Consulting

A Berlin meetup bridging Product, UX, Design, and Dev to build better products, faster. A collaboration between UXDX Community and UX Gym. This is our first event of the year, and it's in person. Throughout 2025, we'll host more events and partner with conferences to bring you exclusive discounts. **[Registration Link](https://uxdx.com/community/community-berlin-2026-02-10/)** **From Marketplaces to Neighborhoods** An exploration of how eBay uses design to shift its experience from a global marketplace to a more local, human, and connected ecosystem. [Yihui Liu](https://www.linkedin.com/in/yihui-liu-b98627121/)[,](https://uxdx.com/profile/yihui-liu/)Senior Product Design,eBay **3 Months to 2 Weeks: Using AI to Build MVPs in a Single Design Sprint** Design tools come and go. The craft stays. Over the past year at Bonanza I've been testing where AI actually fits into how we work. Not as a replacement for thinking, but as a way to show up to a design sprint with something tangible. We now walk into day one with a working prototype. Clients see real interactions, not wireframes. Conversations shift from "imagine this" to "try this." That compression changes everything downstream. On February 10th, I'm breaking down our process at the UXDX Community event in Berlin. How we use Claude Code and Figma Make to go from brief to functional MVP in two weeks. What worked, what flopped, where the hype doesn't hold up. If you're a product leader or designer trying to figure out where these tools actually fit, this one's practical. [Behrad Mirafshar](https://www.linkedin.com/in/behradmirafshar/)[,](https://uxdx.com/profile/behrad-mirafshar/) CEO,Bonanza Design

**Conscious Connected Breathwork by** [STUDIO B](https://www.studio-bewusstseinserfahrungen.de/) **(https://www.studio-bewusstseinserfahrungen.de/)** This group is dedicated to **Conscious Connected Breathwork**, a powerful somatic practice for deep emotional release and your nervous system. Intensive states of awareness are possible. Through **conscious, connected breathing**, rhythmic music, and guided facilitation, participants are invited to access deeper layers of awareness, release stored stress and emotions, and reconnect with their inner resources. There are **no substances involved**. The work is grounded, body-based, and trauma-aware. I am a 200 h facilitator. ### This group is for you if you want to: * release stress, tension, and emotional blockages * explore non-ordinary states of consciousness through breath * experience clarity, emotional relief, and deep relaxation * release stucked emotions from the body ### Each session typically includes: * introduction and intention setting * guided conscious connected breathwork * music-supported journey * integration and grounding ### Contraindications This practice is **not suitable** for people with any of the following conditions: * pregnancy * epilepsy or history of seizures * severe cardiovascular disease or high blood pressure not medically controlled * recent surgery or acute physical injury * glaucoma or detached retina * severe asthma * diagnosed psychosis, bipolar disorder, or severe psychiatric conditions If you are unsure whether this practice is appropriate for you, please **consult your healthcare provider** or contact the facilitator in advance. **No prior experience is required.** Beginners are welcome. Sessions are guided with care, structure, and clear boundaries. This is a **safe, respectful space** for self-exploration, presence, and embodied awareness. Sessions are held in English & German. German participants are very welcome.[STUDIO B](https://www.studio-bewusstseinserfahrungen.de/)

**Topic: How to decouple from US tech?** With the current US government, it become obvious that many big US tech-companies are exactly that: US-companies, which are political players and will pick a side. Therefore, the question is not if we should decouple from those companies but of how we can achieve that. **What to Expect:** * A concise, 5-10 minute expert presentation introducing us to the nuances of the topic. * Engage in insightful discussions with fellow participants in breakout groups, exploring diverse experiences and practices. * Dive into prepared questions designed to challenge and expand your perspective on the topic. * A fantastic opportunity to network with like-minded professionals and enthusiasts passionate about software development and team building. *** **Broadening Our Discussions:** We explore a wide range of topics, including Extreme Programming (XP), agile management methods, lean theory, career management, programming katas, and other areas related to software development. Whether you're new to software, a seasoned practitioner, or an expert, your insights and experiences are valued here! *** **Event Details:** We'll gather from 7:00 PM, officially start the session at 7:15 PM, and take a break at 8:30 PM to decide the topic for our next session. Don't miss this chance to learn, share, and connect!

