Business Intelligence

We're back and excited to feature **Nouamane Tazi**, who is currently a Research Engineer at **HuggingFace** and will discuss "**Scaling LLM Training to Thousands of GPUs**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.** Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free. **Who is this event for?** This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning. **Abstract**: Training large language models at scale introduces a cascade of systems bottlenecks absent at smaller scales: from communication overhead and memory fragmentation to subtle numerical instabilities that surface only across thousands of devices. This talk covers the practical design choices behind scaling LLM training to thousands of GPUs: what parallelism strategies work (and when they break), how to keep training runs efficient and stable, and the engineering trade-offs that shape modern pretraining infrastructure. The presentation aims to be accessible to a broad ML audience, drawing on real-world experience from large-scale open-source training runs at Hugging Face. **Bio**: Nouamane Tazi is a Machine Learning Research Engineer at Hugging Face, specializing in training and scaling large language models. He is a co-author of SmolLM3 and The Ultra Scale Playbook, and his research spans NLP, deep learning, and scalable AI infrastructure. We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This summer 2026, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from cohere, ETH Zürich, University of Oxford, HuggingFace, and Stanford University. Website: [https://bliss.berlin](https://bliss.berlin/) Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin) Disclaimer: By attending this event you agree to be photographed.

Join this in-person workshop in Berlin hosted by Mozilla.ai to build an AI agent with Octonous agent platform. ​No technical skills required. Just bring your laptop and your curiosity. **YOU MUST RSVP HERE:** **[https://luma.com/octonous-berlin-2026](https://luma.com/octonous-berlin-2026)** You won't automatically be accepted if you register on Meetup: ​**💻 About the event** ​This is an in-person, interactive product session in Berlin designed for professionals in: * ​Operations * ​Customer Support * ​Sales * ​Marketing * ​HR * ​Product ​Especially those who regularly deal with repetitive workflows and constant tool switching. ​If you've ever thought: * ​"Why am I still doing this manually?" * ​"There must be a smarter way to handle this." * ​"AI is powerful, but how would it actually work for my job?" ​This session is for you. ​You won't just watch a demo. You'll test the product yourself in an avant-premiere. Your feedback will directly shape how Octonous evolves ahead of its beta launch. **​Spots are limited to keep the session interactive.** We give priority to participants who can bring a real workflow they wish to automate. RSVP but **you must apply for a ticket here:** **[https://luma.com/octonous-berlin-2026](https://luma.com/octonous-berlin-2026)** \-\-\-\-\-\-\- For the latest Berlin Tech News, Events & Jobs head to **[techinberlin.com](https://www.techinberlin.com/)**

Do you like to play football - but relaxed and not with competitive or aggressive players? Are you a bit lazy, a bit old, a bit unfit or not so talented? Are you tired of insecure bros who only want to show off their skills? **Then [Lousy & Lazy Football](https://www.instagram.com/landlsc/) is the right thing for you!** We are a group of friendly people who just want to have a relaxed kick. All genders, ages (+18) and nationalities welcome. **Feel free to join the waitlist even if it seems long - sometimes we make the event larger and play on two pitches (24 players, four teams) or even three pitches (36 players, six teams), depending on demand.** Note: **We do not allow high-studded football boots during our sessions.** To avoid injuries, we only play with "Multinocken" (multistuds) or shorter. Please have a look here: [link](https://www.11teamsports.com/de-de/fussballschuhe/multinocken/). Rules for lazy & lousy football 1. **Don’t be competitive** 2. **No hard tackling/sliding challenges** 3. **Support new players by giving them the time and space to play the ball** 4. **Don’t dribble past multiple players (trying to take on a player is fine but at no point should you be trying to dribble past multiple players).** 5. **Don’t close down the defenders too quickly. Give the team a chance to play the ball out.** 6. **Rotate the goalkeeper** 7. **Be a teamplayer** Waiting list: This meetup is for members of the Lousy & Lazy Sport Club. If you want to try out our lousy & lazy sport events, you can do a trial run (Probetraining).

