Strategic Sourcing

!!! Please note that this meetup will be held entirely in German only !!! Weil es bei den letzten Malen so schön war, treffen wir uns diesmal wieder im **CI Space auf der Bugenhagenstraße 9, 10551 Berlin** (https://maps.app.goo.gl/dXaYKm8fkhBsxk42A). Vielen Dank an Iztok Petek, den Inhaber vom CI Space (www.facebook.com/cispaceberlin), der das wieder kostenlos für uns möglich macht - bitte dankt es ihm nach Möglichkeit mit dem Kauf von 1, 2 Getränken vor Ort! **Bitte seid spätestens 5min vor 9 Uhr da, da wir pünktlich starten werden.** Die ersten sind i. d. R. bereits ab 8:30 Uhr da, um vorab schonmal ein bisschen durchzustarten mit dem Netzwerken :)... Denkt daran **genügend Visitenkarten,** bitte mindestens eine, mitzubringen für die moderierte Netzwerkrunde - nur wenn man euch kontaktieren kann, kann man euch im Nachgang auch empfehlen! ;) **Veranstaltungsort:** CI Space (Berlin-Moabit) Bugenhagenstraße 9 10551 Berlin Nächste **U-Bahn-Station**: U9 Turmstraße oder U9 Birkenstraße (jeweils ca. 5 Gehminuten). **Start:** pünktlich 08:55 Uhr (ab 08:30 Uhr sind die ersten meist schon da) Zum nun bereits 9. Mal verschlägt es uns nach Moabit! Unser Moderator [Der Gottwald (siehe hier)](www.der-gottwald.de) lädt erneut ein und führt euch durch den Morgen. Wie immer bieten wir eine moderierte Netzwerkrunde für euch an, um neue Kontakte zu knüpfen und das eigene Business voran zu treiben, außerdem ist Zeit für etliche weitere Gespräche! Ein ca. 15-minütiger Impulsvortrag mit ganz viel Mehrwert für euch ist auch wieder eingeplant - falls ihr bei einem zukünftigen Treffen selbst einmal vortragen oder gar ein Treffen moderieren möchtet, meldet euch gern bei uns! Diesmal übernimmt [Belinda Faust](https://www.linkedin.com/in/befaust/), die euch unter die Oberfläche eures eigenen Business schauen lässt: Belinda - euer Focus Agent - unterstützt euch dabei, in einer Welt, die ständig nach eurer Aufmerksamkeit fragt, das Wesentliche vom Unwesentlichen zu trennen – bevor Zweifel euch ausbremsen oder ihr euch im Kreis dreht. In ihrem Intro zeigt sie euch, wie ihr gerade dann, wenn es komplex wird, äußere Strukturen mit innerem Fokus verbindet, sodass ihr Klarheit und Leichtigkeit gewinnt. Die leckeren Getränke, Snacks oder was auch immer euch zum Kauf animiert hat, bezahlt bitte selbst. \-\-\- **(Fast) alle** Gründer\*innen, StartUps, Freiberufler, Unternehmer und Unternehmensvertreter sind willkommen beim Business Netzwerken Meetup. Die Teilnahme ist generell kostenlos und **nicht** an eine Mitgliedschaft gebunden. **Bitte beachten:** Unternehmer mit Multi-Level Marketing-Geschäftsmodellen schließen wir von unseren Veranstaltungen komplett aus, da wir hier die Erfahrung machen mussten, dass es dabei oft nur ums Verkaufen geht, und meistens kein echtes Interesse am Netzwerken und am Gegenüber existiert. **Weiterhin** stehen wir deshalb auch allen Arten des Provisionsgeschäfts (Finanzoptimierer, Immobilienmakler, Versicherungsvertreter, etc.) extrem kritisch gegenüber und gestatten diesen keine Teilnahme an unseren Events. Solltet ihr der Meinung sein, ihr fallt nicht in diese Kategorie, obwohl ihr in einer der genannten Branchen arbeitet, so sprecht uns bitte im Vorfeld an. Wir freuen uns darauf, auch **dich** persönlich kennenzulernen und dir bei der Entwicklung deines Geschäfts weiterzuhelfen!

