Red Hat

**🏆 Win a free ticket to [DASH26](https://dash.datadoghq.com/)!** We’re hosting an on-site raffle where the grand prize is a ticket to Datadog’s annual conference in New York City. \-\-\-\- All talks will be **presented in English**, to ensure that as many people as possible can participate and engage at this event. **If you want to attend, please RSVP to secure your spot - this will make organizing easier. Thank you so much ♥️** **Location:** [The-B Berlin, Revaler Str. 32, 10245 Berlin](https://www.theb-berlin.com/) \-\-\-\-\-\- **🏠 18:00 - Arrival: Networking, Drinks & Snacks (30 min.)** Grab yourself snacks & drinks and say hello to everybody else! **📅 18:30 - Introduction & What's new at Datadog? (15 min.)** **🎙️**Speaker: Marcel Drechsler, User Group Leader & Product Owner Internal Developer Platform @ **[andsafe](https://andsafe.de)** Introduction into the evening and highlights of Datadog's recent new features and products. **📅 18:45 - Powering Platform Engineering through Datadog (30 min.)** **🎙️**Speaker: Marcel Drechsler, User Group Leader & Product Owner Internal Developer Platform @ **[andsafe](https://andsafe.de)** In the rapidly changing landscape of Platform Engineering, Datadog has evolved from a monitoring tool into a comprehensive foundation for Internal Developer Platforms (IDPs). This session explores the journey of scaling observability and security into a unified platform strategy that reduces developer friction. We will dive into how Datadog’s expanding ecosystem provides the essential building blocks for modern self-service infrastructure. Attendees will learn how to leverage these integrated features to build a more resilient and transparent developer experience. Discover how to transform your Datadog instance into a strategic asset for your platform’s success. **📅 19:15 - Logs as a First-Class Citizen - How Lightspeed Commerce evolved logs to unlock the full power of Datadog** **(30 min.)** **🎙️**Speaker: Rein Martha, Staff Software Engineer, Lightspeed Commerce When Lightspeed started with Datadog, we didn't begin with traces or metrics — we began with evolving our logs. Raw, unstructured, and full of noise. The first step was making them worth keeping: trimming duplicates, removing what no one ever read, and transforming what remained into structured, queryable signals. That foundation changed everything. Once logs became first-class — with clean attributes, consistent structure, and a clear purpose for every line — the rest of the observability stack followed naturally. Monitors built on log queries. Dashboards that actually meant something on incidents. Metrics generated directly from log attributes, giving us long-term retention without the cost of keeping everything raw. **📅 19:45 - Best Practices for Alerting with Datadog (30 min.)** **🎙️**Speaker: Santiago Gomez Saez, Datadog ambassador & Principal Cloud Architect @ **[dxone](https://www.dx.one.gmbh/)** Operational excellence is the main objective of SRE teams. Focusing on alerting, this talk shares common pitfalls and best practices on how and when to alert when incidents occur. In addition, we show how to self-heal in some cases requiring no manual intervention. **🥗 20:15 - Drinks, Food & Networking** Enjoy refreshments while networking with community peers! **👋 21:00 - Goodbye, see you next time!**

**Zwischen Klarheit und Empathie: Die Kunst der Bewertungsrede** Feedback geben – das passiert nicht nur auf der Bühne. Im Job, im Team, im Alltag: Wer klar und einfühlsam kommunizieren kann, hinterlässt Eindruck. Aber wie kritisiert man, ohne zu verletzen – und lobt, ohne zu schmeicheln? In diesem praxisnahen Workshop zeigt uns **Gabi Brähler**, langjährige Meisterrednerin, wie konstruktives Feedback wirklich funktioniert. Kommt mit euren Fragen, macht euch Notizen – und geht mit konkreten Werkzeugen nach Hause, die ihr sofort einsetzen könnt. ✍️ 📍 **Wo und wann?** Im Clubraum in der Trinitatis Gemeinde (1. OG Hinterhaus – durch den Hof). Unsere Treffen folgen einem klaren, motivierenden Ablauf, der dir Sicherheit und Raum zum Ausprobieren gibt. 📌 **Neugierig geworden?** Dann schau vorbei – wir freuen uns auf dich! Mehr Infos findest du in unserem Linktree (https://linktr.ee/meisterredner)

