Product Lifecycle Management

Dear Friends, "**VCAT**" **in Potsdam** will be our host in May 2026! YAY! Address is: August-Bebel-Street. 26-53, 14482 Potsdam .... this is our first time outside of Berlin: You will find VCAT in the "MedienHaus", please see this page [https://www.vcat.de/meta/kontakt/](https://www.vcat.de/meta/kontakt/) for the description how to get there: Bus Stop "Studio Babelsberg" - a bus goes from S-Bahnhof Griebnitzsee (S7) or RE Bahnhof Medienstadt. We are invited to run our Open Space (15h -18h) as usual and then stay a little longer for a beer and some more friendly conversations. Our standard-text: Are you an agile practitioner and learner? A Problem-Solver, Scrum Master, Product Owner, Developer, Agile Coach or an awesome Manager? This is our space to learn together. Bring your challenge, opportunity or problem! Anything you want to share, practice or learn about! This afternoon will be all about learning through exchanging. We will create a list of topics and form small groups to work together in an open space format. Options include: * ask for help with a current situation * bring and practice a method or technique * practice coaching, where the coach and the coachee both learn this space is safe to fail! Happy to have you as a part of our awesome community! Your ALL crew: Simon & Alex

Unser Verein berlinCreators e.V. trifft sich jeden Freitag ab 18 Uhr im Makerspace. Wir haben Gruppen rund um Elektronik, 3D-Druck, Nähen, Programmieren, Retro Computer. Egal ob Anfänger oder Profi – hier seid Ihr Willkommen. Ihr könnt mit anderen fachsimpeln, Euch inspirieren lassen oder auch mit unserer Hilfe Eure ersten Projekte starten. Wenn Ihr Euch bei uns wohlfühlt und Mitglieder bei den berlinCreators werden möchtest, freuen wir uns. Kommt vorbei, lernt den Space, uns und die Möglichkeiten kennen.

**⚠️ IMPORTANT: REGISTRATION MANDATORY ⚠️** Registration is **REQUIRED** to attend this event. **Link: [https://lnkd.in/dSK-v3yY](https://lnkd.in/dSK-v3yY)** Your registration is subject to host approval. You must complete the registration process to receive the full event location details and confirmation of your attendance. **Please note: Without approved registration, you will NOT be able to access the event location or attend.** Join us for an exclusive Event with **[G-Research](https://www.linkedin.com/company/g-research/)**! In this interactive event, you’ll tackle maths-based brain teasers and dive into the world of quantitative finance in a relaxed, social setting. Expect a 𝗹𝗶𝘃𝗲𝗹𝘆 𝗮𝘁𝗺𝗼𝘀𝗽𝗵𝗲𝗿𝗲, 𝗰𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀𝗼𝗹𝘃𝗶𝗻𝗴, and a bit of 𝗳𝗿𝗶𝗲𝗻𝗱𝗹𝘆 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝗼𝗻. Form a team of up to 4 people and compete across multiple rounds for 𝗲𝘅𝗰𝗶𝘁𝗶𝗻𝗴 𝗽𝗿𝗶𝘇𝗲𝘀. 🥂 Catering is provided so you can fully focus on the quiz and enjoy the evening. 🏆 𝗣𝗿𝗶𝘇𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: 1st place: €250 Amazon vouchers 2nd place: €100 Amazon vouchers 3rd place: €50 Amazon vouchers 📅 𝗪𝗵𝗲𝗻: Friday, 8th May 📍 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: Mitte, Berlin, Shared upon registration This event is specifically for STEM students (undergraduate, graduate, and PhD) who are about to graduate soon. 👉 Secure your spot by scanning the QR-Code or through the following link: **[https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup](https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup)** **⚡ FINAL REMINDER ⚡** **You MUST register and be approved to attend. The event location will only be visible after your registration is confirmed by the host. Link: [https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup](https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup)** *** We are **BLISS e.V.**, Berlin’s AI community connecting like-minded individuals passionate about machine learning and data science. ​​​BLISS Website:[ https://bliss.berlin](https://bliss.berlin/?utm_source=luma) ​​​BLISS Youtube:[ https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin?utm_source=luma)