Are you a software engineer, product owner, or HR professional navigating the shift toward an AI-driven world? Join us for an in-person meetup in Berlin, where we bridge the gap between high-stakes AI implementation and the rapidly evolving European labor market. 🙌 Special thanks to our host, Blue Card Agency, for supporting the community and providing the venue for this event! 🔔 Agenda 🔹 Welcome & Intro A brief opening by our hosts from Blue Card Agency. 🔹 Talk 1: "Beyond the LLM Hype: Process Discovery is the Real Bottleneck" Speaker: Patrick Bunk, Co-Founder & Lead Architect Automating 120k PDF forms a year in a regulated manufacturing environment isn't just about "reading text" — it's about surviving the messy reality of human logic. In this talk, we’ll dive into a real production case where the biggest challenge wasn't the model, but the "uncomfortable truth": rules live in people’s heads, exceptions conflict, and "correct" is negotiable until you write it down. 🔹 Talk 2: "The Present and Future of the Labor Market with AI" Speaker: Milana Alenina, HR Partner How is AI actually changing the way companies hire and value work? We’ll explore the structural shifts happening right now in the European market, from the need for candidates to be "machine-readable" to how organizations are redesigning themselves to fit the new reality. ⚡️ What’s in it for you? We’re skipping the surface-level AI hype to talk about what’s actually happening in the trenches. Come for the real-world war stories of automating regulated workflows, stay for a brutally honest look at how AI is rewriting the rules of recruitment and organizational value in Europe. It's a chance to cut through the "vibes" and see the actual mechanics of the shift — followed by drinks and networking with fellow builders and strategists. 📌 Attendance is free, but spots are limited — register now to save yours! 📅 Date: 21st of April 📍 Location: Ziegelstraße 2, Berlin 🎤 About the Speakers: Patrick Bunk, Co-Founder & Lead Architect — Expert in building robust AI pipelines and navigating the complexities of high-stakes automation. Milana Alenina, HR Partner with 11+ years of experience who experiments with AI tools across various HR functions.

A 2‑hour painting session focused on colorizing 3D‑printed models. **About this course** This workshop is designed to introduce participants to the world of painting 3D‑printed objects such as busts, masks, figurines, and miniatures. Whether you want to learn techniques for smooth gradients, realistic textures, weathering, metallic finishes, or character detailing, this course will guide you through every step. You can join at any time. Each session is self‑contained and suitable for all skill levels. All essential painting materials are provided, and you are welcome to bring your own brushes or paints if you prefer. The workshop is hosted by visual artist Miltos Despoudis. **How much does it cost?** See options below: Member Pass (8 × Lessons, 2 hours each): 100 € Includes: * up 4 to small 3D models of small size to print * special low‑cost 3D printing prices * storage space for your ongoing prints or projects * prepaid lesson tickets are valid for 3 months Single Drop‑In Pass 1 × Lesson (2 hours): 15 € **How do I subscribe?** Reserve a spot here and simply show up at the event. Payment is done on‑site. Please confirm your attendance so we can prepare the appropriate materials and printing resources. **What do I need?** All painting supplies are provided. Optionally you may bring your own 3d print models or art tools. There will be ready-to-paint small 3d prints at the session. These are given for free. For custom ones you need to book for the Member's Pass. **More Info** Sessions happen weekly. Learn more about additional creative workshops here: [creativesessions.art/workshops](https://creativesessions.art/workshops/) **Refund Policy** Refunds are considered on a case‑by‑case basis. If you booked a Single Drop‑In Pass, refunds are possible up to one day before the event. For the Member Pass, once one session has been used, refunds are not possible.