IF THE EVENT IS FULL, PLEASE USE THE LINK BELOW TO SIGN UP Ready to meet people who value depth, presence, and real connection? It starts here. 👉 Join us: [https://www.consciousconnectionsclub.com/join](https://www.consciousconnectionsclub.com/join) Passcode: 978508 Doors close 3 minutes after we begin — to support safety and full presence. ### What to Expect If you're tired of small talk, dating apps, or social spaces that feel disconnected — you're not alone. In just 30 minutes, you’ll experience how our Connection Games create a different kind of space: grounded, spacious, playful, and real. This is not a drop-in or matchmaking event. It’s a slow, intentional process of meeting people who care about conscious relating, emotional awareness, and nervous system-regulated connection. After completing a Welcome Call, you’ll be invited to join our events in the city you are based or locations you visit regularly (more than 20+ locations worldwide). ### What You’ll Walk Away With Presence & Ease No performance. No pressure. Just being yourself — and meeting others doing the same. Friendships That Matter Many walk away with deep, lasting friendships. Sometimes romance unfolds. That said, the focus is on connection — and growth. Relational Skills That Stay With You Our games and practices support self-awareness, curiosity, and co-regulation — tools you can bring into conversations anywhere: dates, friendships, even family dinners. ### How to Join Everyone starts with a Welcome Call — unless personally invited by one of our members. This helps us create intentional, safe, and aligned spaces. 📍 Join the call: [Click here to join](https://www.consciousconnectionsclub.com/join) Zoom link will be emailed. Can’t find it? Search: connect@consciousconnectionsclub.com ### Upon Completing Your Call, You'll Get: * Access to RSVP for our facilitated singles events * 25% off your first ticket (when eligible) * The chance to meet people in your city who match your values ### This Is For You If: * You’re craving more realness, laughter, and depth * You’re new in town, navigating change, or done with modern dating fatigue * You value personal growth, mindfulness, and authentic connection * You’re curious about yourself and others Some people leave the call thinking: “Where have you all been my whole life?” Others realize it’s not their scene — and that’s perfect too. ### Already Know This Is Your Scene? Or just want to put your name down for your city? 👉 [https://consciousconnectionsclub.com/join](https://consciousconnectionsclub.com/join) (You’ll still need to attend a Welcome Call before joining any event.) *** ### Clarifying Meetup Numbers Numbers shown on Meetup ≠ actual attendees. Everyone you’ll meet has completed a Welcome Call or been invited by one of our members — so the space starts aligned, safe, and meaningful. ### A Quick Note on Privacy Your info stays with us. We never sell or share your data — it’s only used to support your experience and help you connect with aligned people. This isn’t about trying harder. It’s about slowing down, showing up, and letting real connection happen. We’d love to meet you. [Join the Welcome Call.](http://consciousconnectionsclub.com/join)

*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-2026-02-10/](https://uxdx.com/community/community-berlin-2026-02-10/)* Design is changing — both in what we build and how we build it. This month we’ll explore how teams are designing more local, trust-driven experiences that connect online and offline behavior, and how AI is reshaping the way designers move from idea to working prototype. Together, these perspectives show how design is evolving at both the strategic and execution levels: from what we build for people, to how quickly and effectively we can build it. **AGENDA:** **6:00 PM:** Registration and networking **6:20 PM:** Welcome from UXDX Berlin **6:30 PM:** Talk: *"From Marketplaces to Neighborhoods"* with **[Yihui Liu](https://www.linkedin.com/in/yihui-liu-b98627121/),** Product Design Lead, eBay An exploration on how eBay uses design to shift their experience from a global marketplace to a more local, human, and connected ecosystem. **7:00 PM:** Talk: *"3 Months to 2 Weeks: Using AI to Build MVPs in a Single Design Sprint"* by **[Behrad Mirafshar](https://www.linkedin.com/in/behradmirafshar/),** CEO, Bonanza Studios Practical walkthrough of how they've compressed the design-to-working-prototype cycle using tools like Claude Code + Figma Make. What works, what doesn't, and where the hype falls short. **7:30 PM:** Closing Remarks **7:40 PM:** Networking Thank you [Delivery Hero](https://www.deliveryhero.com/) for supporting the event. See you there!