Experience "The Hostel" – A Celebration of Berlin's Linguistic Diversity! Join us for a unique multilingual improv show featuring players from Berlin's German, Russian and Serbo-Croatian-speaking improv communities. In this special format, improvisers create a vibrant mix of humor and drama, all set in a bustling hostel. No matter what language you speak, you'll understand the universal language of laughter. Doors: 19:30, Show: 20:00. Limited tickets available, get yours in advance to avoid disappointment: [https://www.improvworksberlin.com/shows](https://www.improvworksberlin.com/shows?fbclid=IwAR0OZepfvE6J9DflqkK7VzVIFOMqSmzY2FbyW7p12B4SfNc1M2iYBQHk4kA_aem_AUL8GK2KBGPsMtopJkEpxV1ZbIpfY_bZB-XxJGOaLbtkfPFIzAcDaKF0Hr1ljEJF3EoJuVUV9hPaq-a9X-lQcmdL)

Connect with fellow founders and entrepreneurs at Electric Social, Berlin’s arcade bar. Enjoy a relaxed evening of networking, drinks, and classic games while sharing ideas and meeting new collaborators. Build connections — and maybe a few high scores.

## 🇩🇪 Berlin Korean-German Language Exchange 🇰🇷 ## [베를린 한국어-독일어 언어교환 모임] 정신없고 비싸기만 한 언어교환은 이제 그만! 체계적이고 친절한 환경 속에서 편안하게 친구들을 만들며 자연스럽게 언어를 배우는 시간을 가져보세요. Stop attending chaotic and overpriced meetups! We pursue a structured, friendly environment where you can make friends and practice languages naturally and comfortably. *** ### ⏰ **TIME & SYSTEM (일시 및 운영 방식)** * **Start Date:** May 8th (Friday) / 5월 8일 첫 모임 시작 * **When:** **Every Friday** at 4:00 PM – 5:30 PM (1.5 hours) * **언제:** **매주 금요일** 오후 4:00 – 5:30 (총 1시간 30분) * **System:** \* 3 rounds of German (15 mins each) + 3 rounds of Korean (15 mins each) * **Partner swap every 15 minutes!** You will meet a new partner for every round. * **운영 방식:** \* 독일어 15분씩 3라운드 + 한국어 15분씩 3라운드 진행 * **15분마다 파트너를 교체**하여 다양한 분들과 대화할 수 있습니다.💬 **For Shy & New Members (초보 및 내성적인 분들을 위해)** * **Ice-breaking cards on every table!** Each table has a list of fun and easy topics to talk about. No need to worry about what to say next! * **Don't worry if you are shy!** Even if you are an introvert or new to language exchanges, our structured system and friendly atmosphere will help you fit right in. * **테이블마다 준비된 아이스브레이킹 주제!** 각 테이블에는 대화를 도와줄 재미있고 쉬운 질문지(쪽지)가 비치되어 있습니다. 다음 대화 주제를 고민할 걱정이 없어요! * **내성적이어도 걱정 마세요!** 이런 활동이 처음이거나 낯을 가리는 분들도 걱정하지 마세요. 체계적인 시스템과 친절한 분위기 속에서 자연스럽게 어울리실 수 있습니다. *** ### 📍 **LOCATION (장소)** * **Venue:** Petit Brunch * **Address:** Schönhauser Allee 140a, 10437 Berlin * **Note:** The venue is subject to change. **Please check our Instagram Story for any location updates before you come!** * **장소:** Petit Brunch * **주소:** Schönhauser Allee 140a, 10437 Berlin * **참고:** 장소는 변동될 가능성이 있습니다. **방문 전 인스타그램 스토리 공지를 반드시 확인해 주세요!** * **How to find us:** Please look for **'Aiden Park** once you arrive. * **찾아오시는 법:** 카페에 들어오셔서 \*\*에이든 박'\*\*를 찾아주세요. *** ### 💡 **DETAILS (참여 안내)** * **Language Level:** A2 – C2 / 독일어 또는 한국어 실력 A2\~C2 권장 * **Age Limit:** 20+ years old / **만 20세 이상** * **Entrance Fee:** **5€** (Cash or Bank transfer only / Pay on-site) * **입장료:** **5유로** (현금 혹은 계좌이체만 가능 / 현장 지불) * **1 drink per person is mandatory** (Cafe drinks are separate). * 카페 음료비는 별도이며, **1인 1주문은 필수**입니다. *** ### 💬 **CONTACT & RSVP (연락처 및 신청)** * If you suddenly cannot attend, please let us know via **Instagram DM**. * Even if the RSVP is closed, feel free to stop by! If there's an extra seat, you might be able to join at a discounted price. * 갑작스러운 불참 시 **인스타그램 DM**으로 알려주세요! * 모집이 마감되었더라도 자리가 있다면 조금 더 저렴하게 참여 가능할 수도 있으니 편하게 들러보세요. *** ### ⚠️ **NOTICE (주의사항)** * Any participant who joins with intentions other than language exchange and makes others uncomfortable may be removed from the group based on a majority vote. * 언어 교환이 아닌 다른 목적으로 입장하여 다른 파트너를 불편하게 만든다면, 다수결에 의해 강제 퇴장 조치될 수 있음을 알려드립니다. *** **[Organizer Contact]** * **Instagram:** @kr.de.language.exchange.berlin

