Data Vault Database Modeling

We are excited to feature **Jonas Hübotter**, who is currently a PhD student at **ETH Zürich** and will discuss "**Test-Time Training Agents for Deep Exploration**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.** Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free. **Who is this event for?** This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning. **Abstract**: The standard paradigm of machine learning separates training and testing. Training aims to learn a model by extracting general rules from data, and testing applies this model to new, unseen data. We study an alternative paradigm where the model is trained at test-time specifically for the given task. We investigate why such test-time training can effectively specialize a model to individual tasks. Further, we demonstrate that such test-time training enables models to continually improve and eventually solve challenging tasks, which are out of reach for the initial model. **Bio**: [Jonas](https://jonhue.github.io/) is a PhD student in the Learning and Adaptive Systems Group at ETH Zurich, advised by Andreas Krause. His research focuses on test-time training and reinforcement learning, with broader interests in probabilistic inference, optimization, and online learning. He received an MSc in Theoretical Computer Science and Machine Learning from ETH Zurich, where he was awarded the ETH Medal, and a BSc in Computer Science and Mathematics from the Technical University of Munich. His work has been published at NeurIPS, ICLR, ICML, and COLM. We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This winter 2025/26, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from Tübingen AI Center, DeepMind, Microsoft, King's College London, cohere, and ETH Zürich. Website: [https://bliss.berlin](https://bliss.berlin/) Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin) Disclaimer: By attending this event you agree to be photographed.

We are back in the c-base! Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine! Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs. There are drinks usually available from the c-base bar. If you can't find us. just ask around or ask in irc (#krebs on hackint)

✨💃 FIRST BACHATA & SALSA PARTY OF THE YEAR 💃✨ 📍 Ballhaus Wedding Don’t miss this Event !!! 🔥 Extended Pre-Party Workshop ⭐ Bachata Sensual Workshop (90 minutes) 🕖 7:00 – 8:30 PM With Florian & Luz ✔️ 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. 📸🎥 Professional Photo & Video Coverage Two professional photographers and videographers will be present throughout the event, capturing special moments, emotions and dances while showcasing you in the best possible way authentic, high-quality and with great attention to detail 💫 Social Dance 🕣 From 8:30 PM ⭐ 80% Bachata, 20% Salsa ⭐ Warm winter vibes & elegant lighting ⭐️Professional Fotographer ⭐️Professional Videographer ⭐ 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 13.01.” as a note) ✨ 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. 💃🕺 ✨💃 ERSTE BACHATA & SALSA PARTY DES JAHRES im Ballhaus Wedding 💃✨ Starte das neue Jahr tanzend – mit Energie, Tiefe & Community 📅 Dienstag, 13. Januar 📍 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 Steven (Hannover) 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 & Luz* Florian & Luz 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 📸🎬 High-Quality Event Coverage Freut euch auf professionelle Foto- & Videoaufnahmen durch zwei erfahrene Media-Teams, die die Atmosphäre, Energie und Eleganz des Abends einfangen perfekt für Erinnerungen und Community-Vibes. 💫 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 € — nur Party 🎟️ USC & Wellhub akzeptiert 🎟️ Garderobe inklusive 🎟️ Professioneller Fotograph 🎟️ Professioneller Videograph 🎟️ Reservierung empfohlen 👉 PayPal: keepintouch24@hotmail.de (Bitte Name + „Party 13.01.“ angeben) Noch nicht überzeugt ? Schaut euch Videos vom Letzten Event auf Instagram @flowdanceberlin an. ✨ Lass uns gemeinsam das Jahr mit Tanz, Verbindung und guten Vibes beginnen.