**#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)

Bachata (the dance of our generation) is a social couple dance like Salsa - no choreography. The community in Berlin is active daily - you will meet a lot of open-minded people and make new friends quickly! Every Thursday we have Bachata dance classes in Berlin - we are usually a group of around 20 people (95% beginners): 🕖 19:00 - class: Bachata Technique for Beginners+ (0-1+ years experience) • No partner needed (we switch). • You can start from zero in any of these classes! 📍 Adress: Klosterstraße 44 ([Google Maps Link](https://maps.app.goo.gl/5VGEqaVSy9xBCoHv9)) - near S+U Alexanderplatz • Entry: Entrance A (next to U-Bahn), code: 5928# - 3rd floor (300), then black door. • Price: 12€ per class. ✅ Dance teacher contact: [WhatsApp-group](https://chat.whatsapp.com/IWKPsid0cBDAUHCWKZNL2B) / [Instagram](https://instagram.com/mahir.bachata.berlin) 🇩🇪: Bachata (der Tanz unserer Generation) ist ein sozialer Paartanz wie Salsa - keine Choreographie. Die Bachata-Szene in Berlin ist groß und täglich aktiv - du wirst schnell viele offene Leute kennenlernen und neue Freundschaften schließen! Jeden Donnerstag findet dieser Bachata Tanzkurs statt - wir sind meistens eine Gruppe von 20 Leuten (95% Anfänger): 🕖 19:00 Uhr - Kurs: Bachata Technik für Anfänger+ (0-1+ Jahre Erfahrung) • Kein Partner nötig (wir wechseln). • Du kannst in diesen Kursen jederzeit von null starten! 📍 Adresse: Klosterstraße 44 ([Google Maps Link](https://maps.app.goo.gl/5VGEqaVSy9xBCoHv9)) - Nähe S+U Alexanderplatz • Zugang: Eingang A (neben U-Bahn), Code: 5928# - 3. Etage (300), dann schwarze Tür. • Preis: 12€ je Kurs. ✅ Tanzlehrer Kontakt: [WhatsApp-Gruppe](https://chat.whatsapp.com/IWKPsid0cBDAUHCWKZNL2B) / [Instagram](https://instagram.com/mahir.bachata.berlin) Schreib uns gerne eine Nachricht, wenn du offene Fragen hast! Wir freuen uns auf dich ❤

Das alte T-Shirt mit einem Statement-Print wiederbeleben, eine verlorene Spielfigur nachdrucken oder einen Stempel designen: MeetUp im Humboldt Forum! In diesem dreistündigen Workshop sind alle Interessierten mit und ohne Vorkenntnisse dazu eingeladen, verschiedene Maker Space Technologien kennenzulernen. Wir erklären an unterschiedlichen Terminen (s.u.), wie sich mit Laser Cutter, 3D-Drucker, Schneidplotter, Näh- oder Stickmaschine nützliche Dinge für den Alltag herstellen lassen. Inspiriert von den aktuellen Ausstellungen und Themen des Hauses, können am Laptop mit der Software Inkscape oder Tinkercad eigene Grafiken und Objekte entworfen und gestaltet werden. Wer sich geschickt anstellt, kann am Ende ein fertiges Produkt mit nach Hause nehmen. Die Personenzahl ist begrenzt. Bitte buchen Sie **am Veranstaltungstag an der Tageskasse im Foyer** pro Person ein kostenfreies Teilnahmeticket! Der Workshop ist nicht für Kinder und Jugendliche unter 16 Jahren geeignet. **Die nächsten Termine und Themen:** **Nützliches aus Filz mit der Stickmaschine** 25\. April \(ohne/geringe Vorkenntnisse\) und 2\. Mai \(Fortgeschrittene\) **Pins und Anstecker aus dem 3D-Drucker** 23\. Mai \(ohne/geringe Vorkenntnisse\) und 30\. Mai \(Fortgeschrittene\) **WM-Special: Fan-Trikots selbst gemacht – Bitte T-Shirt mitbringen!** 20\. Juni \(ohne/geringe Vorkenntnisse\) und 27\. Juni \(Fortgeschrittene\) **Weitere Informationen:** Kostenfrei. Bitte buchen Sie Ihr Ticket direkt am Veranstaltungstag an der Tageskasse im Foyer. **Die Ticketbuchung im Voraus und im Webshop ist nicht möglich.** Dauer: 180 min. Ab 16 Jahre. Sprache: Deutsch, Englisch. Rollstuhlgerecht. Ort: Werkräume, 1. OG. Maximal 15 Personen.