* **BOOK HERE: [www.BerlinPortraitAcademy.com](www.BerlinPortraitAcademy.com)** **More information:** Berlin Portrait Academy teaches realistic oil painting in the tradition of academies in Florence, Barcelona and London, bringing the Atelier experience to Berlin. Open to all levels from absolute beginner, to those who are more experienced but interested in tackling the academic method. Places are limited to six students per session. Cost is 45 euros per class 350 for a package of ten classes (enquire via email). Materials are provided free for the first lesson. **Please email [peter@pakd-gallery.com](peter@pakd-gallery.com) with any further questions!** See you there! **[www.BerlinPortraitAcademy.com](www.BerlinPortraitAcademy.com)**

We are excited to feature **Marzieh Fadaee**, who is currently Head of Cohere Labs at **cohere** and will discuss "**Scaling LLMs Across Languages**", 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**: Scaling has driven progress in language models, but improvements in peak performance often fail to translate across languages. In this talk, I show how multilingual models expose the limits of scale and highlight the importance of balanced performance. I argue for a shift from optimizing peaks to lifting the floor, through better data, design, and evaluation illustrated through Tiny Aya. **Bio**: Marzieh Fadaee is the Head of Cohere Labs, where she leads research on fundamental problems in artificial intelligence. Her work spans multilingual language models, data-efficient learning, model evaluation, and trustworthy AI, with a focus on building systems that are robust, inclusive, and globally impactful. She co-leads the Aya initiative that brought together over 3,000 collaborators worldwide to create the world's largest multilingual instruction dataset and the development of a series of state-of-the-art multilingual language and vision models. Before joining Cohere Labs, Marzieh was the Research Lead at Zeta Alpha Vector, where she pioneered innovative approaches to knowledge discovery and organization. She holds a PhD from the University of Amsterdam where she conducted foundational research on neural machine translation. Her research has been published in top venues such as NeurIPS, ACL, EMNLP, and ICLR, and she frequently serves as a mentor and advisor in the global AI research community. 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 summer 2026, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from cohere, ETH Zürich, University of Oxford, HuggingFace, and Stanford University. 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.

! All sessions in English except for 24.03, 21.04, 09.06, 28.07 & 01.09- these sessions will be in German ! Wanting to connect deeper with your partner? Looking for new ways to be intimate? Hoping to foster love, awareness, and communication in your relationship? Take some quality time away from the daily grid and explore Tantra together through embodied practice. The practice is designed to foster deeper intimacy, attunement and harmony between the two of you. Tantra invites you to allow your life force energy to flow without inhibition and to cultivate it for self-realization. Part of the practice is about inviting in more opening. Openness creates union, resistance creates separation. Deep connection, more pleasure and joy are a result of experiencing more openness. Tantra is for everyone! All couples are welcome regardless of sexual orientation and experience level. Not in a romantic relationship? Feel free to bring anyone you'd like to practice Tantra with. **What to expect:** * **Discourse, demo practice and Q&A**: learn about Tantra through discourse, ask your questions * **Tantra meditation practice**: presence, movement, sound and breath * **Sharing before and after practice**: share about your fears and desires & reflect on your experience * **Cozy studio setting**: enjoy a comfortable and intimate environment * **No partner-exchange:** practice only with your partner * **Fully clothed:** you may keep your clothes on during the entire practice **What to bring:** * Wear comfortable clothing * Water bottle to stay hydrated **Tickets:** 69€ per couple. Please purchase your ticket via [sophieheldens.com](https://www.sophieheldens.com/tickets?utm_source=meetup&utm_campaign=datenight) **Location:** Praxis Köpi Köpenicker Straße 175 10997 Berlin Kreuzberg Walk to the second courtyard and take the stairs to the front door on the left. **Please note:** Praxis Köpi is located on the 5th floor and there is no elevator available. Only book a ticket if you can walk the stairs. The benefit: a beautiful private studio with loads of natural light. **!! Please arrive 10 minutes early so we can start on time !!** Once we start the session, I can’t let you in anymore because it disturbs the class. Please do yourself and the group a favour by coming on time. Thank you! **Workshop facilitator** Hi! My name is Sophie. My passion for Tantra is rooted in a deep spiritual yearning and an inner knowing that Tantra is my path. My desire to teach Tantra has been sparked by having witnessed my own growth and healing as a result of these practices and it is inspired by a vision to create a more beautiful world. I create a space that is loving and nurturing, with a strong emphasis on ensuring that you feel save and supported. My workshops are gentle yet transformative, spiritual yet grounded and always heart-centered. I'm passionate about bridging the wisdom of ancient Tantra with modern-day practices. For more information, feel free to visit my website: [www.sophieheldens.com](https://www.sophieheldens.com?utm_source=meetup&utm_campaign=datenight)