✨💃💃 BACHATA SENSUAL PARTY AT BALLHAUS WEDDING 💃 💃✨ 📍 Ballhaus Wedding Don’t miss this Event !!! 🔥 Pre-Party Workshop Extended ⭐ Bachata Sensual Workshop (90 minutes) 🕖 7:00 – 8:30 PM With Florian & Paulina ✔️ Extended workshop for deeper learning ✔️ Sensual figures with different variations ✔️ Suitable for all levels ✔️ No partner needed we ll rotate, so everyone can learn and dance comfortably The perfect warm-up to enter the party with confidence and flow. 💫 Social Dance 💃 professional workshop 🕣 From 8:30 PM ⭐ 80% Bachata, 20% Salsa ⭐ Warm winter vibes & elegant lighting ⭐️Professional DJ ⭐ Spacious dance floor, fireplace lounge & winter garden ⭐ Open, international community come alone, with friends or while traveling 💰 Entry 🎟️ 15 € — Workshop + Party 🎟️ 10 € — Party only 🎟️ USC & Wellhub accepted 🎟️ Cloakroom included 🎟️ Reservation recommended 👉 PayPal: keepintouch24@hotmail.de (Please add your name + “Party 10.02” as a note) **reserveration ends on 09.02.** ✨ Let’s start the year with dance, connection and positive energy. Not convinced yet ? check out @flowdanceberlin on instragram and watch some videos of our last party’s and get a taste of what you can expect. 🍾 Join us for the first party of the year at Ballhaus Wedding. 💃🕺 ✨💃 BACHATA SENSUAL PARTY AT BALLHAUS WEDDING 💃✨ 📅 Dienstag, 10. Februar 📍 Ballhaus Wedding – Berlin Wriezener Str. 6 • 13359 Berlin Beginnt das neue Jahr mit Tanz, Begegnung und Inspiration im historischen Ballhaus Wedding, einer der schönsten und atmosphärischsten Tanzlocations Berlins. Tourist\*innen und internationale Gäste sind herzlich willkommen! ✨ Euch erwartet: • ein großer historischer Ballroom • eine gemütliche Kaminlounge • ein wunderschöner Wintergarten • viel Raum zum Tanzen, Austauschen und Ankommen 🎧 Music by DJ REZA Ein musikalischer Mix aus 80 % Bachata & 20 % Salsa – smooth, leidenschaftlich und perfekt für eine lange Social Dance Night. 🔥 Extended Pre-Party Workshop ⭐ Bachata Sensual Workshop (90 Minuten) 🕖 19:00 – 20:30 Uhr Mit *Florian & Paulina* Florian & Paulina sind ein Tanzlehrer-Duo, das für seinen eigenen Fusion-Touch bekannt ist musikalisch, fließend und tief verbunden. ✔️ Verlängerter Workshop für intensives Lernen ✔️ Sensual Figuren mit verschiedenen Variationen ✔️ Für alle Levels geeignet ✔️ Kein Partner notwendig – wir rotieren regelmäßig, sodass alle optimal lernen können 💫 Social Dance 🕣 Ab 20:30 Uhr • überwiegend Bachata, ergänzt mit Salsa • warme Winter-Atmosphäre & stimmungsvolles Licht • großer Dancefloor, Kaminlounge & Wintergarten • offene, internationale Community, komm allein oder mit Freund\*innen 💰 Eintritt 🎟️ 15 € — Workshop + Party 🎟️ 10 € — Party 🎟️ USC & Wellhub akzeptiert 🎟️ Garderobe inklusive 🎟️ Reservierung empfohlen 👉 PayPal: keepintouch24@hotmail.de Vorreservierung wird empfohlen (bis 09.02) (Bitte Name + „Party 10.02.“ angeben) Schaut euch die Videos von den Letzten Events an @flowdanceberlin an. direkter Link ***https://www.instagram.com/reel/DPKQgMLiEOy/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==Video zum*** Bachata Kurs im Ballhaus Wedding ***https://www.instagram.com/reel/DTGVGd9iZDR/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==*** untill monday night(09.02.)Tag \*Flowdanceberlin\* and recieve Discount at the door 😍 👉 Reservation recommended: PayPal keepintouch24@hotmail.de (Name + Party (Till 08.02.)