-DROP IN - *(English below)* Lindy Hop \| Swing Dance Unterricht \- * *wenn es warm ist\, draußen \| outdoors\, when warm* * *drinnen, wenn es kalt ist / inside, if cold* Klassen am Donnerstag Abend 18:15 Uhr - Starter "Take The A Train" \* keine Anmeldung nötig \* Start jederzeit & ohne Tanzerpartner\*IN möglich 19:30 Uhr OPEN CLASS (Improver - Experienced) \* keine Anmeldung nötig \* Teilnahme jederzeit & ohne Tanzerpartner\*IN möglich [20:30 Red RHYTHM - Social Dance w/ LIVE MUSIK & DJ](https://www.swingpatrolberlin.com/red-rhythm---swing-dance-night.html) Für mehr Informationen & Kosten bitte hier schauen: [SWING PATROL KULTURBRAUEREI](https://www.swingpatrolberlin.com/sp-kulte.html) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- classes every Thursday evening 18:15 Starter "Take The A Train" \* no registration needed \* no partner needed \* start anytime 19:30 OPEN CLASS (IMPROVER - EXPERIENCED) \* no registration needed \* no partner needed [20:30 Social Dance w/ LIVE MUSIK & DJ](https://www.swingpatrolberlin.com/red-rhythm---swing-dance-night.html) All information here: [SWING PATROL KULTURBRAUEREI](https://www.swingpatrolberlin.com/sp-kulte.html)

Join us in Berlin for an evening dedicated to the present and future of mobile development with Mendix. In the first session, a developer from BlueBerk will share real-world insights from a recently completed large-scale Mendix Native project. The talk will cover the current state of native development, common limitations teams face today, and practical workarounds that proved successful in production. In the second session, a Product Manager from Mendix will provide a forward-looking perspective on mobile development with the Mendix platform. He will discuss the available mobile options today and what’s coming next, helping you understand how to choose the right approach for your project. The presentation will compare native mobile and Progressive Web App (PWA) strategies and introduce the PWA Wrapper as a flexible and practical alternative for many scenarios. Whether you are currently building mobile apps or planning your next Mendix project, this meetup will give you valuable hands-on experience, architectural guidance, and a clear view of the platform’s mobile

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).