**Details** Join us at Bödikerstraße 25 for a yet another delightful DevOps meet-up, this time hosted by Enpal! **Agenda** 18:00 Open Doors 18:25 Enpal Introduction 18:30 Talk 1 - From ClickOps to Scalable Platform *by Pepijn Schoen* 19:00 Food and Beer 19:30 Talk 2 - It works… but no one understands it: The hidden problem in DevOps *by Dayana Mick* 20:00 Networking & Drinks 21:00 Close ➡️ Interested in speaking at this event? Fill out our [Call for Speakers](https://forms.gle/51NCoVixa3Us4Crz7) -> please hand in your talks for this event until 07.04. latest THX ➡️ Interested in hosting an event? Fill out our [Call for Hosts](https://docs.google.com/forms/d/e/1FAIpQLScBpga8Yp-QAQt2lGskZWOThaKyQ_MbMbZaNcklgeXxqr5Vrg/viewform?usp=sf_link) and let's set up a meeting. *Pepijn Schoen* **From ClickOps to Scalable Platform** For engineers and engineering leaders, on culture and decision making. Abstract We ran everything in one Azure subscription. Leads and sales, installations and steering energy systems. Everyone had access. Most resources were created manually. It was unclear who owned what. As the tech org grew from 100 to 300 people, reinventing security and scaling individually stopped working. We'll cover how we approached platform building as gardeners rather than architects: observing what already works, replicating it, and letting rituals emerge before encoding them. We'll look at some mistakes we made along the way and what we learned from each. *Dayana Mick* **It works… but no one understands it: The hidden problem in DevOps** For several years, I kept asking the same question to senior developers, staff engineers, and mentors: “What is a build?” I rarely got a clear answer. Not because people didn’t know, but because the mental model had faded somewhere between Terraform, Ansible, Kubernetes, and “just run this command.” At some point, I realized I could run pipelines, deploy services, and fix things just enough to move forward, but explaining what was actually happening was much harder. And I was not the only one. This talk is about a pattern I’ve seen across every company I’ve worked at. Systems that work, but are not really understood. Teams running platform commands from memory. Platform teams becoming bottlenecks. Incidents where even experienced engineers hesitate. And situations where people rely on tools without a clear sense of what is actually happening underneath. With AI, this is only accelerating. This is a talk for anyone who has ever copy-pasted a command, watched it work, and decided not to ask further questions. It is especially relevant for junior and mid-level engineers navigating DevOps complexity, and for teams who are trying to scale tooling without losing shared understanding.

***🔗 Link to registration: [https://luma.com/s8mfiusl](https://luma.com/s8mfiusl)*** We’re excited to invite you to a special edition of our next meetup - for the first time ever, Product Management Society Berlin is teaming up with Miro 🤝 This session will explore a timely topic: the future of the design process in an era of rapidly increasing production speed. While some chief designers at major companies have declared the design process “dead” or no longer fit for today’s pace, others strongly disagree. What changes when prototypes can be created in minutes? What are the limits? What remains essential? In the first part, we’ll open the floor to different perspectives from across the room. In the second part, we’ll work together to explore and shape ideas for a more resilient design process. Whether you're a PM, designer, or simply curious, you’re very welcome to join the discussion and contribute your ideas. 👉 Spots are limited - register on Luma using the link above ^ Looking forward to seeing you there!

**Hey Berlin Data Folks!** We’re looking forward to our first meetup of the spring on **23rd April**. Our Batch 45 participants have been working hard on their final projects, and they’re ready to share what they’ve built. It’s a casual evening to see some practical AI applications, meet others in the local data community, and chat about new ideas in the field. We’ll also have some pizza and drinks to keep the conversation going. 🍕🍻 **Free to Attend!** **Agenda:** **17:30** \- Drinks and Networking **18:00** \- Welcome & Introduction Followed by Project Presentations **Project Ideas:** **1\. AI/ML – Office Posture Classification** ***Project by Mariami Marsagishvili*** An intelligent desktop application using a computer vision pipeline (TensorFlow/MoveNet) to monitor 17 body keypoints in real time. It calculates joint angles to detect slouching and provides automated stretch recommendations. **2\. RestockVi — Smartphone\-Based Inventory Intelligence** ***Project by Vikhyati Singh*** A novel retail solution utilizing "Rectangular Lattice Gap Detection" (RLGD). This identifies out-of-stock items via smartphone scan without requiring pre-trained product datasets, making high-end inventory AI accessible to independent stores. **3\. Fraud Eye — Intelligent Verification for Insurance** ***Project by Juliya Sebastian*** An advanced verification layer that detects AI-generated or manipulated images in insurance claims. It analyzes pixel-level consistency and physical plausibility (lighting/reflections) to combat sophisticated digital fraud. **4\. MigraineChat — Voice\-First LLM Health Logging** ***Project by Isabella Boux and Maxim Smirnov*** A voice-to-data system that uses an LLM-powered extraction pipeline to transform unstructured speech into structured longitudinal health records, enabling predictive modeling for personal triggers. **19:30** \- Open for networking **20:30** \- Wrap up We have limited seat so please RSVP soon. See you all at the event.

