Automating Web Application Testing
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Automating Web Application Testing Events Today
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Alerting Best Practices | Customer Story | Platform Engineering
**đ Win a free ticket to [DASH26](https://dash.datadoghq.com/)!** Weâre hosting an on-site raffle where the grand prize is a ticket to Datadogâs 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 âĽď¸**
**Location:** [The-B Berlin, Revaler Str. 32, 10245 Berlin](https://www.theb-berlin.com/)
\-\-\-\-\-\-
**đ 18:00 - Arrival: Networking, Drinks & Snacks (30 min.)**
Grab yourself snacks & drinks and say hello to everybody else!
**đ
18:30 - Introduction & What's new at Datadog? (15 min.)**
**đď¸**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.
**đ
18:45 - Powering Platform Engineering through Datadog (30 min.)**
**đď¸**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 Datadogâs 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 platformâs success.
**đ
19:15 - Logs as a First-Class Citizen - How Lightspeed Commerce evolved logs to unlock the full power of Datadog**
**(30 min.)**
**đď¸**Speaker: Rein Martha, Staff Software Engineer, Lightspeed Commerce
When Lightspeed started with Datadog, we didn't begin with traces or metrics â 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 â with clean attributes, consistent structure, and a clear purpose for every line â 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.
**đ
19:45 - Best Practices for Alerting with Datadog (30 min.)**
**đď¸**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.
**đĽ 20:15 - Drinks, Food & Networking**
Enjoy refreshments while networking with community peers!
**đ 21:00 - Goodbye, see you next time!**
Data Science Retreat Demo Day #45
**Hey Berlin Data Folks!**
Weâre 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 theyâre ready to share what theyâve built.
Itâs a casual evening to see some practical AI applications, meet others in the local data community, and chat about new ideas in the field. Weâll also have some pizza and drinks to keep the conversation going. đđť
**Free to Attend!**
**Agenda:**
**17:30** \- Drinks and Networking
**18:00** \- Welcome & Introduction
Followed by Project Presentations
**Project Ideas:**
**1\. AI/ML â 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 â 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 â 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 â 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.
Mobile with Mendix: Current Capabilities, Future Direction
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 whatâs 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 platformâs mobile
Authentic Relating & Circling with Sophie and Marco
**Authentic Relating & Circling with Sophie and Marco**
Come and connect and learn the powerful practices of Authentic Relating and Circling. We normally do about a half-hour of Authentic Relating in paired-shares, followed by Circling in up to two breakouts, usually rejoining the large group at the end. However the program will change according to the experience of the participants at each event.
If you are not familiar with Authentic Relating & Circling, you can read Marco's book on the [Circling Guide](https://circlingguide.com) website. All events are beginner-friendly and no prior experience is necessary. If all goes well, you will feel that this is what you have been doing your whole life, and all you ever wanted was to be with people who share this way of being!
**PS:** **don't look at Meetup RSVP's, as this event is advertised through multiple channels. Please always register due to limited space. To register and get the address, RSVP and then message Marco here on Meetup or else WhatsApp to +49 1573 9667979 or follow this link: [https://wa.me/4915739667979](https://wa.me/4915739667979)**
**\*\*Why attend?\*\***
* Are you seeking more fun, connection, and deeper understanding with the people in your life?
* Do you lack an honest, loving space to communicate your needs and desires?
* You long for a supportive community where all issues can be brought openly and with care?
* You are curious about how the powerful practices of Authentic Relating and Circling can enhance your life?
*If so, our Authentic Relating and Circling evenings are for you!*
**\*\*Who should attend?\*\***
These sessions are open to people of all genders and sexual orientations who want to bring Authentic Relating skills and practice into their life.
This program is ideal for you if:
* You're interested in other people and how they think and feel.
* You enjoy stepping out of your comfort zone.
* You're self-responsible and open.
* You want to be seen, heard, and appreciated for what's important to you.
* You want to engage with others in tender conversations about the challenges of being human.
**\*\*Dates\*\***
*We're offering Authentic Relating & Circling every Thursday from 19:00-21:30.*
**\*\*Cost\*\***
The cost at the door is 25⏠/ 30⏠/ 20⏠(depending on your income). Alternatively buy a 5-pass card for âŹ80 (âŹ16 per session).
