18:30 to 19:45 :)** After class, we can hang around for a cup of tea and a chat, or go for a drink - depending on the energy. No need to worry if you've never tried Yoga before – everyone is welcome, beginners included! 🌈 Just bring yourself in some comfy clothes and let the magic happen :-). 🌿 **Class Details:** * Classes take place [Merci Wellness - Place Dillens 1, 1060 Saint-Gilles](https://www.merci-wellness.be/plan-acces.php). Very easy to get there, either by bike or metro (Hotel des Monnaies). * ⏰ 18:30 to 19:45 (doors will open at 18:15 - **class starts at 18:30 sharp** \- not possible to join after that **as the door will be closed**). 💸 **Cost:** * First class: 10 euros 🌟 * Single class: 15 euros 🧘‍♂️ * 5-class pass: 65 euros (valid for 3 months - a great deal for regular yogis! 🎉) You can pay your class on site either in CASH or through PAYCONIC. For more info - follow us on [Instagram.com/queeryogabrussels](http://www.instagram.com/queeryogabrussels) **Come and try it !** Spend a moment in a nice atmosphere and discover the benefits of Yoga, from increased flexibility, better posture, a stronger body to a calmer mind. See you on the mat! 🧘‍♀️✨ Edson P.S. We also have a "mixed gender" class on Sunday mornings from 11:00 to 12:15 - make sure to check it out on Meetup !

Join us for the 12th edition of our meetup, filled with insightful sessions on Databricks, great company, and drinks & bites. As always, expect the same great format: a food & drinks reception, two sessions, and a laid-back closing drink. 📍 **Location:** Plainsight Office Kruisbaan 70 2800 Mechelen **🚅 How to get there?** The event venue is easy to reach by both car and public transport. If you’re coming by car, parking is available at the office, including EV charging stations. Traveling by public transport? Take the train to Mechelen station, then continue with a 10-minute bus ride to the office. 🕡 **Schedule:** * **6:00 pm:** **Welcome with food & drinks** Doors open, grab a drink and a bite as we get started! * **7:00 pm - 7:40 pm:** **From data to demand: Developing your own forecasting models & Custom AI Agents with Databricks** Turning client data into reliable demand forecasts is one thing, operationalizing it safely at scale is the real challenge. This meetup talk shows how we use Databricks as the backbone for demand forecasting, from data preparation to production-grade delivery. MLFlow sits at the core: tracking experiments, comparing runs, and registering the best model for controlled promotion and rollout. We’ll demonstrate how the model is embedded in Databricks data pipelines so forecasts are produced automatically and consistently for downstream use. Forecasts naturally trigger follow-up questions, so we’ll also introduce our own secure agent that answers client questions grounded in their own data. You’ll see how agent-level security and access controls keep every response scoped, compliant, and auditable, without slowing teams down. *By [Bram Verbeke](https://www.linkedin.com/in/bram-verbeke/), Analytics Consultant @ Plainsight* * **7:50 pm - 8:30 pm: Engineering the Future: Next-Generation Pipelines with Databricks Lakeflow** Databricks Lakeflow is a powerful set of tools for running data engineering workflows on Databricks. It allows data practitioners to build end-to-end, production-ready data pipelines. Yet, having the right tools is only half the job; knowing how to use them effectively is just as important. During this session, we’ll dive into the most important components of the Lakeflow toolkit: Lakeflow Connect for seamless data ingestion, Lakeflow Declarative Pipelines for building robust batch and streaming pipelines, and Lakeflow Jobs for headache-free workload automation. Attendees will gain practical insights into building production-ready data pipelines. Focusing on proven data engineering best practices, we’ll also look ahead to the future of Databricks Lakeflow and how it can help democratize data across teams *By [Oleksandra Bovkun](https://www.linkedin.com/in/oleksandra-bovkun/), Sr. Developer Advocate @ Databricks* * **8:30 pm - 10:30 pm:** **Networking & Drinks** End the night with casual drinks and great conversations! 🚀 **Be part of our 12th meetup - RSVP now and join the community!** 🔊 *If you want to speak at an upcoming meetup, don't hesitate to submit your session [here](https://sessionize.com/databricks-meetup-belgium421/)!*

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.

We will cover the following topics * Tech as a tool of geopolitical power * Relations with the U.S., China, and Global South * Export controls and tech diplomacy * Balancing openness with strategic protection I am looking forward to discussing with you this critical topic, You will find below links to articles that I suggest as pre-reads for our chat. Reading one article is enough, reading them all is a plus. Also, feel free to suggest what you think might be relevant for the discussion via DM. 1. [https://www.atlanticcouncil.org/in-depth-research-reports/report/digital-sovereignty-europes-declaration-of-independence/?utm_source=chatgpt.com](https://www.atlanticcouncil.org/in-depth-research-reports/report/digital-sovereignty-europes-declaration-of-independence/?utm_source=chatgpt.com) 2. [https://www.noemamag.com/reclaiming-europes-digital-sovereignty/](https://www.noemamag.com/reclaiming-europes-digital-sovereignty/) 3. [https://ip-quarterly.com/en/dominance-and-sovereignty-geopolitics-transatlantic-tech-stack?utm_source=chatgpt.com](https://ip-quarterly.com/en/dominance-and-sovereignty-geopolitics-transatlantic-tech-stack?utm_source=chatgpt.com) 4. [https://ecfr.eu/article/trumps-ai-thaw-how-europe-and-the-gulf-can-protect-against-american-and-chinese-tech-pressure/?utm_source=chatgpt.com](https://ecfr.eu/article/trumps-ai-thaw-how-europe-and-the-gulf-can-protect-against-american-and-chinese-tech-pressure/?utm_source=chatgpt.com) 5. [https://www.webpronews.com/data-sovereignty-key-to-protection-amid-geopolitical-tensions/?utm_source=chatgpt.com](https://www.webpronews.com/data-sovereignty-key-to-protection-amid-geopolitical-tensions/?utm_source=chatgpt.com) I am considering changing the location, to a more private café in Place Jordan. If you have an issue with this, please let me know. Cheers, Carolina