This is an [in-person communication lab](https://www.presentation-school.com/berlin-presentation-lab) that helps professionals speak clearly and confidently under pressure using proven methods. Most people don’t struggle because they don’t practice enough. They struggle because they practice without the right principles. This session focuses on deliberate, guided practice informed by performance psychology, neuroscience, and modern communication training. **What You Will Do** * Learn one science-based communication principle that improves real-world performance. * Train that principle in structured speaking exercises designed for skill development. * Receive clear, professional feedback you can apply immediately. Practice and feedback are guided by experienced communication professionals who work with executives and senior professionals. This is not peer-to-peer feedback or open discussion. **Who Should Attend?** * Non-native English speakers * Professionals who present, lead meetings, or speak up at work * Anyone who overthinks, freezes, or loses clarity under pressure * People who want structured improvement, not just repetition No prior experience is required. **What This is NOT** * A lecture. * A motivational talk. * A public performance. * Unstructured open practice. * Peer-led feedback or opinion-based critique. **Before The Session** Before the session, participants complete a short preparation form to clarify their goals and common communication challenges. This helps ensure the practice and feedback during the lab are as relevant and effective as possible. **Optional:** Participants may submit a short video (1–2 minutes) or written questions. This is optional and used to personalise focus areas and examples during the session. No individual coaching is provided. **After the Session** Participants receive a short follow-up pack with key takeaways, practical drills, a reflection question, and guidance on next steps. **Practical Information** Language: English Duration: 2 hours Format: In-person, structured group lab Address: Chausseestraße 86, 10115 Berlin Healthy snacks and water provided. Price: €25 per session If you are looking for a professional, practical way to improve how you communicate and want to train using principles that actually lead to results, this lab is a good place to start.

**Shamanic Conscious Connected Breathwork by** [STUDIO B](https://www.studio-bewusstseinserfahrungen.de/) This group is dedicated to **Conscious Connected Breathwork**, a powerful somatic practice for deep emotional release (nervous system release). Intense states of awareness are possible. Through **conscious, connected breathing**, rhythmic music, and guided facilitation, participants are invited to access deeper layers of awareness, release stored stress and emotions, and reconnect with their inner resources. There are **no substances involved**. The work is grounded, body-based, and trauma-aware. Price is only for the room. ### This group is for you if you want to: * release stress, tension, and emotional blockages * explore non-ordinary states of consciousness through breath * experience clarity, emotional relief, and deep relaxation ### Each session typically includes: * introduction and intention setting * guided conscious connected breathwork * music-supported journey * integration and grounding ### Contraindications This practice is **not suitable** for people with any of the following conditions: * pregnancy * epilepsy or history of seizures * severe cardiovascular disease or high blood pressure not medically controlled * recent surgery or acute physical injury * glaucoma or detached retina * severe asthma * diagnosed psychosis, bipolar disorder, or severe psychiatric conditions If you are unsure whether this practice is appropriate for you, please **consult your healthcare provider** or contact the facilitator in advance. **No prior experience is required.** Beginners are welcome. Sessions are guided with care, structure, and clear boundaries. This is a **safe, respectful space** for self-exploration, presence, and embodied awareness. Sessions are held in English & German. German participants are very welcome.[ABOUT US STUDIO B](https://www.studio-bewusstseinserfahrungen.de/)

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.