Join us for our next Berlin Collaborative Modelling session — a hands-on workshop where we'll build a Context Map from scratch. Context Maps make the big picture of a system explicit: which bounded contexts exist, how they relate to each other, and where the friction, dependencies, and power dynamics between teams actually live. They help you make better decisions about integration strategies, team ownership, and where to invest in clean boundaries versus where to accept pragmatic compromise. To get there, we'll use Event Storming as our starting point — laying out domain events to discover natural clusters of behavior, then drawing boundaries around them to identify candidate bounded contexts and subdomains. From there, we'll sketch out the relationships between contexts and discuss what patterns like Customer/Supplier, Conformist, or Anti-Corruption Layer look like in practice. What to expect: This is a collaborative, stickies-on-the-wall kind of evening. No laptops needed, no prior DDD experience required — just curiosity about how to make sense of complex systems. We'll work through a shared example domain together, so everyone starts from the same place.

In this session we'll discuss the polarities of the zodiacal wheel. While many people see the Zodiac as a set of 12 signs, astrologers tend look in deeper and interpret the wheel as 6 axis of two opposites yet complementary signs. Just like light cannot exist without darkness, it is the same for the signs, and they need to be balanced to reach harmony. As such, Aries without Libra would probably a ruthless warrior, Libra brings in diplomacy and tact, making Aries into a wiser and strategic soldier. While Libra without Aries would get stuck in a mire of indecisions through life, unable to advocate for him or herself, or assert themselves. This example can be repeated with all the polar oppositions in the Zodiac. ### The deeper idea In astrology, growth often comes not from doubling down on your dominant traits, but from integrating your opposite sign. If someone strongly identifies with one side of the axis, life experiences (and relationships) tend to “pull in” the opposite energy to restore equilibrium. Psychologically, this mirrors concepts like **integration of the shadow** (from Carl Jung): the parts of ourselves we don’t consciously identify with often show up externally—through others or circumstances—until we learn to incorporate them. We will discuss the polar oppositions in the birth chart as well as transits and relationship astrology and how they can be more balanced. **Guidelines**: – Start: 18:30 sharp (arrive earlier if you like) – Please stay on the topic of astrology – Respect, warmth, and honesty are essential – Kindly RSVP in advance, as we need to confirm with the venue Warm regards, Finja, Maca, Sara & Julian *We collect a 5€ cash contribution on site to support the platform costs.*