**\*\*Location and Directions\*\***
KleiststraĂe @ Eisenacher Str., 10787 Berlin-SchĂśneberg
Our house is a short walk from Nollendorfplatz U, and is also served by several buses. For the exact address message Marco here, or (better)message Whatsapp +49 1573 9667979 (https://wa.me/4915739667979).
**\*\*Other Programs\*\***
In addition to AR & Circling live in Berlin, Sophie and Marco have other programs and services, online and in person. These include individual and couples coaching, our 6 week Authentic Relating in Community (in [English ](https://circlingguide.com/arc)and [German](https://circlingguide.com/arcs/)), retreats & immersions. For details refer the the Connecting Circle website at [https://connecting-circle.de/](https://connecting-circle.de/).
Join our WhatApp announcement channel [http://bit.ly/46fNuDE](http://bit.ly/46fNuDE)
Join our Telegram announcement channel [http://bit.ly/45XXbb6](http://bit.ly/45XXbb6)
**\*\*Facilitators\*\***
Marco Beneteau, author of the "Circling Guide" ([www.circlingguide.com](https://www.circlingguide.com/)), the most popular book on Circling within the Authentic Relating tradition. Marco has been leading AR groups for seven years.
Sophie Lemperle-McGrath, founder of connecting-circle ([www.connecting-circle.de](http://www.connecting-circle.de/)) is a Gestalt & AR facilitator, mediator and "Getting Real" couples Coach.
*Our Authentic Relating & Circling nights are fun and engaging. We hope to see you there!*
**\*\*Agreements & Terms of Service (Please read)\*\***
**Authentic Relating and Circling is not therapy**. People encounter states, emotions, beliefs, and sensations in themselves and others which can be difficult. We explore the unknown, the volatile, the ambiguous, as well as welcome emotions many deem as ânegativeâ or âinappropriateâ such as feelings of inadequacy, anger, sexuality, and joy.
We refer to the willingness to feel difficult and uncomfortable truths as the âcommitment to connection,â which of course includes a willingness to set appropriate boundaries, and speak a desire for space, distance, and non-contact. By attending our events you take responsibility for your level of participation, which might include choosing to leave.
If all this sounds potentially overwhelming or destabilizing for you, if you have mental illness or significant emotional challenges that you feel may be exacerbated by this type of transformational environment, or if you are not sure that you can be self-directed in taking care of your needs during the event, then we advise you not to attend.
We look forward to seeing you!
Building Authentic Careers in Tech & of SaaS
**#Women in Tech & of SaaS - Share Real Stories and Clear Takeaways**
**Please register through this link:** [https://luma.com/h0cd0q2m](https://luma.com/h0cd0q2m)
## âOverview
âWhat really drives career growth in tech and SaaSâ 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.
## âđ
When?
âThursday, 23 April 2026 18:00 â 21:00 Arrival from 18:00
## âđ Where?
âDoctolib Office
âMehringdamm 51
â10961 Berlin
## âđĄ What can you expect from the evening?
âAn honest, human-first panel discussion where senior women in tech and SaaS share what really shaped their careers.
âYouâll gain:
* âClear insights on how influence and visibility actually work in tech
* âHonest reflections on doubts, setbacks, tough feedback, and career trade-offs
* âPractical ways to grow your impact in the age of AI â without losing yourself
âBeyond the panel, expect meaningful networking moments in a safe, supportive space built on trust and solidarity.
## âThe coolest is:
âđď¸ Podcast-style setup
â⨠Healthy catering & drinks
âđ¸ Photo corner & inspiration wall
âđ Small goodies & community moments
## âđď¸ Agenda
â18:00\-18:30 \| Arrival & Ice Breaker Welcome drink & first mingle
â18:30\-18:40 \| Welcome Words \- Doctolib \([Saskia](https://www.linkedin.com/in/saskiamenke/?utm_source=luma)), Women in TechÂŽ ([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))
â18:40\-19:30 \| Panel Discussion
â19:30\-19:45 \| Q&A
â19:45\-21:00 \| Networking\!