Hallo, es ist wieder so weit, der zweite Freitag im Mai ist diese Woche! Deshalb habe ich im Neffes draußen im Innenhof für uns reserviert. Wenn das Wetter schlecht werden sollte, haben wir die Ecke vor dem - ausgeschalteten - Fernseher für uns :-). Ich freue mich schon, euch wieder persönlich zu sehen! Und hier der übliche Ankündigungstext: Unser zweimonatliches Treffen steht wieder an! An jedem zweiten Freitag eines ungeraden Monats treffen wir Selbständige, Unternehmer und Freiberufler aus der IT uns wieder um 19:00 Uhr im Neffes. Bei einem gemütlichen Zusammensein werden wir uns über fast alle Themen unterhalten. Der Schwerpunkt liegt dabei auf den beruflichen Themen. Z. B. wie gehen andere mit den Kunden und deren Mitarbeitern um, was sind die neuesten Insider Infos von den verschiedenen Unternehmen, wie sieht es bei den anderen mit den Einsatzorten und Arbeitsbedingungen aus und vieles mehr. Es wird wie immer ein interessanter Abend mit einem umfangreichen Erfahrungsaustausch werden, der einen auch beruflich weiterbringt. Mit dem DBITS e.V. wollen wir die Anerkennung von IT-Freiberuflern in der Gesellschaft und Politik vorantreiben, dort gibt es leider noch einen sehr großen Aufhol- und Aufklärungsbedarf und damit viel zu besprechen und zu erfahren. Des Weiteren bietet uns der Verein ein breites Netzwerk an Leuten mit den gleichen Zielen und Problemen. Aber wie gesagt, das Ziel ist ein schöner, informativer Abend, es gibt kein Mitgliederzwang. Nimm teil, wir freuen uns auf dein Kommen! Viele Grüße und ich freue mich schon auf ein Treffen am nächsten Freitag!

**IMPORTANT! Please register at** [Luma Page](https://luma.com/9svvrv99) ​Vibecoding is no longer the question. What matters is what you actually do with it. **​On May 9** at **Spiced Academy (Berlin)**, we meet to figure that out in practice — using **[Lovable](https://lovable.dev/)**. No lectures, no slides. You open the tool and start working. ​[Projector Global community](https://www.linkedin.com/company/projector-global-community/) ambassadors and mentors will guide you through the basics, help you navigate the process, and answer your specific questions. **​This event is for those who:** — already have some experience in vibecoding — want to test a tool hands-on instead of watching demos — are stuck on something specific and want a real answer ​Come with a question. Even better — submit it during registration. ​We recommend creating an account in advance so you can jump straight in. **Mentors** During the session, you’ll be supported by experienced builders and designers: * **[Vitalik Kotik](https://www.linkedin.com/in/vitali-kotick/)** — CEO & Co-Founder @Superapp, ex-Bolt Senior Product Designer * **[Yevheniia Liubchyk](https://www.linkedin.com/in/yevheniia-liubchyk/)** — Product Designer @Zoi * **[Olha Kirdiaieva](https://www.linkedin.com/in/olha-kirdiaieva/)** — UX Designer @JUPUS * **[Danilo De la Fuente](https://www.linkedin.com/in/danilo-de-la-fuente-product-manager/)** — Founder @Arma Music, Product Manager They’ll be there to help you unblock, give direction, and support your ideas in real time. **​Tool Partner — Lovable​** This event is supported by [Lovable](https://lovable.dev/) \- an AI\-powered tool for building products faster\, without getting stuck in complexity\. ​Lovable helps you turn ideas into working solutions, experiment quickly, and focus on what matters - logic, flow, and outcomes. ​Participants will receive free credits to explore the tool during the session. Learn more: [https://lovable.dev/](https://lovable.dev/?utm_source=luma) **​Venue Host​​​** Hosted by [Spiced Academy](https://www.spiced-academy.com/en) — a Berlin tech education hub focused on hands-on learning in AI, Data, UX/UI, and Product, and building a strong tech community. **Hosts**​​​ This event is organized by [Projector Global Community](https://www.linkedin.com/company/projector-global-community/) ambassadors (by [Projector Institute](https://prjctr.com/en/about)): * ​​​[Emiliia Karpiuk](https://www.linkedin.com/in/emiliiakarpiuk/?utm_source=luma) * ​​[Julia Savchuk](https://www.linkedin.com/in/yuliia-savchuk/?utm_source=luma) **​​​​Photos & Video** ​​​​Please note that we will be taking photos at this event. By attending, you agree to be photographed, and grant the organisers permission to use this footage online and for marketing purposes (e.g., on social media or our websites).