Dear Community, as we step into the year ahead, we’re full of excitement for what’s to come and can’t wait to welcome you to our first session of the year at our new home, NLND Berlin. Check out the details below, and we look forward to having all of you with us! 18:30 - Warming up and networking chat 18:45 - Intro by AWS UG Berlin & NLND 19:00 - 19:40 - **Dr. Andreas E. Wagner // Emotionally Intelligent Leadership for An AI-powered Future** As leaders create an AI-powered future, they need to integrate their cognitive intelligence with their emotional intelligence to build adaptable, resilient, and innovative organizations. These leaders have deep empathy for customers and foster a culture of creativity and psychological safety among their employees. They need to be data-driven but also authentically human. This session will help leaders understand the EPIC attributes needed to drive successful outcomes in the new human+AI era. Andreas is an experienced Business Coach. He has held senior management functions in sales, services, business development, and marketing. Through his experience at AWS, Ericsson, Huawei, Hitachi, Fujitsu, and Ingram, Andreas has gained a very good insight in several industries and diverse cultural leadership contexts. 19:40 - 20:00 - Network break with snacks & drinks 20:00 - 20:30 - **Ask Me Anything with** **Dr. Andreas E. Wagner** Dr. Wagner and our community leaders will accept your questions and comments on a cozy, roundtable setting by some more drinks and pizza! =================================================== **Very Important: There is no "waitlist" for our regular sessions.** However, there are limited seats available. If you want to make sure you can attend: Register yourself with your "full name" here at Meetup.com, Arrive on time - seats are first come, first serve. As soon as there are seats available, you are welcome to join with your registration. In case there are no more seats available, we won't be able to let you join us this time.We thank you very much for your understanding! =================================================== Additional Information **This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details. Would you like to host AWS UG Berlin events at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG Berlin sessions? [Submit your talk here](https://bit.ly/aws-talk)

**New to the game? Please join our beginner-friendly Sunday event instead!** Hi folks, this is a special meetup group for the regular Blood on the Clocktower games every Tuesday in Berlin Mitte. This event is aimed at players who are already very familiar with Clocktower - if you have dozens of games under your belt and are excited to play custom scripts with other seasoned players, this is the event for you! Our group aims to provide a fun and welcoming space to experience this thrilling game of social deception. **We focus on promoting a positive and fun group atmosphere, where players don’t take themselves or the game too seriously, whether they’re heroically winning or spectacularly losing.** Our players follow the code of conduct for the Berlin Board Gamers group and are expected to treat each other with respect and consideration – “killing with grace, and dying with dignity”. If you are marked as "going" in Meetup and are in your seat at 19:00, your place is guaranteed. All other seats are first come, first served. There is a €3 entrance fee per person to cover the cost of hiring the venue, payable in cash. We play in English so players should be able to understand and express themselves in English: an exception is possible for one pair of players willing to play together (as a “Revolutionary” pair) where one player can interpret into and out of English. Please let us know in advance if this is the case.

Wir von @plant_based_berlin laden euch herzlich zum ersten VEGAN DATING EVENT im gemütlichen @offenes_wohnzimmer_berlin ein! ✨ Lasst uns gemeinsam mit spannenden Begegnungen, ehrlichen Gesprächen und vielleicht der einen oder anderen Möglichkeit auf eine neue Connection ins neue Jahr starten. 💚💫 📅 Wann: 13.01.26 🕖 Start: 19:00 Uhr (Wer nach 19:30 Uhr kommt, kann leider nicht mehr teilnehmen.) 🕙 Ende: 22:00 Uhr 📍 Wo: Offenes Wohnzimmer Berlin Die Idee: sich kennenlernen, austauschen, verbinden – in einer offenen, respektvollen, veganfreundlichen Atmosphäre. 🌍💚 Es wird Austausch in der Gruppe sowie Einzelgespräche in einer Art Speed-Dating geben. 💌 Eine Anmeldung ist nicht erforderlich. Wir freuen uns einfach auf alle, die spontan teilnehmen und Lust auf neue Kontakte haben. 🧦 Bringt Hausschuhe oder kuschelige Socken mit, denn im OW ziehen wir die Schuhe aus. 💸 Eine Spende zur Unterstützung des Offenen Wohnzimmers ist erwünscht. Kommt vorbei, trefft Gleichgesinnte und startet das neue Jahr mit einer Extraportion Wärme, Lächeln und guten Vibes. 💫🌿 Wir freuen uns auf euch! 💚

Wir bieten allen Interessierten die Möglichkeit, mit Elektronik zu basteln. Workshops und Vorträge zu verschiedenen Themen rund um Elektronik und Software sind willkommen. Von Arduino bis zu komplett selbst entwickelten High-End Schaltungen sind wir für alle kreativen Ideen offen. Wir haben auch Gruppen rund um das Nähen, Programmieren, Retro Computer. Wir treffen uns immer am Dienstag und am Freitag ab 18:00 Uhr. Egal ob Anfänger oder Profi – hier seid Ihr jederzeit Willkommen. Ihr könnt mit anderen fachsimpeln oder auch mit unserer Hilfe Eure ersten elektronischen Gehversuche starten. Wenn zeitgleich in den vorderen Räumen Workshops oder Vorträge stattfinden, kann hinten Werkstattbetrieb stattfinden.

