Personalized Medicine

This session is part of the Berlin Cybersecurity Social community’s monthly meetup, where security professionals, leaders, and enthusiasts come together to share knowledge and connect. So are you a cybersecurity professional looking to connect with like-minded professionals, share experiences, and make friends? Look no further! **Transforming Classical Encryption to Post-Quantum Encryption for Financial Services** Quantum computing is set to break today’s encryption, creating urgent risks for financial institutions. This session explores how organizations can transition from classical cryptography to post-quantum security using hybrid approaches, improved cryptographic visibility, and emerging compliance frameworks. Revan cover practical steps to become quantum-ready without disrupting existing systems, with a focus on balancing security, compliance, and operational continuity. **What you’ll learn:** • Why the quantum threat is already relevant today, not just in the future • How classical encryption (RSA, ECC) will be impacted • Why hybrid post-quantum cryptography is the safest transition path • The role of cryptographic visibility (CBOM) in managing risk • How regulations like DORA and NIS2 are accelerating adoption • How early adoption can strengthen security and create competitive advantage **About the Speaker: Revan Ande** is a security researcher and founder of RivicQ, a startup focused on advancing next-generation cryptographic solutions. With a strong interest in post-quantum security and its impact on financial systems, he works on bridging the gap between classical encryption methods and quantum-resilient technologies. He actively shares insights on emerging security challenges and innovations, with a focus on making post-quantum concepts practical and actionable for modern organizations. **About Berlin Cybersecurity Social:** This meetup is open to cybersecurity professionals of all levels, from beginners to experts. Whether you're a seasoned pro or just starting your journey in the field, this event is the perfect opportunity to connect with others who share your passion for cybersecurity.

*Please note, this event is free but please sign up here so we can inform the venue of your attendance: [https://uxdx.com/community/community-berlin-2026-04-22/](https://uxdx.com/community/community-berlin-2026-04-22/)* **What's On** **📋 6:00pm:** Registration and Networking **🎤 6:30 pm:** Keynote: *"More Than a Matter of Principle: How design gets us beyond theoretical AI Ethics"* with **[Noah Fraenkel](https://www.linkedin.com/in/noah-fraenkel-4b17ba262/)**, GovTech Consultant at Possible Drawing on his work at the intersection of government, technology, and public trust, Noah will challenge how we think about AI's role in systems that affect real people's lives. **💬 7:00 pm:** Panel Discussion: The keynote ignites the conversation, the panel takes it forward. Moderated by **[Wiebke Steffen](https://www.linkedin.com/in/wiebke-steffen/)**, Senior UX Researcher at GetYourGuide, our panelists bring perspectives from across the product spectrum: **Noah Fraenkel** \- GovTech Consultant @ Possible **[Ziyong Lin](https://www.linkedin.com/in/ziyong-lin-55714b25/)** \- Lead UX Researcher @ GetYourGuide **[Jake Mongaya](https://www.linkedin.com/in/jakemongaya/)** \- Engineering Manager @ SumUp **[Maxim Romanovsky](https://www.linkedin.com/in/maxim-romanovsky/)** \- VP \- Head of AI & Product Engineering @ Deutsche Bank Expect honest takes, productive tension, and the kind of dialogue that actually moves the needle. **🤝7:45 pm:** Networking \* \* \* \* \* \* \* \* \* \* **Everyone is racing to build with AI. But who is building it responsibly?** There's a gold rush happening in tech right now and almost everyone is caught up in the excitement. AI features are being shipped at a rapid speed, products are being "enhanced" with machine intelligence overnight, and the pressure to move fast has never been higher. But in the rush to innovate, some critical questions are getting buried: *Who's accountable when AI gets it wrong? How much should we hand over to automation and what do we silently lose when we do? And what are the risks we're not even seeing yet?* These aren't hypothetical concerns. They're live, urgent, and sitting inside the products we're building right now. **It's time to have the conversation that some teams are avoiding.** UXDX Berlin is back! Join us at the GetYourGuide office in Prenzlauer Berg, where we will tackle the theme that every designer, researcher, and engineer needs to reckon with: **"Designing Responsible AI: Trust, Autonomy & Hidden Risk"** **Why This Event Matters** The tools are powerful. The timelines are short. The consequences for users, for society, for trust in technology are long. If you're building products with AI, this isn't an optional conversation. It's the one you need to be in the room for. **Come ready to think. Come ready to question. Come ready to build better.** Thank you [GetYourGuide](https://www.getyourguide.com/) for supporting the event!

