Product Lifecycle Management

**RSVP free on the [343 Labs website](https://343labs.de/events/beginner-music-production-workshop-3/) to reserve your seat!** Join us for a free Workshop geared to new producers interested in learning how to create electronic music with Ableton Live. Berlin producer, DJ and 343 Labs instructor Matthew Martinez gives an overview of producing music with Ableton Live including building a beat from scratch. Learn why Ableton Live is such a popular software among electronic music producers. This workshop is designed for beginners, or people who have produced with other software and are interested in getting started with Ableton. There are no prerequisites to joining, we'll meet you at the start of you music production journey. During the event, 343 Labs will be opening its doors for an Open House, where attendees can tour the facilities, learn about 343 Labs courses, and meet some of the instructors. This is a great way to get a feel for the community and programs at 343 Labs, meet fellow producers, and ask any questions you may have about our school.

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)

Get ready for the **Superbooth Special** May iteration of our monthly meetup! With the Superbooth trade show bringing many audio enthusiasts and professionals to Berlin, we're seizing the opportunity to host a larger gathering. This month, we're moving to a bigger venue, **ForumFactory**, to accommodate up to 200 attendees, with a special focus on networking and community connection. We have an exciting line-up featuring two talks from industry experts: * **Juanpe Bolívar - CTO at BRONZE** (long talk) In this talk we'll learn about persistence (immutable) data-structures and how they can be used to implement novel software architectures that make our software more efficient and responsive, but also easier to understand and modify. We will also how to efficiently persist these data structures across sessions, a novel technique in Immer, unseen in other implementations, that open the door to all new use-cases. We will also briefly show the Bronze Composer, a complex piece audio software that leverages these techniques. * **Tobias Lønnerød Madsen -** [moonbase.sh](https://moonbase.sh/) (short talk) Commercialising Audio Plugins - Going From Development to Sales and Beyond Following the talks, there will be ample time dedicated to networking. Come meet other local (and visiting!) audio nerds and C/C++ programmers. Network or talk shop – all levels of skill are welcome in the group. **Food & Drinks:** Free pizza will be provided as usual! Please note: for this special event, **drinks will not be complimentary**. However, there will be a bar at the venue where you can purchase beverages. Doors open at 6 pm, talks will start at 6.30 pm. We're looking forward to seeing many familiar and new faces for this special Superbooth edition!

# 🎭Improv dein Deutsch🎭 In Berlin Deutsch sprechen? Ja, klar! Komm zu unserem Impro Theater Kurs „Improv dein Deutsch“. In diesem Kurs kannst du mit anderen Impro spielen, auf Deutsch! Sehr einfache Sprache, viele Impro Übungen und perfektes Deutsch Training. Du musst nicht fliessend Deutsch sprechen können, es reicht wenn du eine einfache langsame Konversation haben kannst. Improtheater Übungen helfen den Menschen sich auszudrücken, zu öffnen, sich frei zumachen. Wir benutzen diese Übungen um dir die Angst vorm Deutsch sprechen zunehmen. In einer kleinen Gruppe von anderen, die auch ihr Deutsch verbessern möchten, kannst du endlich sprechen und Spass haben, ganz ohne Angst Fehler zumachen. Wir spielen Szenen zusammen, wir lachen zusammen und am Ende verlassen wir den Raum und fühlen uns schon sicherer mit unserem Deutsch. jeden **Mittwoch** von **19:00 bis 21:30** **hier anmelden für die 25€ Drop In class:** https://goteamup.com/p/3640530-esimpro/courses/dates/861031/ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Teacher Konstantin Häfner was born in a small village near Berlin and has spent the last 6 years doing improv in this city. Being part of various Spanish and English speaking improv groups, he knows about the struggles of his colleagues when it comes to learning German.