**Veranstaltungsort:** Café Amelie Pappelallee 11 10437 Berlin Nächste **U-Bahn-Station**: U2 Eberswalder Straße (4 Gehminuten) **Start:** 09:10 Uhr **Einlass:** ab 09:00 Uhr Liebe Berliner Unternehmer, wir brechen derzeit alle Besucher-Rekorde bei unseren Meetups im Prenzlauer Berg und hoffen, dass im April auch noch das Wetter mitspielt, damit wir einige der Gespräche ins Freie verlagern können. ;-) Erneut verschlägt es uns in eines der am besten bewerteten Cafés in Berlin: dem Café Amelie im Prenzlauer Berg. Wie auf dem Bild bereits ersichtlich "streckt" sich das Café, was uns eine besonders geeignete Basis für intensiven Austausch zwischen den Teilnehmern ermöglicht. Darüber hinaus gibt es hervorragenden Kaffee sowie Gebäck- und Kuchen-Spezialitäten, vielleicht sogar in einem besonderen Combo-Deal für BNB-Teilnehmer. ;-) Vor Ort gibt es wie gewohnt frische Geschäftskontakte, neue Denkansätze und interessante Kooperationsmöglichkeiten. Wir stoßen dies durch eine moderierte Kontaktrunde an, in der sich jeder Teilnehmer kurz vorstellen (ca. 1 Minute) und anschließend intensiven Austausch mit den anderen Teilnehmern betreiben kann. Bringt bitte nach Möglichkeiten **Visitenkarten** mit, da diese uns das Netzwerken erleichtern. Zu Beginn der Veranstaltung gibt es üblicherweise einen Impulsvortrag. Solltest du Interesse haben, einen Impulsvortrag zu halten, so schreib uns sehr gerne. Weitere Informationen gibt es auch hier: [Impulsvorträge bei BNB](https://netzwerken.berlin/impulsvortraege/) \-\-\- Alle Gründer/StartUps, Freiberufler und Unternehmer/Unternehmensvertreter sind willkommen beim Business MeetUp im Café Amelie im Prenzlauer Berg. Die Teilnahme ist generell kostenlos und NICHT an eine Mitgliedschaft gebunden. Den leckeren Kaffee, Croissants, Kuchen oder was auch immer dich zum Kauf animiert hat, bezahle bitte im Café ;-) Bitte beachten: Unternehmer mit Multi Level Marketing-Geschäftsmodellen schließen wir von unseren Veranstaltungen komplett aus. Weiterhin stehen wir auch allen Arten des Provisionsgeschäfts (Finanz-Optimierer, Immobilienmakler, Versicherungsvertreteter, etc.) extrem kritisch gegenüber und gestatten diesen keine Teilnahme an unseren Events. Solltet ihr der Meinung sein, ihr fallt nicht in diese Kategorie, obwohl ihr in einer der genannten Branchen arbeitet, so sprecht uns bitte im Vorfeld an. Für alle anderen Fragen zum Event stehen wir euch selbstverständlich ebenfalls zur Verfügung. Wir freuen uns darauf, auch dich persönlich kennenzulernen und dir bei der Entwicklung deines Geschäfts zu helfen! P.S.: Es werden mitunter Bilder auf den Events gemacht. Falls du ein riesiges Problem damit hast, auf diesen Bildern zu sehen zu sein, gib uns vor Ort bitte Bescheid.