"No half-thruths, just naked minds” Welcome to the comedy show where you can see unfiltered comedians speak their thruth since almolst 5 years! Their topics can range from their last sexual encounter to why they hate chickens and how to win a fight with a chesse sandwich. So expect any kind of material from clean to the very dark. Each comedian will have between 5-10 minutes to make you laugh. The show is located in the cozy Agata Bar on Weichselstraße 55 in Neukölln - open for all of those who appreciate cozy nights and a fine selection of drinks and good mood. The space is limited, so the early bird catches the worm - get a reservation for your own good! Doors: 19:30 Show: 20:00 Get your free reservation now & pay what you want for the show! *Reservations are only kept until 20:15, so please arrive before that for assured seating.

Hello fellow Symfonians, we are thrilled to announce the next user group meeting of the year, featuring two insightful talks that you **won't want to miss**! This time we are hosted by c-base (Rungestrasse 20 10179 Berlin). Come by and enjoy an evening of learning, networking, and socializing with fellow Symfony and PHP developers. **Agenda:** 18:30: Doors open 19:00: Welcome and Introduction 19:20: **Talk 1: "Maintainable Frontends for Symfony" by Daniela Berger** 19:50: Break & Snack 20:00: **Talk 2: "Why every CMS needs MCP" by Roland Golla** 20:40: Socializing **Talk Details:** **Talk 1: "Maintainable Frontends for Symfony" by Daniela Berger** In many web projects we find more backend devs than frontend devs, sometimes significantly so. This often leads to devs with little frontend experience being asked to do frontend development anyway, and they often end up shaping their frontends in ways that will make their lives unnecessarily hard. One common result are frontends that are functionally unmaintainable because each change - whether it is a new feature or a bugfix - requires implementing an exception to existing code, thus making the code increasingly and unnecessarily complex. This is especially upsetting because with a bit of experience it is possible to implement light-weight frontend components with equally elegant CSS and JavaScript that are easy to extend and to adapt to new requirements without digging oneself into a deeper hole with each PR. And since Symfony is making frontend development steadily more accessible to backend devs with Symfony US / Stimulus, this is a good time to take a closer look at \*how\* to structure these frontends. This talk aims to a) introduce core frontend concepts that backend devs might not be aware of, b) show best frontend practices both on the code level and on the architecture level, c) show a few common mistakes that can be found in inexpertly implemented frontends, and c) introduce tools that will make consistent frontend development easier. **Talk 2: "Why every CMS needs MCP" by Roland Golla** Your content team already works in ChatGPT, Claude, and Gemini. Yet the content still lands in the CMS backend manually, clumsily, slowly. MCP changes that. One sentence in chat becomes a published article. No copy pasting, no formatting, no clicking. And the content ranks. On Google, on ChatGPT, on Perplexity, on whatever comes next. Good content written by AI directly into the CMS goes live faster and gets found. I show you the MCP plugin for Sulu CMS: open source, built on Symfony, ready to deploy. But this is not about implementation. It is about the three questions every content team must ask: Why does every website need MCP? What does good AI content look like? And why is conversational content management better than anything you click together in a backend? MCP makes content creation as easy as chat. If you can write, you can publish. No CMS training, no workflow, no waiting. Live on stage: a complete workflow from idea in chat to published article in Sulu CMS. Everything open source on GitHub. Don't miss these insightful talks, engaging discussions, and networking opportunities. We can't wait to see you at the **April Symfony User Group**!" If you have any questions or accessibility requirements, please reach out to us. Also, if your company wants to be the next host for the User Group, just let us know!