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 ❤

An exciting start to the new year with an excellent workshop on agentic features of AWS. We gather at NLND Berlin once again, with expert Solutions Architects from AWS joining us to facilitate another highly appreciated User Group Workshop. **Deep Dive into Bedrock AgentCore** This is a level 300, hands-on workshop with a practical deep dive into Amazon Bedrock AgentCore and its main services: Runtime, Gateway, Memory, Identity, and Observability. You work through independent labs that you can pick and choose from, learning how to build, deploy, and operate production-ready AI agents on AWS. By the end of the workshop, we aim that you understand how to connect agents to tools and data securely, scale them in the cloud, and monitor their behavior so they are ready for real time use. This workshop is aimed at data engineers, AI developers, cloud specialists. While it is not necessary to work in the AI field, the workshop requires some intermediate level knowledge on the topic. Therefore, please consider learning on AI & Agentic topics in advance before joining and make sure that you can follow the workshop. **When?** 15th of January\, Thursday \| 12:30 \- 18:00 **Where?** NLND Berlin: Neuköllnische Allee 80, 12057 Berlin **How?** Fill out this form to apply. Limited seats are available. You can only participate in the workshop if you receive a confirmation mail from us (kadir@berlinawsug.de). You need to bring your own laptop to this workshop. ❗**Registration - Read Carefully**❗ Participation is free of charge. Your AWS resource usage is also covered. You will be provided a sandbox AWS account. Therefore, you won't need an AWS account! ❗Please register with your full name by filling out this form: https://forms.gle/yXKpbyzgWirM1oM97 ❗You need to bring your own laptop to this workshop. Make sure AWS CLI is installed. Contact us if you're not sure how. ❗A confirmation e-mail from Meetup is not relevant. You can participate only if you receive a confirmation from us: kadir@berlinawsug.de \-\-\- **Additional Information** **This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: [organisers@berlinawsug.de](mailto:organisers@berlinawsug.de) for further details. Would you like to host AWS UG Event at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG MeetUp?[Submit your topic here](https://bit.ly/aws-talk)

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 Wednesday we have Bachata dance classes in Berlin - we are usually a group of around 20 people (95% beginners): 🕖 19:00 - class: 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, code: 5928# - 5th floor (500), 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 Mittwoch findet dieser Bachata Tanzkurs statt - wir sind meistens eine Gruppe von 20 Leuten (95% Anfänger): 🕖 19 Uhr - Kurs: 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, Code: 5928# - drinnen Knopf drücken links an der Tür. 5. Etage (500). • 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 ❤

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-2026-01-15/](https://uxdx.com/community/community-berlin-2026-01-15/) This January, UXDX Berlin is excited to kick off our first in the series of in-person meetups before our main conference in May 2026 : focused on bridging Design, Product, and Development to move faster, together. In this session, we're exploring how trust and compliance become competitive advantages in product design. There will be two talks in this event. Hear from practitioners at Oviva and AWS about designing products that users believe in, even under strict regulatory constraints. Whether you're building fintech, healthcare, or enterprise products, this is for you. **Who can attend:** Designers, Product Managers, Developers, and anyone involved in building, shaping, or supporting products—especially where trust, ethics, and regulatory compliance matter. **What to expect:** Insightful talks from industry practitioners, real-world challenges, and a chance to connect with Berlin's design, product community. **Event Details** **📅 January 15\, 2026 \| 6:00 – 8:30 PM** **📍 Engelnest Coworking Space and Event Venue, Berlin [https://maps.app.goo.gl/jVaQ5f2vQky4Dpnv7](https://maps.app.goo.gl/jVaQ5f2vQky4Dpnv7)** **🎟️ Free. Limited seats** **Speakers** * **Marjo Tikkanen,** Senior Product Designer @ Oviva *"Designing for trust: Growth in a medical product"* *[https://www.linkedin.com/in/marjo-tikkanen-56557b80/](https://www.linkedin.com/in/marjo-tikkanen-56557b80/)* * **Dorra Mlouhi,** Product Manager @ AWS, Berlin *"Fast Prototyping with AI: Collaboration between Design and Product teams" [https://www.linkedin.com/in/dorramlouhi/](https://www.linkedin.com/in/dorramlouhi/)* *** **Schedule** 6:00 PM – Doors Open, Registration & Networking 6:20 PM – Welcome from UXDX Berlin 6:30 PM – Talk 01 - Marjo Tikkanen, ‘Designing for trust: Growth in a medical product’ 7:00 PM – Talk 02 - Dorra Mlouhi, ‘Fast Prototyping with AI: Collaboration between Design and Product teams’ 7:30 PM – Closing Remarks 7:40 PM – Networking *** **About UXDX Berlin:** We're building a community where researchers, designers, and engineers collaborate on solving real product challenges. Our events focus on practical insights, shared learnings, and the connections that drive better product decisions. **UXDX Berlin — Stay updated, Be inspired!**