Our friend **Dmitri Katz**, a 10 years+ long time friend and huge supporter of **STEM4Health**, **G4A**, **Digital Health**, and every **Innovation in Healthcare**, is organizing this event. I highly recommend to attend. Please register at https://luma.com/m47avlhj. AI is offering new opportunities to address persistent, high-impact societal challenges. In domains where social and human stakes are high, practical value will depend not only on technical performance, but on how well AI systems are aligned with ethical, institutional, and operational realities. Addressing this need requires sustained, cross-disciplinary collaboration grounded in real-world practice. To this end, **ÆTHOS Berlin** is building an interdisciplinary community of founders, researchers, practitioners, domain experts, and policymakers. ​In this workshop, we will discuss real-world care challenges and the constraints that shape responsible AI use. Participants are invited to contribute practical perspectives. ​**What we aim to produce:** ​The workshop will produce Challenge Briefs: short documents that describe (a) a concrete care problem, (b) its real-world impact, and (c) the key institutional, ethical, and practical constraints involved. Where it emerges naturally, the briefs may also note open directions for work, such as further research or approaches for AI implementation. The briefs will be published publicly after the event and shared as reference material for future research and innovation. ​**Workshop format (2 hours):** * ​Short, problem‑focused inputs from care‑domain experts, early‑stage startups, and other workshop attendees. * ​Small, mixed working groups * ​Each group drafts one brief using a simple structure: Problem · Impact · Constraints · Directions * ​Sharing and discussion ​**Why your participation matters:** * ​Help ensure that actual constraints shape how AI problems are defined * ​Bring institutional, ethical, and operational realities into the discussion early * ​Contribute to challenge definitions that shape the community’s future focus * ​Be acknowledged as a contributing participant in this first workshop ​ **What participation could involve:** * ​Share a real-world care‑domain challenge * ​Contributing to the drafting group * ​Bring a laptop if possible. ​This is an ÆTHOS community initiative. Participants are welcome to share what they are working on, but the focus will remain on problem framing rather than product pitching. If you have questions or would like to help with the workshop, please let us know. Warm Regards, Dmitri Katz ÆTHOS Initiative team [dmitrikatz23@gmail.com](mailto:dmitrikatz23@gmail.com) Place: Æthos Station, 3rd Floor, Lohmühlenstraße 65, Kreuzberg, Berlin

\#\#\# Was ist Breathwork? Conscious Breathwork bedeutet bewusstes atmen. Und das ist es letztendlich auch, was wir etwa 70 Minuten lang machen werden. In einer Breathwork Session geht es vor allem darum, dass Du loslassen, Dich entspannen und mit Dir selbst und Deinem Unterbewusstsein verbinden kannst. Das geht am besten, in dem Du gar nichts erwartest und nicht so viel dadrüber nachdenkst. ✨ \#\#\# Das erwartet Dich Nach einem kurzen Check-In beginnen wir mit der Session. Die Atmung kann im Liegen oder Sitzen statt finden, ganz nach Deiner Wahl. Du wirst durch ein bewegendes Musikset geführt, wodurch Du in eine Trance-Atemmeditation gelangst. Hier kannst Du unter anderem diese Erfahrungen machen: Stress abbauen, herausfinden, was da noch in Dir steckt, Dein Potential entfalten, innere Anspannungen lösen oder unterdrückte Emotionen freilassen, in Dich hinein horchen und Lösungen finden, Kreative Ideen und Visionen erhalten oder einfach eine berührende Zeit haben. \#\#\# Über Nina Seit 2015 bin ich [Anusara® Elements™](https://www.anusarayoga.com/) Yogalehrerin. Es folgten viele Weiterbildungen in den Bereichen Chakren, Meditation, Yoga und Trauma. 2018 habe ich mich zudem auf die Heldenreise begeben. Seit 2023 bin ich Atemtherapeutin Conscious Breathwork nach der [Lichtatmung®](https://naou.de/lichtatmung/) und freue mich sehr, Dich bei Deiner Reise begleiten zu dürfen. In meine Sessions fließen meine unterschiedlichen Erfahrungen ein. Was mich jedoch am meisten bewegt: Mich begeistert alles, was Dich mehr bei Dir selbst ankommen lässt, Dich mit Deiner Lebendigkeit und vor allem Deinem Herzen verbindet! \#\#\# Bitte mitbringen: – Yogamatte oder andere Unterlage (z.B Isomatte), damit Du es schön gemütlich hast – Lockere, angenehme Kleidung – Alles andere, was Dich noch wohlfühlen lässt. Decken, Wasser und Snacks gibt es vor Ort! \#\#\# Deine Investition & Buchung Der Standard Preis beträgt 25 €. Das Ticket 1+1 Bring a Friend kostet 45€ und ist gültig für zwei. Du kannst die Tickets hier kaufen und mit mit allen gängigen Zahlungsmethoden schnell & einfach bezahlen. Tickets: [https://www.eventbrite.com/e/breathe-free-conscious-breathwork-session-tickets-1856533715319](https://www.eventbrite.com/e/breathe-free-conscious-breathwork-session-tickets-1856533715319) \#\#\# Bitte beachte\, dass der Platz auf 5 Teilnehmer:innen begrenzt ist\, sichere Dir rechtzeitig Deinen Platz\. \#\#\# Die Veranstaltung findet in Berlin\-Prenzlauer Berg statt\. Wenn Du Fragen hast oder weitere Informationen benötigst, melde Dich gerne bei mir: info@ninahrkalovic.com Weitere Infos zu mir und meinen Events: [www.ninahrkalovic.com](www.ninahrkalovic.com) ###Kanäle für Tickets, Aktuelles und nächste Events: Instagram: [www.instagram.com/conscious_breathwork_berlin](www.instagram.com/conscious_breathwork_berlin) Telegram: [t.me/consciousbreathwork](t.me/consciousbreathwork)