Are you a creative professional wondering how your skills translate into the world of tech? ✨ The demand for designers who understand AI is growing fast — and your creative background is already a huge advantage. What you need is a structured way to apply it. **Register for our Event Here:** [https://3vgdb.share.hsforms.com/2QKa2PiXaTYOqv3aKMLQ6Ig](https://3vgdb.share.hsforms.com/2QKa2PiXaTYOqv3aKMLQ6Ig) Join us at WBS CODING SCHOOL for a hands-on rapid prototyping workshop where you'll design a real booking experience that balances human control with AI assistance. **What you'll learn:** * Human + AI Design Frameworks: Explore when automation helps users — and when it doesn't. * Rapid Prototyping Skills: Learn to validate ideas quickly using simple, low-fidelity methods. * UX in the Age of AI: Understand how the role of UX design is evolving right now. * Your Creative Edge: Discover exactly where your creative skills fit into modern product design. This session is perfect for creative professionals and re-skillers looking to break into UX/UI design. Food and drinks will be provided. 🤝 **What to bring:** Pen & paper, or a laptop if you'd like to use FigJam. **Event Details:** * Date: Wednesday, April 22 * Time: 18:00 – 20:00 * Location: Cuvrystraße 1, 10997 Berlin \-\-\- **About WBS CODING SCHOOL** Empowering ambitious minds to conquer the tech world. Since 2019, we’ve been breaking barriers to make tech careers accessible to everyone. From AI, Data, UX/UI to AI Software Development, our expert-led courses teach skills that matter. But we’re more than just a school – we’re a thriving community where passion meets opportunity. Ready to launch your future? Join us and build the career you deserve.

"No half-thruths, just naked minds” Welcome to the comedy show where you can see unfiltered comedians speak their thruth since almolst 5 years! Their topics can range from their last sexual encounter to why they hate chickens and how to win a fight with a chesse sandwich. So expect any kind of material from clean to the very dark. Each comedian will have between 5-10 minutes to make you laugh. The show is located in the Kollektiv Bar Kleinod on Niemetzstr. 24 in Neukölln - open for all of those who appreciate cozy art nights and a fine selection of drinks and good mood. The space is limited, so the early bird catches the worm - get a reservation for your own good! Doors: 19:30 Show: 20:00 Get your free reservation now & pay what you want for the show! *Reservations are only kept until 19:45, so please arrive before that for assured seating. Instagram: @ultracomedyberlin9 Facebook: https://m.facebook.com/ultracomedyberlin Support: https://www.patreon.com/ultracomedy

**[TICKETS FOR SALE ON EVENTBRITE](https://www.eventbrite.com/e/finishing-tracks-with-biesmans-tickets-1986358765539)** Most producers don't have an unfinished track problem. They have a too-much-going-on problem. Too many elements, too many layers, too many decisions left unmade. The track loses its identity somewhere in the process. This workshop is about finding it again. **Biesmans** — Berlin-based producer and DJ with nearly 30 years in the house and techno scene — opens up his actual working process in real time. No slides, no theory, no tutorial. Just a real track getting meaningfully better in front of the room. **How it works:** Participants submit an unfinished track in advance. Biesmans selects one, preps it, and works on it live during the session — talking through every decision as he makes it. The rest of the time is open Q&A where participants can bring their own questions and challenges. **Format:** * Duration: 3 hours * Participants submit one track + one question before the workshop * Live session: 90–120 minutes * Open Q&A: 60 minutes * Wrap + next steps: 15 minutes