**Registration only via Eventbrite:** [👉](https://www.meetup.com/de-DE/berlin-digital-business-network-sibb/events/313709910/?eventOrigin=group_events_list) https://www.eventbrite.de/e/1987130518874 👈 A bra for the pelvic floor, why test users broke into tears, and how to survive a one year funding delay. A must attend! ### What do you do, when a secured financing solution is not happening? You need to be creative and resilient. Developing the first bra for the pelvic floor, Anna shares strategies of how to overcome hurdles when developing a hardware and even health-related product. We will talk about prototype development, financing strategies, requirements for industry pilots and why users broke into tears during their famous test sessions. The story of Yeda is powerful in many ways. Join us for one of the most interesting founder stories of the Berlin Capital Region. 🚀 **Attention founders:** The SIBB Incubator supports startups focused on cybersecurity, deep tech, and responsible AI. Secure up to €100,000 in equity-free funding, personalized mentoring, and access to the SIBB expert network. Apply now through May 4 at: [sibb.de/incubator](https://sibb.de/incubator "https://sibb.de/incubator") #### 💡 What You Will Learn * How to **develop** a **hardward** product close to the market * How to attract **funding** and cope with a **financing** **delay** * How to **use** **convertible** **loans** to navigate the **funding** **journey** of your startup A big thank you to the **SIBB** **Incubator** for sponsoring this event! The program supports founders in the fields of cybersecurity, trustworthy AI, and deep tech. **Apply by May 4 at [sibb.de/incubator](https://sibb.de/incubator "https://sibb.de/incubator")** #### 🧑‍🏫 Speakers **Anna Maria Ullmann - Co-Founder and CEO at Yeda** * Building personalized FemTech solutions for **pelvic floor health** * Passionate about advancing **women’s health innovation** * Brings experience in **building and scaling startup teams** * Focused on turning health challenges into **practical, user-centered solutions** ***moderated by: Etta Dannemann in*** ***her role as head coach*** Etta Dannemann moderates the event in her role as Startup Coach at the SIBB Incubator. As a solopreneur, trainer, and architect by education, she loves creating new things — but even more, supporting others as they build and grow. Etta is passionate about empowering women in tech, helping them turn their ideas into action and leave their unique mark on the world. #### 🎯 Who Is This Event For * **Aspiring female founders** who want to learn from founders further along in their journey * Founders planning to raise a **funding round** and looking for practical tips and insights * Founders interested in finding out whether the **Berliner Startup Stipendium** is right for t **Registration only via Eventbrite:** [👉](https://www.meetup.com/de-DE/berlin-digital-business-network-sibb/events/313709910/?eventOrigin=group_events_list) https://www.eventbrite.de/e/198713051887

Join Aiven and Google Cloud for a hands-on lab to learn building data infrastructure for AI applications in production, and how to run OpenSearch in production for AI and GenAI workloads. ***IMPORTANT: Please register on* \*\*\*[HERE](https://bit.ly/4sLWiua) \*\*\**to secure your sport.*** This interactive, instructor-led workshop is designed for developers and data engineers who want to build and run real-world data pipelines using open source tools. Note: Bring your laptop, we’ll be shipping code together. Agenda: \* 5:00pm\~5:30pm: Check-in, Food, Networking \* 5:30pm\~7:30pm: Tech talks and Hands-on Workshop \* 7:30pm\~8:00pm: Q&A, wrap-up ⚡️ Workshop 1 — Foundations: Build Your Own Pipeline ​Start from scratch and assemble a complete data pipeline using Aiven services. \- Provision and manage services -Connect systems into a unified pipeline ​- Build an observability setup \- ​Query real\-time data across services using SQL ​​ ⚡️ Workshop 2 — Advanced: Real-Time Retail Streaming Pipeline ​Go deeper with a real, production-inspired use case. \- ​Design and implement a high\-quality streaming pipeline \- Work with real\-time retail data flows \- Apply best practices for scalability and reliability What you’ll learn: * Deploy and scale OpenSearch for production * Best practices for vector and hybrid search * Build efficient real-time data pipelines * Design and optimize RAG architectures ​Why attend? * Build a production-style data pipeline * Learn how to connect Kafka, ClickHouse, OpenSearch, and PostgreSQL into a working, real-time architecture. * Learn by doing and Apply proven patterns * Provision services, stream data, and run queries yourself using both UI and CLI workflows. * Walk away with practical approaches you can reuse for streaming, analytics, and observability use cases. Who Should Attend: Developer and data engineer, interested in moving from prototype to production with OpenSearch. ​ **RSVP is not enough. You must apply for a ticket here:** [https://bit.ly/4sLWiua](https://bit.ly/4sLWiua)