## The Local Group Berlin / Brandenburg invites you to a kick-off (in English) to “Social responsibilty in project management”. Register here: https://pmi-gc.de/event/local-group-event/social-responsibilty "Giving back" is an essential part of PMI's core values and understanding - therefore Social Responsibility (SR) is at the heart of those values. Besides the global cooperation of PMI with the United Nations on the base of the 17 Sustainable Development Goals (SDGs), PMI Germany Chapter has set up an SR initiative that allows PMI members directly to support NGOs / NPOs working in this context and to generate social impact. This session spans from the underlying principles to current projects and illustrates what kind of participation is possible through PMI. The icing on the cake is the matchmaking concept, which will be presented and opened for discussion. ### **Learning Objectives** • Get to know the Social Responsibility Initiative of PMI Germany Chapter • Identify possible opportunities to engage yourself • Help shaping the Matchmaking concept to make use of the SR initiative

Welcome to the PyData Berlin February meetup! We would like to welcome you all starting from 18:00. There will be food and drinks. The talks begin around 18.30 and the doors will close at 18:45. **Make sure to arrive on time!** Please provide your first and last name for the registration because this is required for the venue's entry policy. If you cannot attend, please cancel your spot so others are able to join as the space is limited. **Host**: **GetYourGuide** is excited to welcome you to this month's version of PyData. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* The Lineup for the evening **Talk 1: How Data (Science) is Transforming Professional Sports** **Abstract**: From Moneyball's linear regression revolution to AlphaGo's Move 37, data science has fundamentally reshaped how we understand and play sports. This talk explores three key dimensions of this transformation: first, how analytics revolutionized scouting and training—from the Oakland Athletics' 20-game winning streak to Liverpool FC ending their 30-year championship drought through data-driven player selection. Second, how machine learning and real-time tracking systems have changed gameplay itself, making the mid-range jump shot obsolete in basketball and revealing chess strategies that had eluded grandmasters for thousands of years. Finally, we'll examine the darker consequences, including how ML-powered microbetting has transformed sports gambling into a $149 billion industry that resembles slot machines more than traditional wagering. This talk offers insights spanning baseball, soccer, basketball, chess, and Go - demonstrating how data science doesn't just optimize existing strategies, it fundamentally questions the assumptions entire sports were built upon. **Speaker**: Kaan Isik **Bio**: Kaan Isik is a Data Scientist at GetYourGuide where he works on the Activity Ranking team. As a member of this team, he focuses on developing and optimizing the learn-to-rank deep learning model that powers real-time activity recommendations for millions of travelers worldwide. His work directly impacts how users discover activities across GetYourGuide's platform, making their travel planning more personalized and efficient. **Talk 2: Can Foundation Models outperform classic ML on structured data? Hands-on experience with TabPFN** **Abstract**: LLMs excel at generalising over text data, but cannot reliably predict outcomes from spreadsheets and databases, which drive most critical decisions across medicine, finance, science and virtually all industries. In this talk, we will showcase how TabPFN, Tabular Foundation Model developed by Berlin-based Prior Labs, successfully generalises over structured data problems, beating classic ML with win rates ranging from 100% to 87%. **Speaker**: Diana Kriuchkova **Bio**: Diana is leading Product at Prior Labs. She is a part of the team developing TabPFN, a foundational model for tasks on structured data. TabPFN was published in the 2025 issue of Nature journal, and has shown to beat classic ML methods like XGBoost in >80% of cases. Diana's former background is in machine learning, and she spent last years leading product at developer-focused startups in Berlin. **Lightning talks** There will be slots for 2-3 Lightning Talks (3-5 Minutes for each) between the two main talks. Kindly let us know if you would like to present something :) \*\*\* NumFOCUS **Code of Conduct** THE SHORT VERSION Be kind to others. Do not insult or put down others. Behave professionally. Remember that harassment and sexist, racist, or exclusionary jokes are not appropriate for NumFOCUS. All communication should be appropriate for a professional audience including people of many different backgrounds. Sexual language and imagery are not appropriate. NumFOCUS is dedicated to providing a harassment-free community for everyone, regardless of gender, sexual orientation, gender identity, and expression, disability, physical appearance, body size, race, or religion. We do not tolerate harassment of community members in any form. Thank you for helping make this a welcoming, friendly community for all. If you haven't yet, please read the detailed version here: https://numfocus.org/code-of-conduct \*\*\*