## âđ¤ About our Speakers
â[Eva Maria Lindig](https://www.linkedin.com/in/evalindig/?utm_source=luma), Product Lead, PayPal
â[Khadijah Shtayat](https://www.linkedin.com/in/khadijah-shtayat/?utm_source=luma), Engineering Manager, Doctolib
â[Angeley Mullins](https://www.linkedin.com/in/angeleymullins/?utm_source=luma), Founder & CEO @ Aetheris Ventures, GTM Leader
âModerator: [Sacha Larenaudie](https://www.linkedin.com/in/sacha-larenaudie/?utm_source=luma), Women in TechÂŽ
# âAbout Doctolib
âNo one should feel alone in their experience of care. At Doctolib, weâre 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, weâre 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.
## âAbout Women in TechÂŽ
âWomen in TechÂŽ is an international movement on a mission to close the gender gap and help women embrace technology.
âIn 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.
âJoin us â and shape the future of inclusive tech.
## âAbout Women of SaaS
âWomen of SaaS is the leading global business network connecting brilliant women in the SaaS industry.
âWomen are still underrepresented in the SaaS industry, often facing a trust gap, lacking visibility and representation in leadership. Weâre here to change that.
âWe 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.
âHeadquartered in Berlin, we're globally minded and ready to conquer the world! Website [www.womenofsaas.com](https://www.womenofsaas.com/?utm_source=luma)
## âđ¸ Photography Notice
âA 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, weâll provide a simple way to identify that at check-in.
**Please register through this link:** [https://luma.com/h0cd0q2m](https://luma.com/h0cd0q2m)
Agentic AI Project
Empowered in Tech invites you to a new format: **Empowered in Tech Project Series.**
Sponsored by **PyLadies**.
**â ď¸ Please note, the sign up is only done via the application link below and not via Meetup!**
â° **Agenda**
**18:00 â** Doors Open
**18:15 â** Welcome & Intro by Empowered in Tech & PyLadies
**18:30 â** Project Work I
**20:00 â** Dinner break
**20:30 â** Project Work II
**22:00 â** Wrap up & "See you"s
**đ¤ Agentic AI Project Series**
We'll build and deploy a real agentic AI app as a team from scratch over 4 weeks. The product helps people find venues - cafĂŠs, bars, restaurants - that actually match what they're looking for.
This is a hands-on project for FLINTA engineers, designers, and QA people who want real experience building AI agents and something shipped & live to show. đ Let's goo! :)
**Stack:** Python ¡ FastAPI ¡ React ¡ Nextjs ¡ PostgreSQL
If you know any of those - or you're actively learning - and you want real experience building an agentic AI app, this is for you.
**Sessions**
* 23 Apr Thurs â In person ¡ 6pmâ10pm
* 30 Apr Thurs â Online ¡ 6pmâ10pm
* 7 May Thurs â Online ¡ 6pmâ10pm
* 12 May Tue â In person ¡ 6pmâ10pm
**Commitment:** 4 sessions, 4 hours each. Roughly 1-2 hours of independent work per week alongside the sessions may be necessary.
**Interested? Apply via the link below by 21st April and we will get in touch with you about your participation: [https://forms.gle/3sFkncgQLDW9grWo8](https://forms.gle/3sFkncgQLDW9grWo8)**
**â ď¸ Please note, the sign up is only done via the application link above and NOT via Meetup!**
PS. This is a completely voluntary project.
**đŠđťâđť Engineering & Product Lead**
**GĂśzde Ăzcan**
GĂśzde is a software leader and entrepreneur with a background spanning startups and corporates, from founding to shipping products at companies like Shopify. She most recently built a mental health platform as CTPO, where she led product and engineering end to end. She also completed a Data Science and AI bootcamp to stay sharp on where technology is heading.
đ´ **Food & drinks**
TBC.
đ **About Empowered in Tech**
We are a local community in Berlin dedicated to empowering FLINTA (women, lesbians, intersex, non-binary, trans and agender) people to excel in their tech journey. Our events offer study groups, technical workshops, hackathons, networking events, panel discussions, lightning talks, and social events.