Register here 👉 https://bettermile.com/last-mile-meetup-event Expect inspiring success stories, practical frameworks, and forward-looking perspectives on harnessing technology to reimagine parcel delivery. 📅 Date: 6th May, 2026 🕕 Time: 6:00 PM 📍 Join us in Berlin (Better Space) & Online Let’s connect, learn, and shape the next chapter of last-mile logistics together. In this #12th edition, we explore the AI-Powered Autonomous Parcel Journey - from Depot to Doorstep. Together, we’ll trace how a fully automated last-mile delivery system comes to life: AI-driven route design and agentic dispatching by **Bettermile’s Better Planner,** **Neolix’s autonomous delivery vehicles** handling the final stretch, and intelligent warehouse automation powered by **Flink’s Robotics**. Expect honest conversations, live demonstrations, and a comprehensive overview of how automation and intelligence are reshaping parcel logistics and the future of last-mile delivery. Note: Photographs and video recordings will be made during the event for documentation and promotional purposes. If you prefer not to appear in any visual material, you can participate online without being recorded. Looking forward to seeing you there and sharing insights that matter! [#lastmile](https://www.linkedin.com/search/results/all/?keywords=%23lastmile&origin=HASH_TAG_FROM_FEED) [#lastmilemeetup](https://www.linkedin.com/search/results/all/?keywords=%23lastmilemeetup&origin=HASH_TAG_FROM_FEED) [#berlinmeetup](https://www.linkedin.com/search/results/all/?keywords=%23berlinmeetup&origin=HASH_TAG_FROM_FEED)

Want to improve your German in a creative and active way?
In this theater-based course, you don’t just learn the language – you experience it. Together we create an original theatre piece in German, inspired by the theme
“To Hear or Not to Hear.” What to expect: * Warm-ups and body work * Voice and speaking exercises * Improvisation & scene work * Character development * Working with texts in a playful way Highlight:
At the end of the course, we perform our piece 3 times in front of an audience at the Salon of Sprachenatelier Berlin. About the instructor:
Mira is a theatre director and experienced German teacher who loves combining language learning with creativity and artistic expression. Who is it for? * German learners from A2 to C1 * Anyone who wants to speak more freely and confidently * People interested in acting, creativity and group work No acting experience needed! Course details: * Duration: 14 sessions * Time: Fridays, 4:30 – 7:30 pm * Start date: 08.05.2026 * Registration until April 30 * Price: 400 € Sign up here on our website: https://www.sprachenatelier-berlin.de/de/topic/5691.theaterkurs.html

🧠 **Decision-Making Under Pressure (Part 2)** The wait is over. After the great response to our first session, we’re bringing it back — with new scenarios, new challenges, and even more real-time decision-making. This is not a typical event. It’s an **interactive business simulation**, where you step into the role of a founder and face real-world startup situations under pressure. You’ll work in small teams, analyze scenarios, make decisions within limited time, and present your approach — just like in real life. *** # 💡 What to Expect 🔹 Work in teams 🔹 Solve realistic startup scenarios 🔹 Make decisions under time pressure 🔹 Present your strategy 🔹 Receive feedback and different perspectives Each round becomes more challenging, pushing you to think faster, communicate clearly, and act with confidence. *** # 🎯 Why Join Because building a startup is a series of decisions — and the ability to make them under pressure is what makes the difference. Whether you’re a founder, aspiring entrepreneur, or simply curious, this session will challenge you to think critically and act decisively. *** # 📅 Event Details 📅 **May 9, 2026** ⏰ **17:00 – 19:00** 📍 **MAATI – Indische Küche** 🤝 Community We’re building a space where people don’t just network, they **connect, collaborate, and grow together.** For updates about upcoming events, networking opportunities, and founder meetups, join our **WhatsApp community** where entrepreneurs support, connect, and grow together. 👇 [https://chat.whatsapp.com/IOjguBGBakz59qp2b6BE0V](https://chat.whatsapp.com/IOjguBGBakz59qp2b6BE0V)