**#Women in Tech & of SaaS - Share Real Stories and Clear Takeaways** **Please register through this link:** [https://luma.com/h0cd0q2m](https://luma.com/h0cd0q2m) ## ​Overview ​What really drives career growth in tech and SaaS— beyond titles and job descriptions? Join us for an honest, behind-the-scenes conversation with women leaders sharing the pivotal decisions, setbacks, and strategies that shaped their impact. ## ​📅 When? ​Thursday, 23 April 2026 18:00 – 21:00 Arrival from 18:00 ## ​📍 Where? ​Doctolib Office ​Mehringdamm 51 ​10961 Berlin ## ​💡 What can you expect from the evening? ​An honest, human-first panel discussion where senior women in tech and SaaS share what really shaped their careers. ​You’ll gain: * ​Clear insights on how influence and visibility actually work in tech * ​Honest reflections on doubts, setbacks, tough feedback, and career trade-offs * ​Practical ways to grow your impact in the age of AI — without losing yourself ​Beyond the panel, expect meaningful networking moments in a safe, supportive space built on trust and solidarity. ## ​The coolest is: ​🎙️ Podcast-style setup ​✨ Healthy catering & drinks ​📸 Photo corner & inspiration wall ​🎁 Small goodies & community moments ## ​🗓️ Agenda ​18:00\-18:30 \| Arrival & Ice Breaker Welcome drink & first mingle ​18:30\-18:40 \| Welcome Words \- Doctolib \([Saskia](https://www.linkedin.com/in/saskiamenke/?utm_source=luma)), Women in Tech® ([Sacha](https://www.linkedin.com/in/sacha-larenaudie/?utm_source=luma)), and Women of SaaS ([Stef](https://www.linkedin.com/in/stefania-guglielmetto/?utm_source=luma)) ​18:40\-19:30 \| Panel Discussion ​19:30\-19:45 \| Q&A ​19:45\-21:00 \| Networking\! ## ​🎤 About our Speakers ​[Eva Maria Lindig](https://www.linkedin.com/in/evalindig/?utm_source=luma), Product Lead, PayPal ​[Khadijah Shtayat](https://www.linkedin.com/in/khadijah-shtayat/?utm_source=luma), Engineering Manager, Doctolib ​[Angeley Mullins](https://www.linkedin.com/in/angeleymullins/?utm_source=luma), Founder & CEO @ Aetheris Ventures, GTM Leader ​Moderator: [Sacha Larenaudie](https://www.linkedin.com/in/sacha-larenaudie/?utm_source=luma), Women in Tech® # ​About Doctolib ​No one should feel alone in their experience of care. At Doctolib, we’re setting a new pulse for healthcare, helping people be healthier and improving the daily lives of health professionals. With more than 3000 employees across France, Germany, Italy, and the Netherlands, we’re reinventing how care is delivered through a new generation of AI-powered technologies and services. Our Operating System supports health professionals in all their activities, from clinical, financial, to admin and care cooperation. Our Health Companion helps people prevent health problems, detect risks earlier, access care faster, and better follow treatments. Today, over 90 million people use Doctolib to manage their health and find care, while 420K health professionals use Doctolib to focus on what matters most: caring for patients. ## ​About Women in Tech® ​Women in Tech® is an international movement on a mission to close the gender gap and help women embrace technology. ​In Germany, we bring together tech professionals to connect, grow, and support one another. Our goal: empower women with the skills and confidence to thrive in STEAM careers. ​Join us — and shape the future of inclusive tech. ## ​About Women of SaaS ​Women of SaaS is the leading global business network connecting brilliant women in the SaaS industry. ​Women are still underrepresented in the SaaS industry, often facing a trust gap, lacking visibility and representation in leadership. We’re here to change that. ​We envision a SaaS world where women have equal seats - and equal voices - at the table. By building a strong, supportive network, Women of SaaS empowers women to elevate each other, actively shape their careers, and ensure their impact is seen. ​Headquartered in Berlin, we're globally minded and ready to conquer the world! Website [www.womenofsaas.com](https://www.womenofsaas.com/?utm_source=luma) ## ​📸 Photography Notice ​A photographer will be present. By attending, you consent to being photographed and filmed for event and community communications. If you prefer not to appear in photos, we’ll provide a simple way to identify that at check-in. **Please register through this link:** [https://luma.com/h0cd0q2m](https://luma.com/h0cd0q2m)

We invite you to join our weekly Evenings of Meditation, to gently meet yourself, dissolve stress and live life from beautiful inner states, like calm, joy and connection. These gatherings are not just about meditating on your own, but a step inward we take together. Each time we’ll look into a particular topic in the light of timeless wisdom, reflect on it in a guided meditation, do powerful Oneness practices for greater wellbeing, and experience Deeksha - which helps to speed up your inner growth. For more info see: [www.onenessberlin.com](www.onenessberlin.com) 🎟️ **Entry**: € 10 for walk-ins (in cash or PayPal) just for us to pay for the space or **[get a ticket from € 5 >](https://momence.com/l/b8hVg68G)** 📍**Where**: Yoga Sky, Am Tempelhofer Berg 7d, 10965 Berlin Follow the Yoga Sky signs in the yard, and take the elevator to the top floor. 🗓 **When**: Sunday, 26th of April, 19:00 - 20:30 Please arrive 5-10 min earlier to settle down. You’re welcome, no matter your background or experience. This is what has worked for us over many years and we love to share it with you. Looking forward to see you, Oneness Berlin Florian & Jazgul