**Two talks. One founder story. One reality check on AI. No fluff.** **=== Please see the English version below ===** Vraćamo se sa 7. okupljanjem ljudi iz sveta tehnologije i preduzetništva iz bivše Jugoslavije (ex-YU), u organizaciji [Nemačkog kutka](https://nemackikutak.com/) i [Serbian Entrepreneurs](https://www.serbianentrepreneurs.com/). Događaj se održava na engleskom jeziku i otvoren je za sve - bilo da dolazite iz regiona ili ste deo šire zajednice. **\# Datum i lokacija** • Sreda, 6. maj 2026 • cognee.ai – Prilaz 4, 1. sprat, Paul-Lincke-Ufer 39–40 • Početak: 18:00 **\# Predavači i teme** Dva predavanja. Jedna osnivačka priča. Jedan ozbiljan pogled na veštačku inteligenciju. Sirovo, bez ulepšavanja. **Milica T. Jovanović** je senior istraživač korisničkog iskustva sa više od dve decenije iskustva u dizajnu, istraživanju i razvoju proizvoda. Bavi se razumevanjem stvarnog ponašanja korisnika i pretvaranjem uvida u bolje odluke u razvoju proizvoda, uz poseban fokus na ulogu veštačke inteligencije u istraživanju. U ovom predavanju, Milica govori o tome da li veštačka inteligencija treba da zameni istraživače korisničkog iskustva — gde daje rezultate, gde ne i šta se usput gubi. Takođe će pokazati kako se veliki jezički modeli mogu koristiti u istraživanju bez stvaranja lažnog osećaja sigurnosti. • **Tema:** Istraživač vs. mašina: Da li veštačka inteligencija može da zameni istraživanje korisničkog iskustva? **Jovan Stevović** je izvršni direktor i suosnivač kompanije Chino.io. Živi između Italije i Nemačke i radi u jednom od najzahtevnijih regulatornih okruženja — digitalno zdravstvo. Doktorirao je u oblasti inovacija u zdravstvu i ima više od deset godina iskustva u industriji, radeći na preseku veštačke inteligencije, usklađenosti sa propisima i razvoja proizvoda. U ovom predavanju, Jovan deli iskustvo izgradnje i prodaje kompanije. Od ideje, prvih odluka i obezbeđivanja finansiranja do toga kako zaista izgledaju prodaje kompanija iza kulisa. Iskustvo iz prve ruke koje nijedna knjiga ne može da prenese. • **Tema:** Od nule do prodaje: realna slika preduzetničkog puta **\# Program događaja** * **18:00 - 18:30** Ulaz i upoznavanje * **18:30 - 18:40** Uvodna reč * **18:40 - 19:00** Milica T. Jovanović: Istraživač vs. mašina: Da li veštačka inteligencija može da zameni istraživanje korisničkog iskustva? * **19:00 - 19:15** Pitanja i odgovori * **19:15 - 20:00** Umrežavanje uz hranu i piće * **20:00 - 20:20** Jovan Stevović: Od nule do prodaje: realna slika preduzetničkog puta * **20:20 - 20:35** Pitanja i odgovori * **20:35 - 20:45** Završna reč * **20:45 - 21:15** Umrežavanje uz hranu i piće * **21:15 - dalje** Prelazak u obližnji kafić na druženje i piće **\# Registracija** Ulaz je besplatan zahvaljujući cognee.ai, koji sponzoriše događaj i podržava zajednicu. Broj mesta je ograničen na 80 učesnika. Molimo vas da potvrdite dolazak kako bismo mogli da isplaniramo prostor, hranu i piće. Gradimo, delimo i podržavamo jedni druge. Vidimo se! **==================================================================** **======================== ENGLISH VERSION ========================** **==================================================================** We're back with the 7th gathering of builders, founders, and tech folks from the former Yugoslavia (ex-YU), organized by [Nemački kutak](https://nemackikutak.com/) and [Serbian Entrepreneurs](https://www.serbianentrepreneurs.com/). The event is held in English and open to everyone - whether you’re from the region or just part of the broader scene. **\# Date and Location** * Wednesday, May 6, 2026 * cognee.ai - Courtyard 4, 1st Floor, Paul-Lincke-Ufer 39-40 * Start: 18:00 **\# Speakers and topics** **Two talks. One founder story. One reality check on AI. No fluff.** **Milica T. Jovanović** is a Senior UX Researcher with over two decades of experience across design, research, and product. She focuses on understanding real user behavior and turning insights into better product decisions, with a growing interest in the role of AI in research workflows. In this talk, Milica explores whether AI should replace UX researchers: where it works, where it fails, and what gets lost along the way. She shares how to use LLMs in research without falling into the trap of false confidence. * **Talk:** Researcher vs. The Machine: Should AI replace the UX researcher? **Jovan Stevović** is the CEO and co-founder of Chino.io, living between Italy and Germany and operating in one of the toughest regulatory environments: health tech. With a PhD in healthcare innovation and 10+ years in the industry, he operates at the intersection of AI, compliance, and product. In this talk, Jovan shares a raw perspective on building and selling a business: from day zero decisions and fundraising to how exit deals are actually structured behind the scenes. First-hand experience no book can teach. * **Talk:** Day Zero to Exit: The Founder’s Full Circle Reality Check **\# Timetable** * **18:00 - 18:30** Entry & networking * **18:30 - 18:40** Opening note * **18:40 - 19:00** Milica T. Jovanović: Researcher vs. The Machine: Should AI replace the UX researcher? * **19:00 - 19:15** Q&A * **19:15 - 20:00** Networking with food and drinks * **20:00 - 20:20** Jovan Stevović: Day Zero to Exit: The Founder’s Full Circle Reality Check * **20:20 - 20:35** Q&A * **20:35 - 20:45** Closing Note * **20:45 - 21:15** Networking with food and drinks * **21:15 - open end** Moving to a nearby café for socializing and drinks **\# Registration** Admission is free thanks to **cognee.ai for sponsoring the event and supporting the community**. Spots are limited to 80 participants. Please confirm your attendance so we can plan space, food, and drinks accordingly. Let’s keep building, sharing, and supporting each other - excited for what’s ahead!