**Die Prägungen unserer Kindheit stehen manchmal einem glüklichen Leben im Weg - auch bei Freundschaften.** **Dieses Buch geht diesen Prägungen & dysfunktionalen Glaubenssätzen auf den Grund.** +++++++++++++++ **🏡 Wir treffen uns bei mir am Wohnzimmertisch.** **💶 Teilnahmegebühr: 5 EUR** **📘 [Amazon-Link zum Buch: Befreiung von Scham und Schuld.](https://amzn.to/4kNaqPP)** (Werbung: Als Amazon-Partner verdiene ich an qualifizierten Verkäufen.) +++++++++++++++ **🌳 Über das Meetup** Dieses Meetup ist eine gemeinsame Besprechung des Buches. Wir treffen uns alle 4 Wochen. Wir unterhalten uns darüber, was wir in dem Buch gelesen haben - und wenn Du willst, welche Bedeutung es für Dein Leben hat. Wir sind unterschiedlich weit im Buch - doch mindestens bis Seite 106 hat jeder gelesen. **Um an dem Treffen teilzunehmen, solltest Du mindestens bis Seite 106 gelesen haben. Einige der 8 Fallbeispiele am Anfang kannst Du für das erste Treffen überspringen, lies jedoch mindestens 2 Fallbeispiele, um ein Gefühl zu bekommen. (Das Buch hat 422 Seiten, die sich lohnen).** . **Das Buch ist leicht & angenehm geschrieben.** . +++++++++++++++++ **🌻 Mehr zum Inhalt** Manchmal funktionieren Freundschaften nicht, weil man * sich nicht öffnen kann, * zu schüchtern ist, * andere Menschen nicht an sich heran lässt * klammert * zu viel will * wegrennt * nicht die richtigen Menschen trifft * schlechte Erfahrungen gemacht hat * oder oder oder ... . ... alte Themen aus der Kindheit holen einen ein. . Ebenso stehen Glaubenssätze wie "ich bin nicht gut genug", "ich bin nicht liebenswert", "Ich bin unfähig", "Ich muss mich beweisen", .... und dergleichen guten Freundschaften im Weg. . Nicht nur Freundschaften, sondern das ganze Leben, Partnerschaften und Erfolg im Beruf scheinen von diesem alten Mist durchsetzt. Bei dem einen mehr, bei der anderen weniger. . Zurzeit lese ich das Buch: **"Befreiung von Scham und Schuld"** von Laurance Heller und Angelika Doerne. . In diesem Buch geht es genau darum: Wie prägen schlechte Kindheitserlebnisse und die Beziehung zu unseren Eltern unsere heutigen Beziehungen - nicht nur Freundschaften, auch Partnerschaften und Beziehungen im Beruf. . Zur allgemeinen Erleichterung: Nicht nur schlechte Gefühle prägen uns, sondern auch die vielen guten Gefühle 🦋🌞🌻🤗. . Dass Du diese Zeilen lesen kannst, heißt, dass sehr viel Gutes in Deinem Leben passiert ist. Juchu! . Ich finde dieses Buch sehr gut. Es geht den Prägungen der Kindheit zielgerichtet auf den Grund. Gleichzeitig ist es leicht und locker geschrieben. . **Der Stoff ist intensiv. Deshalb gibt es diesen Austausch mit Gleichgesinnten.** Vielleicht ist das Buch auf für Dich interessant? **Dann komm gern dazu!** . Wir treffen uns alle 4 Wochen. Wir unterhalten uns darüber, was wir in dem Buch gelesen haben - und wenn Du willst, welche Bedeutung es für Dein Leben hat. . Dabei können wir so offen sein, wie wir möchten. Nichts muss, nur kann. Wir sprechen auch darüber, wie Du einige dieser Prägungen auflösen kannst. . **Um an dem Treffen teilzunehmen, solltest Du mindestens bis Seite 106 gelesen haben!** Einige der 8 Fallbeispiele am Anfang kannst Du für das erste Treffen überspringen, lies jedoch mindestens mal 2 Fallbeispiele, um ein Gefühl zu bekommen. (Das Buch hat 422 Seiten, die sich lohnen). **Das Buch ist leicht & angenehm geschrieben.** . **+++++ 😊 Teilnehmer-Stimmen** . "Der Austausch hat mir geholfen, meine Gedanken zum Buch in richtig gute Bahnen zu bringen. Das hatte Tiefe. Über sowas miteinander zu sprechen, hilft mir richtig viel, um mich und andere zu verstehen." . "Jede meiner Empfindungen, Körperreaktionen, Gefühle und Gedanken ist ja nur davon geprägt, wie ich aufgewachsen bin. Das habe ich mit dem Buch verstanden. Danke, dass Du den Raum bietest, dass wir uns darüber unterhalten können." . "Ein Buch mit einer solchen Tragweite lese lieber mit anderen zusammen. Außerdem bleibe ich dann wirklich dran." **+++++🔷 Hintergrund** **👱🏽‍♂️ Zu mir: Ich bin Georg Preller.** Seit 4 Jahren betreibe ich die Seite [www.abenteuer-freundschaft.de](www.abenteuer-freundschaft.de). Ich bin ausgebildeter NLP Lehrtrainer ([DVNLP](https://www.dvnlp.de/)) & Coach. Ich gebe Workshops über Freundschaft & schreibe ein Buch über Freundschaft. Mir ist es wichtig, dass Menschen gute & glückliche Freundschaften führen und damit ein friedliches & glückliches Leben führen. . Auf meiner Websiete findest Du viele Tipps, wie man gute Freundschaften anbahnt. . Zurzeit erforsche ich tiefe Themen der Psychologie. Ich will wissen, wie alte Prägungen uns im Wege stehen, die richtigen Freundschaften zu knüpfen. **Dieses Buch ist Teil dieser Forschung; ich glaube, dass es Dir sehr nützlich sein kann.** . **🎯 Andere Workshops** Dieser Workshop ist vielleicht interessant für Dich: * **Bindungsstile & Bindungstypen** \- wie sie unsere Freundschaften und Beziehungen beeinflussen: [https://www.meetup.com/abenteuer-freundschaft/events/311898798/](https://www.meetup.com/abenteuer-freundschaft/events/311898798/) . **👋🏽 Get in touch & stay in touch:** **✈ Telegram-Kanal: [t.me/abenteuer_freundschaft](http://t.me/abenteuer_freundschaft)** für Events, Workshops & Neuste Erkenntnisse aus der Freundschaftsforschung (Überschriften) **✉ Freundschafts-Newsletter:** [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) Alle 4 Wochen das Neuste aus der Freundschaftsforschung; oft schreibe ich seltener, nämlich nur dann, wenn es wirklich etwas zu berichten gibt. **🔥 6 Zutaten großartiger Freundschaften** 2022 wollte ich herauszufinden, was großartige Freundschaften wirklich ausmacht. Das Ergebnis ist das 30seitige eBook: "Die 6 Zutaten großartiger Freundschaften". Du erhältst das eBook zurzeit kostenlos, wenn Du Dich für den Newsletter anmeldest: [https://abenteuer-freundschaft.de/newsletter](https://abenteuer-freundschaft.de/newsletter) **🎭 Meet-Up-Gruppe:** [https://www.meetup.com/g/abenteuer-freundschaft/](https://www.meetup.com/g/abenteuer-freundschaft/) Hier bist Du schon: Workshops, Spaziergänge, Wanderungen, Treffen, Eislaufen, Eisbaden, Männer-Abende, Freundinnen-Workshops, Sonntagsausflüge