Join our Slack to stay in touch with the community:
[https://bit.ly/EmpoweredInTechSlack](https://bit.ly/EiTSlack)
đ**Host**
[Techtelmechtel Coworking Space](https://techtelmechtel.space/)
đ **Code of Conduct**
We are dedicated to providing a safe and welcoming experience for everyone who participates in our events.
Our events aim to empower diverse women and we welcome everyone who identifies as a woman or another underrepresented group in tech or an ally.We follow the Berlin Code of Conduct for our events: [https://berlincodeofconduct.org/](https://berlincodeofconduct.org/)
đ¸ **Media Consent**
We may be taking photos of this event for social media posts. If you do not want to be photographed, please let the organizers at the event know. We will make sure to respect your privacy.
Building in Data: From AI Agents to Career Shifts | Data Engineering Meetup
Dear data-loving community, weâre 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, Iâm breaking down the lessons learned from my finance to tech transition and why AI makes this the most exciting (and accessible) time to pivot."
â§ â§ â§
**What to expect:**
* Two expert talks and Q&A
* A welcoming atmosphere with networking opportunities
* Some snacks & drinks to fuel your thoughts :)
â§ â§ â§
**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
â§ â§ â§
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!**
â§ â§ â§
*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/).*
Automating Web Application Testing Events This Week
Discover what is happening in the next few days
Beauty & Aesthetics Trends of 2026
## **Meet The Experts: Plastic Surgery x Hair Transplant**
**⨠Free Consultation â only a few days left â¨**
If youâve been thinking about a hair transplant or aesthetic treatment for a while but didnât know when or how to take the first step, this might be your moment.
On April 24-25, weâre bringing two of our expert doctors from Istanbul to Berlin.
Youâll have the chance to get a **free 1:1 consultation**, ask all your questions directly, and figure out the right plan for you.
**Event Details:**
* Cost: Free of charge
* One-on-one sessions: Limited availability (advance booking required)
* Adress: Mindspace KurfĂźrstendamm- Uhlandstr 32c 10719 Berlin
Whether you are exploring your options or simply curious to learn more, this event offers a valuable opportunity to hear directly from experienced international specialists in a relaxed and informative setting.
**Download [getBeauty.ai](http://getbeauty.ai/) app and book your session. Limited spots!**
AI Is Already Screening You â Learn How to Win Jobs, Clients & Projects
Learn how to use AI to get past screening systems and land real opportunities â from jobs to freelance projects.
Companies are already using AI to filter CVs before a human ever reads them. That's the reality. But here's the thing - AI is just a tool. And tools can be used by both sides.
In this hands-on workshop - hosted by the Smart Coop Germany - you'll learn how to use Claude AI to write applications that work with AI screening systems, not against them. Sharper CVs, stronger cover letters, better chances. This workshop is part of Smart's commitment to its community: freelancers who are self-employed, but not alone. Whether you're looking for your next client, a new project, or a full-time role - this is for you.
What to bring:
\- Laptop or iPad \(smartphone only = tough mode đ
\)
\- Claude account \(free tier works\, paid recommended\)
\- Your CV \+ a cover letter \(any version\)
\- LinkedIn or Xing profile as PDF if you have one
\- 1\-2 digital photos of yourself or your work
Limited to \~15 people - because this is a real workshop, not a lecture.
Trainer:
Thomas Fischer is a Berlin-based IT consultant with 15+ years in the game. While studying Security & Safety Engineering, he started building an Arduino-based monitoring system for a nuclear reactor. As a consultant, he made his mark building the test infrastructure for the VPN-Zugangsdienst of Germany's electronic health card. He ran Europe's first car-hacking workshop at Confidence in Cracow and has presented at security conferences in Odessa, Budapest, and Cracow. In the last year, he dove deep into Berlin's AI scene, publishing his own apps and building Industry 4.0 ecosystems.
Hosted at Smart Cooperative Germany as the part of WorkCoopHub projects, funded by BMWE.
Women in Tech Night: Women Defining the Future of Corporate Bank Technology
***This is an inclusive event â all genders are welcome!***
**Women in Technology at Deutsche Bank** are delighted to invite you to a special evening bringing together leaders and experts from across the technology community.