https://berlinschoolofdrawing.weebly.com/ IG @berlinschoolofdrawing [LIFE DRAWING SESSION](https://berlinschoolofdrawing.weebly.com/lifedrawinguntutoredsessions.html) weekly on **TUESDAYS and WEDNESDAYS from 7.30 to 9.30 p.m.!** **TUESDAYS** \- regular poses timing **WEDNESDAYS** \- 1st and 3rd session in month regular timing \- 2nd and 4th long poses **(** **please check the [website](https://berlinschoolofdrawing.weebly.com/lifedrawinguntutoredsessions.html) for the exact dates monthly )** **DETAILED POSES TIMING:** Regular posing timing: 10 x 2 minutes 2 x 5 min 2x 10 min // 3 x 20 min Long poses timing: 5x2 min to warm up - 2 x 10 min - 1 x20 min or 1 x 30 min // 1 x 60 min **Experienced nude models in short and long poses with nice lighting in a beautiful space** detailed timings below **The room is quite big so feel free to drop in** Please bring YOUR OWN MATERIAL Drawing boards will be provided! COST: 14 € [VOUCHER LIFE DRAWING - 10 ENTRANCES CARD 120€](https://berlinschoolofdrawing.weebly.com/booking.html) usable in all sessions and without expiring date! **VENUE:** KAPELLE AM URBAN, Grimmstrasse 10, 10967 KREUZBERG ( entrance from the street through the little iron gate and up the stairs to the chapel )

​In this special edition of our weekly audio hardware developers meetup, Berlin-based makers will be demoing their DIY creations and 'products-in-progress' at our neighbourhood Neukölln maker space for your enjoyment. We're just a short walk from Berlin's Synth-Mecca SchneidersLaden. ​**In the clean lab** we'll have device "show-and-tell's" and tech-talk **In the dirt lab,** expect short live sets and demonstration-presentations Drinks and snacks for donations (while stocks last) **Special showcases on the night:** \- Johannes from DadaMachines presents TBD \> \- Dorian Jung presents: Pointer g\-1 granular neural effects \- Live set from Servando Barreiro \- Teen Capo \+ Van Ties present pendulum\-in\-progress ...and much more to be confirmed Got something to show or share? Respond to the open call to get involved: [https://forms.gle/BAHKR9pss1o1RacZA](https://forms.gle/BAHKR9pss1o1RacZA?utm_source=luma) for an official slot, or just bring and spontaneously to show on the night) **What is SynthLab?** From hobbyists to commercial producers to first-time audio circuit creators, we offer a supportive environment for building audio hardware together and sharing knowledge. We design and build stuff right here in the space and encourage you to actively join a project or bring your own (no matter how small). You can join the discussion and ask questions over on our discord here. [https://discord.gg/FaxvtcbGab](https://discord.gg/FaxvtcbGab?utm_source=luma) ​​**About FabLab Neukölln** ​​The FabLab Neukölln is a collaboration powered by 42berlin and [workish.berlin](https://workish.berlin/?utm_source=luma). It’s a maker space, creative workshop, and hardware lab, right here in Neukölln. ​​The 150sqm FabLab is split into two. A dirt lab with woodworking and metal working equipment, perfect for making dust and loud noises. Across the hall, you’ll find a clean lab equipped with a 3D printer, laser cutter, and textile lab where your electronics or more delicate projects can come to life. ​​Our space was created to provide fair access to equipment, training, and community for students, experienced makers, and garage inventors alike. What will you come up with? [Apply for the next onboarding session](https://luma.com/fablabnk?k=c&tag=onboarding).