Let's meet for the [ACX Spring Meetups Everywhere 2026](https://www.astralcodexten.com/p/meetups-everywhere-spring-2026-times) in the Humboldthain! This will likely be a big meetup, as it was announced by Scott on ACX. From experience, I expect 25–50 attendees. Humboldthain is good to reach by public transport; the next train stops are S+U Gesundbrunnen and S Humboldthain. If you’re reading this, you’re invited. Please don’t feel like you "won't be welcome" just because you’re new to the blog, demographically different from the average reader, or hate ACX and everything it stands for. You'll be fine! I'll buy some snacks; feel free to bring something to share as well. There are also many restaurants around if you get hungry. Location: Big lawn at the center of Humboldthain — [https://plus.codes/9F4MG9WP+36](https://plus.codes/9F4MG9WP+36) Contact: Reply to this event, message me here on Meetup, or join the Telegram group below. Next public toilet: [https://g.co/kgs/bp9nGd](https://g.co/kgs/bp9nGd) Group Link: [https://t.me/+tVWSc66-0UM5MzA6](https://t.me/+tVWSc66-0UM5MzA6)

Important: Register on the [AICamp event website](https://www.aicamp.ai/event/eventdetails/W2026050708) is required for admission. Join Aiven and Google Cloud for a hands-on lab to learn building data infrastructure for AI applications in production, and how to run OpenSearch in production for AI and GenAI workloads. This interactive, instructor-led workshop is designed for developers and data engineers who want to build and run real-world data pipelines using open source tools. **Note:** Bring your laptop, we’ll be shipping code together. **Agenda:** \* 5:00pm\~5:30pm: Check-in, Food, Networking \* 5:30pm\~7:30pm: Tech talks and Hands-on Workshop \* 7:30pm\~8:00pm: Q&A, wrap-up ​ **⚡️ Workshop 1 — Foundations: Build Your Own Pipeline** ​Start from scratch and assemble a complete data pipeline using Aiven services. \- Provision and manage services -Connect systems into a unified pipeline ​- Build an observability setup \- ​Query real\-time data across services using SQL ​​ **⚡️ Workshop 2 — Advanced: Real-Time Retail Streaming Pipeline** ​Go deeper with a real, production-inspired use case. \- ​Design and implement a high\-quality streaming pipeline \- Work with real\-time retail data flows \- Apply best practices for scalability and reliability **What you’ll learn:** * Deploy and scale OpenSearch for production * Best practices for vector and hybrid search * Build efficient real-time data pipelines * Design and optimize RAG architectures **​Why attend?** * Build a production-style data pipeline * Learn how to connect Kafka, ClickHouse, OpenSearch, and PostgreSQL into a working, real-time architecture. * Learn by doing and Apply proven patterns * Provision services, stream data, and run queries yourself using both UI and CLI workflows. * Walk away with practical approaches you can reuse for streaming, analytics, and observability use cases. **Who Should Attend:** Developer and data engineer, interested in moving from prototype to production with OpenSearch.

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.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Why are we unhappy? Where does emotional pain come from? Studies show that people who suffer from long-term emotional pain have painful experiences in their lives that were never fully resolved in their mind. In other words, there were issues in the past that were not completely dealt with. This can include abuse in childhood, breakups, divorce, death of a loved one, to name a few. How do you know whether you have gotten over something painful? Here is an easy test: Do you still have attention on what had happened to you? For instance, do you still find yourself thinking about something painful that you went through? If you are, then you are not over it. In fact, in severe cases, people find themselves playing a "tape" in their mind over and over again. So how do you heal from your past? How do you stop the "tape" playing in your mind? In this meeting, you will learn a technique to help you with that. Come join us! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Come attend a free in-person seminar where you will find out why you: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way And we cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

At Evolve Synergy Sessions, you'll be part of a supportive mastermind where we share challenges, brainstorm solutions, and inspire one another to take bold steps in our businesses. Grow your network, gain fresh perspectives, and build meaningful relationships with like-minded women who are committed to success. Whether you’re looking to move the needle in your business or simply need a space to connect and recharge, this is the perfect place to fuel your entrepreneurial journey. [Add Event to Calendar](https://evolvecolumbus.eventcalendarapp.com/) \*\* Please note, we will be arriving around 8:15a for open networking! Get there early and get connected! Contact Alexis Morley at [alexis.morley@edwardjones.com](mailto:alexis.morley@edwardjones.com) or Terri Lawson at [terri.lawson@e-merge.com](mailto:terri.lawson@e-merge.com) for more information.