The program will offer insights into recent technology achievements in Corporate Banking Technology and celebrate the women behind them. The evening will also feature a fireside chat with senior technology leaders from Deutsche Bank discussing leadership, innovation, and the evolving role of technology in the financial industry.
**đ Agenda**
* **18:30** â Doors open
* **18:55** â Welcome & introductions
* **19:00 â 19:30** â *The Digital Update from Corporate Banking Technology* by Padmavathi Ravi (Deutsche Bank)
* **19:30 â 19:45** â *Wero Payments for the Future of Commerce in Europe* by Hama Kasiri (Deutsche Bank)
* **19:45 â 20:15** â Break
* **20:15 â 21:00** â Fireside chat **Mary Hynes-Martin** (Head of Strategy for Corporate Bank Technology at Deutsche Bank), **Juliet Parab** (CIO Security Services at Deutsche Bank)
* **20:15 â 22:00** â Networking
* **22:00** â Doors close
April 24 - Berlin AI, ML and Computer Vision Meetup
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/)
BouchĂŠstraĂe 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 HĂśfer](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, âKaputt: A Large-Scale Dataset for Visual Defect Detectionâ (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. Heâs got a deep interest in VLMs, Visual Agents, Document AI, and Physical AI.
**Most AI Agents Are Broken. Letâs Fix That**
AI agents are having a moment, but most of them are little more than fragile prototypes that break under pressure. Together, weâll explore why so many agentic systems fail in practice, and how to fix that with real engineering principles. In this talk, youâll learn how to build agents that are modular, observable, and ready for production. If youâre tired of shiny agent demos that don't deliver, this talk is your blueprint for building agents that actually work.
*About the Speaker*
[Bilge YĂźcel](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 Energyâs 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 managementâmaking 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 âŹ350K. 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.
Sunday Tech Coffee Meetup
Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin.
We are usually inside and to the right. Ask the barista/bartender if you can't find us.
Roundtable Discussions and Networking - March
[Please note the new date - the event moved to April]
Let's get together for a BYOB roundtable networking session.
This is an open conversation about the current state of tech, in Berlin and in general, and just getting to know like minded people.
This will take place at a bakery, with one large table and several small ones. You can choose to buy a drink and/or a pastry, as no refreshments will be provided.
â
ABOUT WTM BERLINâ
We have been encouraging diversity in tech in Berlin since 2015. Get visibility, networking & resources to make Berlin's tech community more diverse & inclusive.
Whether a WTM member, or a complete newbie - join us!
Our Meetups are always open & inclusive to people of all backgrounds - everyone is welcome â¤
TWITTER: http://twitter.com/wtm_berlin
FACEBOOK: https://www.facebook.com/groups/1106085959408694
SLACK: https://slack.wtm.berlin
YOUTUBE: https://www.youtube.com/@womentechmakersberlin
We follow the Berlin Code of Conduct: https://berlincodeofconduct.org/
Agenda
***
Hosted By
Anna Morgiel, Android Engineer
đ Hi, Iâm @annamorgiel, Professional Software Engineer for Android, working with Jetpack Compose, Coroutines and Jetpack Components. My favorite areas are testing, animations and acessibility. I organize Women Techmakers Berlin and GDG Berlin Android events.
đ Iâm interested in Google Assistant and conversational design
đą Iâm currently learning Jetpack Compose and technical content delivery
Bukola Johnson, Organizer
Bukola is a Senior Platform Engineer with over a decade of experience in the tech industry. Her career began as a System Administrator, transitioned into DevOps, and has now led her to specialize in Platform Engineering. Bukola is passionate about leveraging technology to solve complex problems and is a dedicated advocate for diversity and inclusion within the tech community.
As a Womentechmaker Ambassador and a co-organizer of WTM Berlin, Bukola actively works to amplify the voices of women in tech. Her commitment to mentorship and community building is evident in her previous volunteer role as a DevOps Coordinator at SheCodeAfrica, where she mentored and guided women starting careers in Cloud and DevOps.
Bukola is also a speaker and mentor who enjoys sharing her knowledge and empowering aspiring technologists, particularly women and young girls. Her mission is to inspire and foster a more inclusive tech community where everyone has the opportunity to succeed.