**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).

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)

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.

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

Amazon Aurora DSQL is a groundbreaking technology that has a potential to re-define the entire DBMS solutions. Yet there are lots to uncover, lots to learn on the resource! Therefore, we are inviting you experts on Aurora DSQL with an engaging hands-on workshop to experiment uses of Aurora DSQL, and also learn on the topic. **Build a Multi-Region, Active-active Rewards App with Aurora DSQL** In this workshop, get hands-on experience with Amazon Aurora DSQL, a serverless distributed SQL database that delivers active-active high availability. Learn how to build a retail rewards points application with active-active resiliency across multiple Availability Zones and two Regions. Explore how ACID transactions and active-active replication work in Aurora DSQL. Discover best practices for data model and application design and more. You must bring a laptop to participate. This is a hands-on workshop with a practical deep dive into Amazon Aurora DSQL. You work through independent tasks that you need to complete, with support of AWS Facilitators. The event will also begin with an expert talk: "The Evolution of Resilience - Lessons Learned from 25 Years of Infrastructure Architecture" - further details ahead! **When?** 7th of May\, Thursday\,\| 12:30 \- 18:00 **Where?** AWS Office - BER 21 - Tamara-Danz-Str. 13, 10243 Berlin. **How?** [Fill out this form ](https://forms.gle/CMoz6qGraX8HBHVU6)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 workshop 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: [Registration Form](https://forms.gle/CMoz6qGraX8HBHVU6) ❗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 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)

We will be hosting our May Meetup. Thanks to Amazon for sponsoring us. Please note that you have to show sign up with your real name and show a Photo ID to the building security before entering the building. Every visitor will have their photo taken that will be printed on their paper visitor badge. This is a requirement from the building security. If you are not ok with that, please do not sign up. You can not bring a +1, everyone needs to sign up. Please only sign up if you plan to come, we will keep notes. *Excited to announce our talks:* **pg_lake: Unifying transactional and analytical data with Postgres** by Celeste Horgan, Sr. OSS Developer Advocate at Snowflake. The common wisdom goes: data is either transactional or analytical, and workloads are OLTP and OLAP-shaped to match. The reality of generating and using data is different, and often we need a bit of both. The pg_lake extension brings OLAP workloads to OLTP Postgres. This talk will explore the pg_lake extension, including how to build it, and demos of using it with modern data workloads in object storage like Amazon S3. We’ll create simple data pipelines with no ETL and high performance analytics. **I Didn't Know Postgres Could Do That!** by Robert Treat, Principal Database Engineer at AWS and PostgreSQL Major Contributor. PostgreSQL is often thought of as "The Database for DBAs", but what more and more developers are finding out is that what makes Postgres "The Worlds Most Advanced Open Source Database" is its wide array of features, many of which are really geared towards engineers building applications on top of Postgres. In this talk, we'll look at some of the features in Postgres you may not have seen in other database systems, and talk about how you can make use of those features in your applications. Queries, indexing, data types, and more will all be up for discussion as we show you examples of just what Postgres can do.

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.

**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.

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.

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.

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

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.

Do you sometimes feel like you do well in life then something happens and you slide back, never quite getting ahead. At this Meetup you'll find out how to identify what actually causes the lows, the highs and everything in between. More importantly you’ll get the secret of how to gain control over your life so the highs are higher and the lows go away. Wouldn’t it be nice to stop the wild roller coaster ride for good? Or at least make it a fun roller coaster ride, with more ups and downs. There is a hidden factor that will be going over and you’re going to be quite surprised what it is and how much it affects your life. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is hosted at the Dianetics and Scientology Life Improvement Center.