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.

Join us for a hands-on, collaborative **4-hour workshop** where we use LLMs to code. We will be implementing the following 3 exercises: [connect four](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/connect-four) [amazon locker](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/amazon-locker) and [elevator](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/elevator) ### **What we will do** We will use the LLM (any free one, like chatGPT) to write code that solves a given problem. Our goal is to not write code by hand, and to produce an application that passes a set of specifications. ### 🛠 **Share ideas about agentic coding** We will be practicing our agentic coding skills: * bring a laptop with Java or Golang installed * know how to code in either Java or Golang * share and explore ideas about how to use LLMs to create production-ready applications ### 💬 **Atmosphere & Logistics** The workshop is **free**. There will also be a 20 min pause, if you want to order snacks.

**Just Speak Deutsch! 🇩🇪** ***Play, move, laugh – and speak German with confidence*** Recommended German Level: A2.2/ B1 No grammar drills. No pressure. Just speaking German. In this fun and interactive improv workshop, you’ll learn German by doing – through theater, improvisation games, and movement. You’ll engage your whole body, speak more freely, and stop overthinking every sentence. The focus is on real communication: reducing hesitation, responding spontaneously, and actively using the vocabulary you already have. Expect playful interaction, group energy, and a supportive atmosphere where mistakes are part of the process. No acting experience needed – just curiosity, creativity, and a willingness to move, play, and have fun while learning German. **What to expect:** • Improvisation & theater games • Movement, voice & body exercises • Lots of speaking in pairs and groups • A relaxed, supportive environment • Practical speaking practice in real-time situations **Your host** My name is Mira, and I have been working as a German teacher for over a decade. My Master’s thesis focused on *“Learning German through theater games.”* I teach German in integration and refugee courses at VHS Pankow and Friedrichshain, as well as in one-to-one lessons. Alongside teaching, I practice improvisational theater and facilitate transformative movement workshops that support learning, expression, and personal development. **When? Where? How much?** Saturday 09.05.2026 17-18.30h Yogalila Rykestraße 37, 10405 Berlin Workshop fee: 10 Euro Please register before hand due the size of the studio. Minimum participants 3 - maximum 8. Press join or write me a PN. Feel also free to contact me if you have more questions. DEUTSCH: ## **Just Speak Deutsch! 🇩🇪** *Play, move, laugh – und Deutsch mit mehr Selbstvertrauen sprechen* **Empfohlenes Sprachniveau: A2.2 – B1** Keine Grammatikübungen. Kein Druck. Einfach Deutsch sprechen. In diesem spielerischen und interaktiven Impro-Workshop lernst du Deutsch durch Bewegung, Theater- und Improvisationsspiele. Du nutzt deinen ganzen Körper, sprichst freier und hörst auf, jeden Satz zu überdenken. Der Fokus liegt auf echter Kommunikation: Hemmungen abbauen, spontan reagieren und den Wortschatz aktiv nutzen, den du bereits hast. Dich erwartet eine spielerische Atmosphäre mit Gruppenenergie und viel Unterstützung – Fehler gehören ausdrücklich dazu. Keine Schauspielerfahrung nötig – nur Neugier, Kreativität und die Bereitschaft, dich zu bewegen, zu spielen und Spaß beim Deutschlernen zu haben. *** ## **What to expect:** • Improvisations- und Theaterspiele • Bewegungs-, Stimm- und Körperübungen • Viel Sprechen in Paaren und Gruppen • Eine entspannte, unterstützende Atmosphäre • Praktisches Sprechtraining in realistischen Situationen *** ## **Deine Workshopleitung** Mein Name ist Mira und ich arbeite seit über zehn Jahren als Deutschlehrerin. Meine Masterarbeit beschäftigte sich mit dem Thema *„Deutschlernen mit Theaterspielen“*. Ich unterrichte Deutsch in Integrations- und Flüchtlingskursen an der VHS Pankow und Friedrichshain sowie im Einzelunterricht. Neben meiner Lehrtätigkeit beschäftige ich mich mit Improvisationstheater und leite bewegungsorientierte Workshops, die Lernen, Ausdruck und persönliche Entwicklung unterstützen. *** ## **Wann? Wo? Wie viel?** **Samstag, 09.05.2026** **17:00 – 18:30 Uhr** **Yogalila** Rykestraße 37, 10405 Berlin **Workshopgebühr: 10 €** Bitte melde dich vorher an, da der Raum begrenzt ist. Mindestteilnehmerzahl: 3 – Maximal: 8 👉 Anmeldung über „Teilnehmen“ oder per PN bis Fr 08.05.2026 erbeten.