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/).*

Sunday in the heart of neuökolln comedy at 1977 Berlin laughter is the best medicine for a hangover, and free shots come laugh with some of the funniest comedians in the city. https://www.eventbrite.com/e/sunday-hangover-comedy-show-tickets-899148626747?aff=oddtdtcreator

**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.

TRAUMAVILLE: Welcome to the Chaos! Stand up Comedy. Tera looks back at her Not-so-all-american family life (pyramid schemes, school sh\*\*tings, growing up with a jesus-loving-liberal-mother, and a con-artist step father) how that affects her relationships (failures in love) and of course - the downfall of one of the greatest short-lived nations of our times - the USA. NEW JOKES + Classic Jokes. Work in progress. [BOOK HERE ](https://www.eventbrite.com/e/english-stand-up-comedy-with-tera-kilbride-traumaville-welcome-2-chaos-tickets-1444773840449?aff=oddtdtcreator) DETAILS: 10 Euros, Pay Online. (Or 15 at the Door) WILL THE SHOW BE ANY GOOD? Tera has over 25 years stage experience, it'll be fun. Also the energy YOU bring makes it good! WHERE CAN I SEE THE COMEDIAN'S CLIPS FIRST? Youtube or Instagram [Instagram](https://www.instagram.com/teracomedy_/?hl=en) [YOUTUBE](https://www.youtube.com/@teracomedy) Ego, love, politics… what do they all have in common? Absolutely everything — and somehow, it’s still your family’s fault. *Egotistical* is a cheeky, sharp-tongued dive into the glorious mess of egos (yes, including mine), the delicate delusions we call love, and the world leaders who treat entire countries like their personal dumping ground. From childhood moments that quietly deflated our sense of self to distorted adult relationships — this show connects the dots between growing up, blowing up, and occasionally ruining everything. It’s about how we learned to love… badly. How we learned to lead… worse. And how, deep down, we’re all just overconfident children with Wi-Fi and unresolved issues. Come for the laughs, stay for the uncomfortable realizations — and maybe call your parents after. Or don’t. VENUE: Z-Bar Berlin, mitte Bergstrasse 2. You must arrive by 20:15 to claim your seat!! But come as early as 19:00 for drinks if you want! Show starts 20:30 sharp. Runs 60-90 minutes. TERA: Tera's a former therapist turned international stand up comedian, host and producer, originally from the United States, living in Europe. She’s performed English standup in 15 countries + adding to the roster! Her content tackles growing up, relationships, cultural humor, mental health, dark humor performed with good vibes, and living as an immigrant in Europe. Tera´s known for her energetic delivery, her bold content and fearlessly engaging with her audience. Tera has headlined sets in Berlin, Dresden, Cologne, Munich, Ireland, Portugal, Paris, the famous Indra music club in Hamburg, and played sold out theatres in Lyon, etc…

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.

**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

If you are interested in selecting investment choices for your 401(k) or other workplace savings plan, minimizing your income tax liability, or identifying the most effective investments for your brokerage account, we are the group for you. We are a local chapter of Bogleheads, whose investment strategy can be found here: https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy Or you can peruse the Boglehead forum here: https://www.bogleheads.org/index.php I look forward to seeing you there. Mark Vonder Haar

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.

**Welcome to the Women’s Columbus Bogleheads® Sub-Group** This sub-group is for **women who want to learn and discuss finances in a safe, supportive space**. For those interested in moving towards financial independence and retirement by learning investment basics, choosing your 401(k) investments, minimizing taxes, and more. We’re a local chapter of **Bogleheads®**, following a long-term, practical investment philosophy: [Investment Philosophy](https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy): https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy [Bogleheads Forum](https://www.bogleheads.org/index.php): https://www.bogleheads.org/index.php No question is too small, and no experience is too simple. Share, ask, and learn — at your own pace, without judgment, in a group of like-minded women. Let’s build confidence and knowledge **together**!

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

Join Neurospicy Columbus at the Stauff's for coffee and then a stroll through the Book Loft nearby! This will be a friendly chat for like minded individuals with Autism and/or ADHD (or somewhere on the Neurodiverse Spectra).