Spring is here. And so are the sniffles. Not from pollen, but from data pipelines, AI hype, and the occasional rogue JSON. ​Join us for a spring edition of Data Berlin: an evening of talks on data and AI, good people, and plenty of networking. As always, free entry, drinks, and a few surprises. **We collect the [RSVP on Luma](https://luma.com/pkad09m9).** ​**Agenda** ​18:30 – Doors open & networking ​19:00 – Welcome remarks ​19:10 – Talk 1 (TBD) ​19:35 – Talk 2 (TBD) ​20:00 – Break ​20:10 – Talk 3 (TBD) ​20:35 – Closing remarks & networking **About our host:** [SumUp](https://www.sumup.com/?utm_source=luma) is a leading global financial technology company with the vision to create a world where everyone can build a thriving business. SumUp supports over 4 million merchants in 36 markets across Europe, the U.S., Latin America and Australia, with tools and services merchants need to start, run, and grow their business, tailor-made for small, micro, and nano segments. ​Committed to leveraging its success to make the world a better place, SumUp has pledged to donate 1% of future net revenues to environmental causes. ​**Want updates or more info?** ​Subscribe to our **newsletter**: [databerlin.substack.com](https://databerlin.substack.com). Follow us on **[LinkedIn](https://www.linkedin.com/company/data-berlin?utm_source=luma).** Looking for a job? [databerlin.net/jobs](https://databerlin.net/jobs). Join our **[Slack](https://join.slack.com/t/data-brln/shared_invite/zt-2ued0xvdu-aihzi2cKEwD_6_KDRd_1ag?utm_source=luma)**[ community](https://join.slack.com/t/data-brln/shared_invite/zt-2ued0xvdu-aihzi2cKEwD_6_KDRd_1ag?utm_source=luma).