Natalie Pistunovich, Organizer
Seemran Xec, Software Engineer
Jhoon Saravia, meow.
Ruba Kharrubi, Team Lead
Berlin SprachcafĂŠ. Learn and practise German easily (A1-A2)
The Language CafĂŠ is primarily aimed at people who are struggling with their mental health which can make it hard to go to regular courses. We want to create a safe space for everyone to learn and practise without pressure. Everyone is welcome! Please try to be on time so we can all get started together :)
We mainly practise on a beginner/lower intermediate level and adapt to everyone's prior level of German.
The Language CafĂŠ will focus on teaching you the most important words and phrases and basic grammar in German. The content of the course is adapted to real life. (everyday life in Germany, dealing with authorities, etc.) We will cover different topics every week and you can join us anytime, since the topics do not necessarily build on each other.
The SprachcafĂŠ is for free.
\*If you cannot make it please cancel your participation so someone else from the waiting list can join, thank you!\*
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Automating Web Application Testing Events Near You
Connect with your local Automating Web Application Testing community
What If Your AI Could Be a Team? - Chad Green
**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
Page Building with Bricks (Class 04 of 10) (FEE BASED)
**PLEASE READ THE FOLLOWING IMPORTANT NOTES:**
1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming.
2. Each class in this series has an attendance fee.
3. Each class from BOTH a sign-up and fee perspective is a separate entity.
**Introduction:**
Our Page Building with Bricks web development class provides detailed instruction for using Bricks Builder, a visual site builder for WordPress, to create and manage websites. Widely considered by many of the world's leading web developers to be the most complete page builder on the market today, Bricks Builder offers a wide range of features and comprehensive tools. Our Bricks Builder web development class provides detailed instructions on utilizing the toolset. The series of courses covers the core features of Bricks Builder, enabling users to design and develop responsive, visually appealing websites. Moreover, the courses are oriented to reinforce a focus on professional, scalable web development. Throughout the series, we focus our page-building instruction on the semantic and structural integrity of the pages in a responsive world. By the end of the 10-class series, participants will have a fundamental understanding of proper web page and website development.
**The breakdown of the 10-class series is as follows:**
* Class 01 - Survey of Page Builders / What Bricksbuilder Does For You
* Class 02 - Boxes, Boxes, Boxes / Sections / Containers
* Class 03 - Static Units / Relative Units / Responsive Development And Math Functions
* Class 04 - CSS Variables And DRY Development / Classes And Global Styling
* Class 05 - CSS Grid And CSS Flexbox
* Class 06 - Responsive Development / Breakpoints And Media Queries
* Class 07 - Effective Use Of Color / Effective Use Of Images
* Class 08 - Beginning To Think Dynamically / Using Templates And Components
* Class 09 - Dynamic Styling / Data Attributes And Attribute Selectors
* Class 10 - Pseudo Elements / Programmatically Styling With Pseudo Classes
Throughout the class sessions listed above, we cover the following key areas of web development with Bricks Builder:
* **Introduction to Bricks Builder Interface:**
* Familiarization with the builder's layout, including the toolbar, panel, and canvas, and understanding how to navigate and interact with its various components.
* **Visual Site Building:**
* Techniques for creating layouts using Bricks' drag-and-drop interface, incorporating sections, rows, columns, and elements to build page structures.
* **Styling and Design:**
* Utilizing Bricks' styling options to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts.
* **Dynamic Content and Custom Fields:**
* Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box) to build data-driven websites.
* **Template Building:**
* Creating and managing reusable templates for headers, footers, post type layouts, and other site-wide elements.
* **Performance Optimization:**
* Understanding how Bricks Builder contributes to fast-loading websites and implementing performance best practices.
* **Advanced Features:**
* Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality.
The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Bricks Builder, catering to both beginners and experienced web developers.
Columbus HUG April
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/cbus-hug-2026/
Agile Coaching Circle -- IN-PERSON
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.
Christians in Tech - Meetup #34 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growthâboth in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)
