Been with us before or coming along for the first time, all welcome. Join the journey from where you are and however ever you are. Lets explore together. Registration mandatory, limited seats available.

[French version below] APIs are everywhere — weather apps, mobile apps, online payments, dashboards — but do you really know what an API is and how it works? In this PyLadies Brussels workshop, we'll take a step back and focus on understanding APIs from first principles. **We'll explore:** * What an API actually is (beyond the buzzword) * How different applications communicate with each other * What CRUD means in practice * How the same API can be used from Python, the browser, and JavaScript Using simple examples (no heavy setup, no complex frameworks), we'll look at a small Python API, explore real online APIs directly in the browser, and see how JavaScript interacts with them. The goal is not to build a "perfect" API, but to build a clear mental model of how APIs work and why they exist. **What you'll need:** * Basic Python knowledge * Laptop with Python installed (a few laptops will be available if needed) * Curiosity about how things work Beginner-friendly, concept-focused, and open to anyone curious about APIs 💜 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Savez-vous vraiment ce qu'est une API ?** Les APIs sont partout — applications météo, applications mobiles, paiements en ligne, tableaux de bord — mais savez-vous vraiment ce qu'est une API et comment ça fonctionne ? Dans cet atelier PyLadies Brussels, on prend du recul pour comprendre les APIs depuis les bases. **On va explorer :** * Ce qu'est réellement une API (au-delà du buzzword) * Comment différentes applications communiquent entre elles * Ce que CRUD signifie en pratique * Comment la même API peut être utilisée depuis Python, le navigateur et JavaScript À travers des exemples simples (pas d'installation complexe, pas de frameworks lourds), on regardera une petite API Python, on explorera des APIs en ligne directement dans le navigateur, et on verra comment JavaScript interagit avec elles. L'objectif n'est pas de construire une API "parfaite", mais de construire un modèle mental clair de comment les APIs fonctionnent et pourquoi elles existent. **Ce qu'il vous faut :** * Des bases en Python * Un ordinateur portable avec Python installé (quelques ordinateurs seront disponibles si besoin) * De la curiosité Accessible aux débutant·e·s, axé sur les concepts, et ouvert à toute personne curieuse de comprendre les APIs 💜

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

We will be walking through the forest for a little about 1 1/2 hours, silently, just noticing the world around us and inside us. The idea is to experience the magic of a different type of walking, The invitation is to slow down and notice what is going on inside you and around you. Very often people experience a closer connection with nature and with self, with sometimes surprising insights. *Please make sure you are fit enough to go the 4.5 km distance. We will be walking slowly, but we will not take any breaks.* We will be meeting at the Hermann Debroux Metro at **14h**. (Exit straight ahead after leaving the platform--on the Loxam side). If you RSVP as coming, please be on time. We will be starting our walk from there 5 min. after the hour sharp. There is the renovated Maison de Prieur at the exit of the forest where we could gather for a drink or a meal after our walk, depending on what you feel like. Looking forward to an inward adventure? Come and join us on **Saturday, February 14, at 14h** My phone number is 0472 92 11 76, in case you need to communicate with me.

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**Abstract:** The Advanced Photon Source (APS) is an X-ray light source at Argonne National Laboratory where researchers perform imaging, diffraction and spectroscopy experiments at 68 specialized beamlines. APS recently completed a major upgrade that made it the brightest synchrotron in the world and upgraded many of the beamlines to take advantage of the dramatically brighter, more coherent beam. These new capabilities are increasing the facility’s raw data production from <10 PB/year before the upgrade to >100 PB/year once all instruments are back online. To meet this data challenge, the APS Beamline Data Pipeline project team is partnering with beamline staff to develop and deploy science data pipelines that use a common set of open-source software tools (many written in Python) to link instruments with the Polaris supercomputer at the Argonne Leadership Computing Facility (ALCF) for data processing. This talk will describe the APS data systems, our file-based and streaming pipeline templates, and some of the open-source software we use to extract scientific insights from beamline data. **Audience Takeaway:** Open source Python data acquisition and analysis tools are ubiquitous at the APS. Many of the packages that are mentioned can be found at [https://github.com/AdvancedPhotonSource](https://github.com/AdvancedPhotonSource). This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1](https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1) **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require **first and last names** of those who RSVP'd by **Feb 11**. Please take the main elevators at the center of the Mart. Attendees will then present their **IDs** when they arrive at the front desk on the 18th floor.

**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 **Abstract** TBD **YouTube Link** TBA

**NEW LOCATION: 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). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.