Join our in-person meetup on April 24th to hear talks from experts on cutting-edge topics across AI, ML, and computer vision. **[Register to reserve your seat.](https://voxel51.com/events/berlin-ai-ml-and-computer-vision-meetup-april-24-2026)** Space is limited! **Date, Time and Location** Apr 24, 2026 5:30 PM - 8:30 PM [MotionLab](https://motionlab.berlin/) Bouchéstraße 12/Halle 20 12435 Berlin **Kaputt: A Large-Scale Dataset for Visual Defect Detection** We present a novel large-scale dataset for defect detection in a logistics setting. Recent work on industrial anomaly detection has primarily focused on manufacturing scenarios with highly controlled poses and a limited number of object categories. Existing benchmarks like MVTec-AD (Bergmann et al., 2021) and VisA (Zou et al., 2022) have reached saturation, with state-of-the-art methods achieving up to 99.9% AUROC scores. In contrast to manufacturing, anomaly detection in retail logistics faces new challenges, particularly in the diversity and variability of object pose and appearance. Leading anomaly detection methods fall short when applied to this new setting. To bridge this gap, we introduce a new benchmark that overcomes the current limitations of existing datasets. With over 230,000 images (and more than 29,000 defective instances), it is 40 times larger than MVTec and contains more than 48,000 distinct objects. To validate the difficulty of the problem, we conduct an extensive evaluation of multiple state-of-the-art anomaly detection methods, demonstrating that they do not surpass 56.96% AUROC on our dataset. Further qualitative analysis confirms that existing methods struggle to leverage normal samples under heavy pose and appearance variation. With our large-scale dataset, we set a new benchmark and encourage future research towards solving this challenging problem in retail logistics anomaly detection. The dataset is available for download under [https://www.kaputt-dataset.com](https://www.kaputt-dataset.com). *About the Speaker* [Sebastian Höfer](https://www.linkedin.com/in/sebastian-h%C3%B6fer-891178121/) is an Applied Science Manager at Amazon Fulfillment Technologies & Robotics, leading machine learning and computer vision research for large-scale robotics and warehouse automation. He received his PhD from the Robotics & Biology Lab at TU Berlin, focusing on Sim2Real transfer and robotic perception. His recent work, “Kaputt: A Large-Scale Dataset for Visual Defect Detection” (ICCV 2025) [37], established a major benchmark for industrial anomaly detection, reflecting his expertise at the intersection of academic research and real-world deployment. **Data Foundations for Vision-Language-Action Models** Model architectures get the papers, but data decides whether robots actually work. This talk introduces VLAs from a data-centric perspective: what makes robot datasets fundamentally different from image classification or video understanding, how the field is organizing its data (Open X-Embodiment, LeRobot, RLDS), and what evaluation benchmarks actually measure. We'll examine the unique challenges such as temporal structure, proprioceptive signals, and heterogeneity in embodiment, and discuss why addressing them matters more than the next architectural innovation. *About the Speaker* [Harpreet Sahota](https://www.linkedin.com/in/harpreetsahota204/) is a hacker-in-residence and machine learning engineer with a passion for deep learning and generative AI. He’s got a deep interest in VLMs, Visual Agents, Document AI, and Physical AI. **Most AI Agents Are Broken. Let’s Fix That** AI agents are having a moment, but most of them are little more than fragile prototypes that break under pressure. Together, we’ll explore why so many agentic systems fail in practice, and how to fix that with real engineering principles. In this talk, you’ll learn how to build agents that are modular, observable, and ready for production. If you’re tired of shiny agent demos that don't deliver, this talk is your blueprint for building agents that actually work. *About the Speaker* [Bilge Yücel](https://www.linkedin.com/in/bilge-yucel/) is a Senior Developer Relations Engineer at deepset, helping developers build agentic AI apps with Haystack. Passionate about AI, she makes complex concepts approachable through hands-on tutorials, both online and at real-life events. **Operationalizing Computer Vision for Overhead Lines: Beyond the Demo** At first glance, visual inspection of high-voltage power lines seems straightforward: collect imagery, run one or two AI models, and report the findings. In practice, moving beyond a proof of concept reveals a range of issues that can make or break a campaign. Common concerns include data quality and coverage, scarcity of the most relevant cases and abundance everywhere else, variations in pylon geometry and asset types across regions, calibration and GIS alignment challenges, and a long tail of edge cases that emerge in real-world operations. This talk introduces Siemens Energy’s end-to-end overhead line inspection solution and shares key learnings from inspecting more than 10,000 km of power lines for real customers across several continents. We will show how raw 2D/3D data is transformed into structured information, delivering insights into asset inventory as well as defects, and supporting maintenance and planning decisions for critical infrastructure. The focus is on the combination of algorithmic building blocks and scalable processing, designed for robustness and consistency at scale, where even low error rates can become operationally significant. *About the Speaker* [Stefan Wakolbinger](https://www.linkedin.com/in/stefan-wakolbinger-aa0ba874/) is the Development Team Lead for AI & Analytics at SIEAERO, Siemens Energy's digital powerline inspection service. He leads the development of cutting-edge AI and analytics solutions that transform aerial powerline inspection through multi-sensor technology. His team creates digital twins of powerline infrastructure, automates fault detection, and monitors vegetation management—making powerline inspection safer, more precise, and more efficient. Stefan has been driving innovation in this role since September 2022. **Search your video library like a database** Drop in YouTube URLs or upload files and query content four ways: exact keyword matching, semantic search across transcripts, visual scene search via SigLIP2, and LLM-generated answers that synthesise across segments. [Paras Mehta](https://www.linkedin.com/in/pmehtaeu/) is a Berlin-based AI engineer and CTO/co-founder of Sylby, a language learning app he built from scratch, reaching 10,000 users and raising €350K. Previously: data scientist at Motionlogic, senior software engineer at Volkswagen, a PhD from Freie Universität Berlin, and a visiting stint at Cambridge. He now works as an AI engineer at HPI's AI Service Centre.

Lasst uns unterhalten und austauschen in der eleganten Bar "Bellboy" und und über unsere Ideen sowie Geschäfte unterhalten. Bitte beachtet, dass ich aufgrund der Cancellation policy des Etablissements nur 4 Plätze erstmal reserviert habe. Falls ihr hundert Prozent vorbeikommen wollt, schreibt mir direkt. Achtung! Einlass erst ab 25 Adresse: [Anton-Wilhelm-Amo Straße 30 · 10117 Berlin](https://www.bing.com/ck/a?!&&p=bcb9815e35aa89a832ba1e8bfe5cf37331c344f5f99c408912890bdf0ed27fa3JmltdHM9MTc3NTM0NzIwMA&ptn=3&ver=2&hsh=4&fclid=0ed17468-76dd-6cec-05ff-635a77f16dfa&u=a1L21hcHM_Jm1lcGk9MH5-RW1iZWRkZWR-QWRkcmVzc19MaW5rJnR5PTE4JnE9QmVsbGJveSUyMEJhciZzcz15cGlkLllONzIzQzE1NzYyNjJCNUNENyZwcG9pcz01Mi41MTIxNjEyNTQ4ODI4MV8xMy4zOTIwNjAyNzk4NDYxOTFfQmVsbGJveSUyMEJhcl9ZTjcyM0MxNTc2MjYyQjVDRDd-JmNwPTUyLjUxMjE2MX4xMy4zOTIwNiZ2PTImc1Y9MSZGT1JNPU1QU1JQTA&ntb=1) weiter Informationen zum Dresscode [Bellboy Berlin](https://www.bellboyberlin.com/)