👋 Hallo und 💜-lich Willkommen to the Elixir Berlin Meetup. Let's get 2026 started with some Elixir. If you're new to the community the best way to introduce yourself is [to submit a talk](https://github.com/elixir-berlin/planning/issues/new?template=talk.yml) ⏰ Schedule 18:45: Doors open 19:05: Welcome & Announcements 19:15: 🗣 AI without Neural Nets? An ongoing research project [Leo](https://github.com/Leo-Nogismus) 19:45: 🍺 break 🍵🧃 20:15: 🗣 Privacy by design [Luka](https://github.com/Overbryd) 20:45: ⚡️ Lightning talks and Socializing 🪩 We want to encourage members of the Elixir community to share what they're working on. If you want to give a lightning talk at this Meetup, contact one of the organizers with a short description of your talk - or [submit a talk](https://github.com/elixir-berlin/planning/issues/new?template=talk.yml) See you all there 💜💜💜

**RSVP on the [343 Labs website](https://343labs.de/events/leo-wieber/) to reserve your seat!** Learn how to build your own synths and unlock new sound design possibilities with the powerful free software VCV Rack ([download here](https://vcvrack.com/Rack)). Artist, producer and sound designer Leo Wieber walks participants through understanding the software and the basics of common modular synth modules before getting into how to use them to craft a variety of sounds for electronic music. This workshop is open to all skill levels. You do not need to bring a computer, but you are also welcome to bring your laptop with the software and follow along.

**Agenda :** * 4.30 to 4.45 PM ET: Food and Networking * 4.45 to 5.30 PM ET: "Building Smarter Agents with Microsoft Copilot Studio (Jan 2026 Edition)" Hello Everyone! Please join us for our Jan 13th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided.** **Title:** Building Smarter Agents with Microsoft Copilot Studio (Jan 2026 Edition) **Description:** Discover how to design intelligent, task-driven AI agents using **Microsoft Copilot Studio**. Learn how to connect copilots to enterprise data, workflows, and external systems. Explore real-world use cases, best practices, and architecture patterns for scalable agents. Get hands-on insights into what’s new in the Jan 2026 edition and what’s coming next **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!!!!

Come join us at Nova Labs for our monthly lockpicking meeting! We meet every third Wednesday at the Nova Labs Fairfax location at 3850 Jermantown Road. Learn about locks, lockpicking, lock modifications, and even lock smithing in our classroom environment. No tools, skills, or knowledge required, but feel free to bring any of those things with you! Our meetings are overseen by one or more locksmiths.

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

Gaming, AdTech, EdTech, Media Streaming, and FinTech are just a few of the workloads where high-availability cloud infrastructure matters. Whether you’re doing battle daily in one of these spaces or are just curious about ways to improve performance, meet us in Reston for an in-person discussion on bare metal cloud architecture. You’ll meet our product lead, James MacKenzie, who will walk through how modern bare metal serves as a control plane for hybrid and private cloud architectures. **What we will cover** * Ways to leverage bare metal, containers, and orchestration for better performance and predictable economics; * Real-world hybrid, disaster recovery, and data-intensive architectures; * Our approach to eliminating ingress and egress fees. **Who should attend** * Cloud architects and platform engineers; * DevOps professionals and infrastructure leads; * FinOps stakeholders managing data-heavy or hybrid workloads. **Why attend** This is a technical, architecture-first conversation. You will leave with a clearer understanding of high-availability cloud infrastructure and how organizations are scaling cost-effectively. Food and drinks will be provided. Space is limited to keep the discussion interactive.