Meet other people in the Berlin tech industry in a low key, no expectations setting. We all have to eat, so don't eat alone! Rules: 1\. Register 2\. Show up \(we have limited seats\) 3\. Meet people 4\. Be nice and enjoy dinner\! There are no other expectations :)

Some expert speaker (or panel) will be telling us about some subject, or maybe we'll hold a roundtable discussion, or whatever. Please bring your questions, ideas, etc., and a friend or three who might be interested in our Meetup. Approximate Schedule: 7:00 pm: people arrive, network, mingle, and eat pizza 7:30 pm: presentation, discussion, or whatever, begins 8:30 pm: presentation/whatever is over; we network, mingle, and clean up 9:00 pm: we lose the room There has been progress on finding a space sponsor and a dinner sponsor, but nothing is yet set in stone. Meanwhile, I will hold the meetings at the Fairfax City Regional Library, bring pizza and soft drinks, and put out a donation jar. (When you RSVP, you can tell me what you want. There's no guarantee you'll get it, and "nothing" is a perfectly good answer.) PLEASE RSVP YES IF COMING, AND CHANGE IT TO "NO" IF YOU THEN WON'T COME AFTER ALL. DO NOT MAKE US WASTE TIME WAITING FOR YOU. DO NOT DEPRIVE OTHERS OF A SPACE BY BOGARTING ONE. DO NOT MAKE ME THINK UP AN APPROPRIATE PENALTY FOR NO-SHOWS. DO NOT ATTEMPT TO ADJUST THE PICTURE. DO NOT TAUNT HAPPY FUN MEETUP ORGANIZER. This will be a joint meeting with the Independent Consultants of NoVa, DC, and MD (https://www.meetup.com/Independent-Consultants-of-NOVA-DC-MD).

Some expert speaker (or panel) will be telling us about some subject, or maybe we'll hold a roundtable discussion, or whatever. Please bring your questions, ideas, etc., and a friend or three who might be interested in our Meetup. Approximate Schedule: 6:00 pm: people arrive, network, mingle, and order dinner/drinks/whatever 6:30 pm: presentation, discussion, or whatever, begins 7:30 pm: presentation/whatever is over; we network, mingle, and go home PLEASE RSVP YES IF COMING, AND CHANGE IT TO "NO" IF YOU THEN WON'T COME AFTER ALL. DO NOT MAKE US WASTE TIME WAITING FOR YOU. DO NOT DEPRIVE OTHERS OF A SPACE BY BOGARTING ONE. DO NOT MAKE ME THINK UP AN APPROPRIATE PENALTY FOR NO-SHOWS. DO NOT ATTEMPT TO ADJUST THE PICTURE. DO NOT TAUNT HAPPY FUN MEETUP ORGANIZER. This will be a joint meeting with the DC Computer Consultants (https://www.meetup.com/dc-computer-consultants).