**Build & Learn: AI with Coffee ☕ — Build & Share** This is a monthly meetup where we focus on real things people are trying to build — from work problems to personal ideas. We’re here to help you get started, meet other builders, and share what you’ve been working on. **🟡 Part 1 — Getting Started** If you’re a beginner: We’ll walk you through how to begin (tools, ideas, simple paths) Show examples of what others are building Help you take your first step **🟡 Part 2 — Builder Showcase** If you’re already building: You can present what you’ve been working on (5–10 minutes) Share challenges and lessons learned Get feedback from the group **⚠️ Limited Spots** This is a small group on purpose. Please only sign up if you actually plan to come. **Want extra help?** If you’re feeling stuck or thinking about transitioning your career, you can book a 1:1 session 👉 *[Calendly link](https://calendly.com/lindseypeng/workflow-clarity-call)* or join the community 💬 [Discord](https://discord.gg/dPnmzcCP8w)

Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease. This walk is a simple reset. We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment. No apps. No performance. Just a clear space to slow down and notice what is happening. If you want to slow down without withdrawing from life, join a Chitta Walk. ✨ **What to expect (approx. 90 minutes):** * A short arrival and orientation * A guided silent walk (phones off, no conversation) * One concise science-based impulse on attention or stress * Optional reflection in pairs or small groups * A simple takeaway or experiment for daily life 🚶**Who this is for:** * Professionals, creatives, and people in transition. * People who feel mentally busy and want more clarity and balance. * Those curious about mindfulness, but grounded and practical. * Anyone comfortable with silence and gentle self observation. 🔔 **Practical notes:** * Duration: 60-90 minutes * Wear comfortable shoes and weather-appropriate clothing * No prior experience needed * Group size is limited to keep the space quiet and focused 🧭 **Facilitator:** My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction. 🤔 **Why Chitta Walks?** Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense. Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world. The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it. 🌿 **Possible effects:** A calmer nervous system. Clearer attention. A felt sense of being more present in your body. Subtle insights into how your mind reacts under everyday conditions. A quieter, more grounded way of moving through the city. **Come as you are. Walk. Notice. Leave with a little more space inside.**

**Hello founders/builders! Come join us and be part of the inner circle of the Founders' Community.** **We’re keeping it small and intentional with people who are either building or ready to.** **Because one sharp conversation is worth more than ten casual ones.** **What to expect on 9th May :** **15:00-16:00 : Meet & greet ; Networking** **16:00-17:30 : Pitch & get evaluated by an expert** **17:30-18:00 : Info session on How to Stand Out as a Founder in the age of AI** **If this resonates, please register by filling out our [form](https://docs.google.com/forms/d/1EqQ_W12r147DRKKUAxm_MtZieVLah02mbbbxTt_Wzkg/edit). Responses help us shape the room intentionally.**

**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.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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

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

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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.