Ready for the **FIRST Loudoun CyberTech Event of 2026** \- featuring the **Loudoun County CISO**?!?! Join us on **Tuesday, January 13, 2026,** 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/1J8_8W2-vSe2WSqQbnxxz0Adwxz1 Are you prepared for what cyber threats will define 2026? Which ones matter and which should be ignored? What does modernization look like in 2026 at the intersection of risk, cost, and security? Join us for an exciting evening with the **Loudoun County CISO** and our spotlight speaker, **Dr. Elizabeth Di Bene**, as she explores these questions and addresses what to expect in cyber in 2026! **Dr. Elizabeth Di Bene** is the **CISO** for **Loudoun County Government,** overseeing information security strategies with a focus on risk management, data analytics, and SaaS. She brings more than 20 years of cyber leadership experience across the federal government and private sector, including roles at **CACI International,** **the U.S. Department of Justice,** and the **U.S. Marine Corps** where she also served in cyber leadership roles at **Marine Corps System Command**. Dr. Di Bene is nationally recognized for her expertise in network and information security and is a frequent industry speaker and FinOps ambassador. Join us next month to meet **Dr. Elizabeth Di Bene** to learn what should matter most for cyber in 2026! **Agenda** 5:30 Social hour and networking begins 6:10 Welcome 6:20 Spotlight Speaker - **Dr. Elizabeth Di Bene** 6:50 Q&A 7:00 Open Mic & Networking Continues 7:30 Adjourn

Calling all Loudoun County and Northern VA Real Estate Investors, Agents and Professionals! Join the most unique real estate investor club, education, networking and mastermind event in the US! The Cash-Flow Breakfast Club is nationwide but was founded right here in your back yard! **This is a 12 part education series with new topics every month. This event is session 1 of 12!** **This event is free but has very limited seating and we are limited to the first 100 to RSVP! Join us and become a founding member of this amazing community!** *(it is ok to attend even if you missed previous sessions. Each session has stand alone topics. You can also attend other near by locations to get caught up on sessions that you have missed.)* **Very limited seating. In-person only.** **Make sure to RSVP today to reserve your spot.** **When: January 13, 2026 @ 5:45pm-9pm EST** **Where: 20116 Ashbrook Place Suite 200 Ashburn, VA 20147** The Cash-Flow Breakfast Club is NOT just a meet up. It’s the most unique Real Estate Investor Community of Mentors, Coaches & Masterminds. A community of growth oriented, abundance mindset, go-giver individuals with a BARE MINIMUM commitment to become financially free through real estate investing. We focus on providing education and building networks to help every member solve their cash-flow freedom equation, so they can have the time-freedom needed to follow their passions, make a lasting impact and even change the world! The unique format of this event, which consists of high-level education, gamified networking, mastermind breakout sessions, case studies, group deal analysis, market deep dives, and peer-to-peer coaching facilitation makes this the most impactful local real estate investor group a real estate investor can be a part of. The foundation of the group is built around the belief that everyone in the room has the potential to change the world… however most of us never have the time, energy or financial situation to even dare to dream big enough. Most of us have passions that will never be followed, amazing businesses or ideas that will never be pursued… unless we can solve the Cash-Flow Freedom Equation, which ultimately leads to Time-Freedom. Once that happens it is usually much easier for us to think bigger, dream bigger, be bigger. · 🤯 Learn more about the Cash-Flow Breakfast Club [HERE](https://cashflowbreakfastclub.com/) · 🥇 Get in the VIP List to be notified about the next event in your area [HERE](https://the.cashflowbreakfastclub.com/VIP) · 🤙🏼 Learn more about Launching your own Cash-Flow Breakfast Club Location [HERE](https://cashflowbreakfastclub.com/launch-your-own-club/) · 🤝🏼 Learn more about becoming an Affiliate-Sponsor at one of our club locations [HERE](https://cashflowbreakfastclub.com/affiliate-sponsors/) · 📷 View photos and videos of some of our recent events [HERE](https://cashflowbreakfastclub.com/about-the-cash-flow-breakfast-club/) · 😎 Looking to represent? Browse Cash-Flow Breakfast Club apparel and fly swag [HERE](https://cashflowbreakfastclub.com/shop/)