Attendance is $35 (cash, credit/debit card, or ApplePay - paid at the door), which includes water/soda/coffee, bread, choice of a plated lunch entrée, and a dessert assortment. Parking is also validated in the Reston Station garages (3 hours of validation). Join one of Northern Virginia's most successful business networking groups (part of BNI). Open to the public and is typically attended by business owners, business developers, and entrepreneurs. Meetings are typically attended by 30-40 members and guests. \*\*\*PLEASE RSVP here: [REGISTER HERE](https://square.link/u/0WvC6Eir) \*\*\*If you do not register on the BNI website, there may not be a seat available for you.

**Agenda :** * 4.30 to 4.45 PM ET: Food and Networking * 4.45 to 5.30 PM ET: "Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition)" Hello Everyone! Please join us for our Feb 10th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided.** **Title:** Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition) **Description:** This session explores how the Model Context Protocol (MCP) can be used to connect AI models with real-world tools and data. Attendees will learn practical patterns for implementing MCP in production workflows and applications. Through examples and use cases, the session highlights how MCP enables more capable, context-aware AI systems. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

Please join us every week for power networking! Our Chapter Passed $1,666,736 USD in the past 12 months! BNI members, on average, increase their business 20% the first year. Our chapter is a dynamic, committed group of business people who know how to refer business to each other. Come for our meeting -- stay for the referrals!!! We have open categories for individuals who will bring enthusiasm and integrity to our meeting. Just one person per professional specialty is allowed in each chapter. Visit a meeting to find out more and lock out your competition! Register Here: https://bninovanorth.com/va-nova-north-bni-mclean-business-connection--n136/en-US/visitorregistration?chapterId=16988

Join us on **Tuesday, February 10, 2026,** for our next **Loudoun CyberTech Event** at **Honor Brewing Company** at **42604 Trade West Dr, Sterling, VA 20166**! Want a custom name tag to enhance your networking opportunities? Register here and yours will be ready at the door: https://share.hsforms.com/1nxjC-D1RQISSo6DBxjhJ4wdwxz1 Please join us for an evening with **David Beabou**t to explore what success actually looks like in a cyber community! Expect a lively, interactive conversation grounded in real world experience, shared learning, and practical insights. With over 17 years in cybersecurity and national security, **David Beabout** brings a rare blend of operational depth and executive leadership, currently serving as **Deputy Global CISO at NTT Security Holding**s, with prior experience at **Deloitte, Booz Allen**, and **U.S. Army Counterintelligence.** He has advised C-Suite leaders and government partners to rearchitect threat intelligence across 900+ companies worldwide and actively gives back through board service with **NightDragon** and as an advisor to **The Cyber Guild.** Bring your ideas, your perspective, and your energy for an engaging February session! **Agenda** 5:30 Social hour and networking begins 6:00 Welcome 6:15 Conversation with **David Beabout** 7:00 Open Mic & Networking Continues 7:30 Adjourn

**Title**: Powering AI Through Data Modernization: Modernizing ETL with Databricks & Unity Catalog In this session, we will discuss how enterprises are modernizing their data platforms by migrating from legacy ETL tools (such as Informatica and traditional data warehouses) to Databricks Lakehouse architecture, and how Unity Catalog enables enterprise-grade governance, security, and discoverability across data and AI assets. We will start with food and drinks at 6pm and then move into the presentation at 6:30pm. The session will cover: * Why traditional ETL platforms are becoming a bottleneck for scale, cost, and AI adoption * How Databricks changes the data engineering and analytics operating mode * The role of Unity Catalog in centralized governance * How this foundation enables AI and Gene.AI use cases on trusted data * Q&A Our speaker for this event is **Hirenkumar Dholariya**. Hirenkumar Dholariya is a Senior Data Engineering Architect with 18+ years of experience modernizing enterprise data platforms for global Fortune 500 organizations, delivering up to 40% system performance improvement and 20–35% infrastructure cost reduction through large-scale migration from legacy ETL platforms to cloud-native Lakehouse architectures. He specializes in Databricks-based data engineering, Unity Catalog–driven governance, and building scalable, secure, and real-time analytics platforms. He has led multiple enterprise-wide transformations from tools such as Informatica and traditional data warehouses to Databricks, establishing governed data foundations using Unity Catalog and enabling advanced analytics and AI use cases on top of trusted data platforms. His leadership focuses on architecting durable data platforms, enabling teams to move faster with confidence, and translating data and AI investments into measurable business outcomes. *