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.

A small NEXUS gathering built around movement and natural conversation. **Important!** We’re moving our full event schedule to our website. 👉 For all upcoming events and details, visit: [https://nexuswerkstatt.com](https://nexuswerkstatt.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/).*

A space for working on projects & learning new stuff together. 💻☕️ Please RSVP if you intend to join, as we have limited space. 😊

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

Do you feel introverted when you are in a group setting? Are you shy? Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life. Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships. It includes the joy, understanding, and love formed among people. * In our meetings, you will learn: * A simple life hack to increase your liking and tolerance of other people, or even of yourself! * How to become more interested and enjoy conversations with people. * How to be comfortable in social settings. * How to be yourself * How to become more extroverted and, * How to make connections with people. Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us! Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**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** https://youtube.com/live/VB2n7ooomQ4?feature=share

Do you sometimes feel like you do well in life then something happens and you slide back, never quite getting ahead. At this Meetup you'll find out how to identify what actually causes the lows, the highs and everything in between. More importantly you’ll get the secret of how to gain control over your life so the highs are higher and the lows go away. Wouldn’t it be nice to stop the wild roller coaster ride for good? Or at least make it a fun roller coaster ride, with more ups and downs. There is a hidden factor that will be going over and you’re going to be quite surprised what it is and how much it affects your life. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is hosted at the Dianetics and Scientology Life Improvement Center.

**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

Do you want more Self Confidence, less Self Doubt, more Happiness, less Anxiety, and more Love? This event is an introduction to how to handle irrational emotion. How often are yours or another's emotions out of control? What is that about??? I have asked these questions and after much search have found answers and am sharing. Maybe you have suffered a traumatic experience, a deep loss or been through a painful breakup? After that, you try to move on but you just can't. Possibly you have a thought or emotion that hangs around for days and you just can't shake it. What is all this stress, anxiety, depression, and self doubt? It's just crazy! It's not the real you. You can find out what is at the root of all this. This is a local event. Areas you can change with the right information: * Control of unwanted emotions * Lack of confidence * Grief * Anxiety * Anger management * Creating ideal relationships * Memory * and more... This is a local meeting that can start you on the way to a better life, more confidence and less negativity. All the happiness you have lies within you. Let's find it! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9