Dear data-loving community, we’re excited to invite you to our next Meetup! This time in collaboration with [Spiced Academy](https://www.spiced-academy.com/en), who will be hosting us at their space. Join us on April 23 in Berlin and bring all your questions! :) **Tom Kaltofen: *"Building Deterministic Context Layers for AI Agents"*** [Tom Kaltofen](https://www.linkedin.com/in/tomkaltofen/) is an Engineer at [DHL Data & AI](https://www.linkedin.com/company/dhl-data-ai/) and a Creator at [mloda.ai.](http://mloda.ai.) About his keynote: "Data access and reuse are still unsolved, and AI agents are making it worse. This talk goes deeper into that problem: AI agents depend on reliable context (data, features, intermediate state) to make correct decisions. In practice, this context is tied to specific pipelines or infrastructure, leading to brittle systems when moving from prototype to production. I'll show how a plugin-based approach lets teams build deterministic context layers: separating what you compute from how you compute it, so the same feature definitions work on a laptop and in production. The talk includes a live demo where an AI agent discovers and queries data features programmatically. " **Behnaz Derakhshani: *"What If I Started Today? Rethinking Career Switching in the AI Era"*** [Behnaz Derakhshani](https://www.linkedin.com/in/behnaz-derakhshani-63342775/) works as a Data Engineer at [Diconium](https://diconium.com). She shares her personal career shift from finance to data engineering, including the unfiltered challenges and lessons along the way. About her keynote: "Eight years ago, there was no AI to debug my logic, just documentation and Stack Overflow. Now as a Data Engineer, I’m breaking down the lessons learned from my finance to tech transition and why AI makes this the most exciting (and accessible) time to pivot." ✧ ✧ ✧ **What to expect:** * Two expert talks and Q&A * A welcoming atmosphere with networking opportunities * Some snacks & drinks to fuel your thoughts :) ✧ ✧ ✧ **Timetable:** * 18:30 - Event admission * 18:50 - Welcome & Introduction * 19:00 - Tom Kaltofen: *"Building Deterministic Context Layers for AI Agents"* * 19:30 - 5 minutes break * 19:35 - Behnaz Derakhshani: *"What If I Started Today? Rethinking Career Switching in the AI Era"* * 20:05 - Snacks, Drinks & Networking * 21:30 - End ✧ ✧ ✧ More on the **-> [applydata data engineering meetup page](https://applydata.io/data-engineering-meetup/)**. **Our goal is to form a local data-loving community, so join us and let's talk data together!** ✧ ✧ ✧ *At the event, sound, image and video recordings are created and published for documentation purposes as well as for the presentation of the event in publicly accessible media, on websites and blogs and for presentation on social media. By participating the event, the participant implicitly consents to the aforementioned photo and/or video recordings. Find [more information on data protection here](https://applydata.io/events/information-on-data-protection/).*

Hi everyone, Our next CorrelAid Berlin in-person meetup is coming up – this time with a special theme: **Data Journalism** 📰📊 🗓️ When: Thursday, April 23, 2026 🕠 Time: 18:30 \~ 20:00 📍 Where: Café Milagro, Bergmannkiez, Kreuzberg We’ll have a casual chat about how data is used in journalism, look at inspiring examples, and share ideas on how data skills can help tell better stories. Whether you’re already involved in projects or just curious about CorrelAid Berlin and data journalism, you’re very welcome to join – grab a drink, meet others, and exchange ideas. Looking forward to seeing you there! CorrelAid Berlin team 💙

Join Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business. This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, March 28, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us. We have a speaker each week so that we can learn about their business. Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you! All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD