Streaming Analytics

## **Details** 👋 Curious about what really breaks when a product goes from 0 to scale? 💡 We’re excited to invite you to the next edition of our **Product & Tech** event within the Talented People series: **“From 0 to Scale: What Actually Breaks When You Grow”** This session will focus on the realities of scaling, when what once worked starts to fail, priorities shift and teams face increasing complexity. Join us to gain insights from experienced professionals in product and tech, while enjoying great food, drinks and good company on our sunny terrace! 🌞 🎯 Details: 📆 Wednesday, May 6, 2026 18:30-21:00 📍 Talent-R office *Rambla de Catalunya 35, Principal 2, 08007 Barcelona* 📝 Speakers: \- David Lambert\, *Co-founder of Stellar* \- Marija Marjanovic\, *Product Director at Softonic* \- Nikita Drachev\, *Chief Data Officer at NDA* 📌 Join us to network with forward-thinking professionals and innovators at the forefront of product and technology. 🟩[Website](http://www.talent-r.com/) 🟦[LinkedIn](https://www.linkedin.com/company/talent-r/?viewAsMember=true) 🟥[Instagram](https://www.instagram.com/talentr_recruitment/)

Prueba gratis una sesión!!!! Te permitirá participar, probar y disfrutar con nosotros de una sesión grupal de entrenamiento al aire libre. Y si te interesa unirte a nosotros por 50€ al mes tienes acceso a todas nuestras sesiones presenciales y online más un estudio de nutrición totalmente personalizado valorado en 100 € incluido en la cuota mensual sin coste alguno!!! Seguro que tu al igual que nosotros valoras muchísimo en estos momentos el cuidarte de manera segura, con nosotros lo lograrás! Como serán éstas sesiones?? Si bien son sesiones grupales, como te realizaremos un estudio de nutrición totalmente personalizado, tendremos todo tu historial de necesidades y objetivos, con lo cual nos permitirá realizar correcciones dentro de la clase de grupo. Que necesitas traer?? Una esterilla, ropa cómoda para hacer ejercicio y agua. Qué trabajaremos? Ejercicios funcionales combinados con ejercicios de cardio, movilidad y equilibrio. Como reservo mi plaza?? Entra en el siguiente enlace: https://www.silvanavigo.com/entrenamiento-grupal-al-aire-libre/ Consultas Silvana Vigo 630635871

*Please Always contact me by whats app to book your space at the workshop, thank you!* What we' ll do You don't need to be an artist to join my creative art workshop! I'll be waiting for you outside the MACBA (The Barcelona Museum of Contemporary Art). From there, we'll take a walk to CCCB (The Centre de Cultura Contemporània de Barcelona), which has a café and co-working space. Once we get there, we'll ask for coffee/tea and get ready to embark on our creative journey! The art-making process will serve as a bridge for social and creative communication, and the theme will be centered around traveling and the things that make us vibrate. We'll start by using imagery, storytelling, and moving freely between drawing and writing to collage. We'll also work collaboratively, with each collaborator adding to a composition in sequence, allowing creativity to flow as we play. The main objective is self-expression, awakening creativity, having fun, and sharing a nice time together while colors and words come together to empower the artistic experience. I will guide you in the right direction to create something that you may have never thought of on your own, and you can take your own pace with art and bring it back home. The aim of this art workshop is to enhance your own creativity and self-expression. I will provide all the art materials, and the cost is 25 euros for a maximum of four people for a one-hour-long session. An individual session costs 40 euros. If you'd like to attend an creative art workshop please send me a message or call me to book your place. You can also arrange a different time that suits you better. Thank you very much! For more information and to book your space, please send me a WhatsApp message. Valentina +34 661192530. [Expressive Art Therapy](https://editor.wix.com/html/editor/web/renderer/edit/d4757503-66ca-4cc8-90dd-d8f04b6c2406?metaSiteId=304f1467-5223-4ce7-9734-ae4b73662750#:~:text=https%3A//expressiveartthera.wixsite.com/valentinacreativeart) * https://expressiveartthera.wixsite.com/valentinacreativeart About Me I'm an artist and an expressive art therapist, a yoga, dance and pilates, I'm originally from latin America, and I've lived in New York, London and now Barcelona for a while. I get my inspiration from traveling, and sharing the art making process with people to allow them to expand their creative potencial ! As an artist and teacher I've travel around the word and I always carry with me color pencils and a bloc to socialised in a creative ways ! I Believe that each one of us is inherently creative and infused with the gift of imagination, to shape their experience into creative expression! * Descripción No necesitas ser un artista para tomar parte de esta experiencia creativa ! El proceso de hacer arte es un puente social creativo de comunicación, y el tema sera el viaje y cosas que nos hacen vibrar ! Empezaremos usando imágenes contar historias, moviéndonos libremente entre dibujo y escritura al collage! Tan bien trabajaremos componiendo colectivamente y la creatividad comenzara a fluir dentro tuyo como jugando! lo mas importante en que te expreses, despiertes tu creatividad y pasarlo bien juntos, mientras los colores y palabras se juntan una con las otras, empoderando tu experiencia artistica! Al final tendras una pieza artística que podrás llevarte a casa! \*Yo dare los materiales, con un cafe o te incluido. * El taller cuenta 25 euros grupal, 35 euros la sección individual, * El taller dura 1 max 4 personas, por favor mandame un mensaje para hacer tu reserva +34 661192530 Sobre mi Soy una Artista, Terapeuta en Artes Expresivas y tan bien profesora de Danza, Yoga y Pilates. Soy originalmente de Latino America y he vivido en Nueva York, Londres y ahora hace ya un tiempo en Barcelona! Encuentro inspiración de los viajes y de compartir el proceso artistico con otros para ayudarlos a expandir su potencial creativo. Creo que cada uno de nosotros es inherentemente creativo y pose el regalo de la imaginación, para transformar su experiencia en una expresión creativa. * [Expressive Art Therapy](https://editor.wix.com/html/editor/web/renderer/edit/d4757503-66ca-4cc8-90dd-d8f04b6c2406?metaSiteId=304f1467-5223-4ce7-9734-ae4b73662750#:~:text=https%3A//expressiveartthera.wixsite.com/valentinacreativeart) ://expressiveartthera.wixsite.com/valentinacreativeart

**RUNNING** Join [Almas Libres](https://almas-libres.org), one of Spain’s largest women-led urban sports communities, for weekly sessions led by our all-female coaching team. Expect intervals, drills, strength, and pace work built to push you harder, make you faster, and prove what you’re capable of, no matter where you start. **WHEN** Every Wednesday *(except public holidays)* **TIME** 19:30 – 20:30 **LOCATION** Parc de la Ciutadella **CONTRIBUTION** 5€ **INCLUDED** • All-female coaching team **LANGUAGES** Catalan • Spanish • English

*Please Always contact me by whats app to book your space at the workshop, thank you!* What we' ll do You don't need to be an artist to join my creative art workshop! I'll be waiting for you outside the MACBA (The Barcelona Museum of Contemporary Art). From there, we'll take a walk to CCCB (The Centre de Cultura Contemporània de Barcelona), which has a café and co-working space. Once we get there, we'll ask for coffee/tea and get ready to embark on our creative journey! The art-making process will serve as a bridge for social and creative communication, and the theme will be centered around traveling and the things that make us vibrate. We'll start by using imagery, storytelling, and moving freely between drawing and writing to collage. We'll also work collaboratively, with each collaborator adding to a composition in sequence, allowing creativity to flow as we play. The main objective is self-expression, awakening creativity, having fun, and sharing a nice time together while colors and words come together to empower the artistic experience. I will guide you in the right direction to create something that you may have never thought of on your own, and you can take your own pace with art and bring it back home. The aim of this art workshop is to enhance your own creativity and self-expression. I will provide all the art materials, and the cost is 25 euros for a maximum of four people for a one-hour-long session. An individual session costs 40 euros. If you'd like to attend an creative art workshop please send me a message or call me to book your place. You can also arrange a different time that suits you better. Thank you very much! For more information and to book your space, please send me a WhatsApp message. Valentina +34 661192530. [Expressive Art Therapy](https://editor.wix.com/html/editor/web/renderer/edit/d4757503-66ca-4cc8-90dd-d8f04b6c2406?metaSiteId=304f1467-5223-4ce7-9734-ae4b73662750#:~:text=https%3A//expressiveartthera.wixsite.com/valentinacreativeart) * https://expressiveartthera.wixsite.com/valentinacreativeart About Me I'm an artist and an expressive art therapist, a yoga, dance and pilates, I'm originally from latin America, and I've lived in New York, London and now Barcelona for a while. I get my inspiration from traveling, and sharing the art making process with people to allow them to expand their creative potencial ! As an artist and teacher I've travel around the word and I always carry with me color pencils and a bloc to socialised in a creative ways ! I Believe that each one of us is inherently creative and infused with the gift of imagination, to shape their experience into creative expression! * Descripción No necesitas ser un artista para tomar parte de esta experiencia creativa ! El proceso de hacer arte es un puente social creativo de comunicación, y el tema sera el viaje y cosas que nos hacen vibrar ! Empezaremos usando imágenes contar historias, moviéndonos libremente entre dibujo y escritura al collage! Tan bien trabajaremos componiendo colectivamente y la creatividad comenzara a fluir dentro tuyo como jugando! lo mas importante en que te expreses, despiertes tu creatividad y pasarlo bien juntos, mientras los colores y palabras se juntan una con las otras, empoderando tu experiencia artistica! Al final tendras una pieza artística que podrás llevarte a casa! \*Yo dare los materiales, con un cafe o te incluido. * El taller cuenta 25 euros grupal, 35 euros la sección individual, * El taller dura 1 max 4 personas, por favor mandame un mensaje para hacer tu reserva +34 661192530 Sobre mi Soy una Artista, Terapeuta en Artes Expresivas y tan bien profesora de Danza, Yoga y Pilates. Soy originalmente de Latino America y he vivido en Nueva York, Londres y ahora hace ya un tiempo en Barcelona! Encuentro inspiración de los viajes y de compartir el proceso artistico con otros para ayudarlos a expandir su potencial creativo. Creo que cada uno de nosotros es inherentemente creativo y pose el regalo de la imaginación, para transformar su experiencia en una expresión creativa. * [Expressive Art Therapy](https://editor.wix.com/html/editor/web/renderer/edit/d4757503-66ca-4cc8-90dd-d8f04b6c2406?metaSiteId=304f1467-5223-4ce7-9734-ae4b73662750#:~:text=https%3A//expressiveartthera.wixsite.com/valentinacreativeart) ://expressiveartthera.wixsite.com/valentinacreativeart

**⬇️ ENGLISH BELOW + CATALÀ A CONTINUACIÓ!** ¿Te gustan los juegos de mesa y no tienes con quién jugar? ¿No se te ocurre qué hacer con tus compañeros de trabajo después de tu jornada de trabajo o quieres reunirte con tus amistades para pasarlo bien? ¡Únete al evento de juegos de mesa más grande de Barcelona y de Europa cada semana (+200 personas)! ¡ Descubre nuestra comunidad en [este vídeo](https://www.instagram.com/reel/DFKcJlpshY7/)! **Información de las noches de juegos semanales:** **Fecha**: Cada semana, principalmente los miércoles las 19h. Algunas semanas el evento se traslada a martes o jueves (revisar calendario de este evento). **Ubicación**: [L' Estació Espai Gastronòmic](https://g.co/kgs/Kjtf7jP) ️ **Idiomas**: Castellano, Inglés, Catalán ¡y cualquier otro que los participantes hablen! **¿Por qué unirse a las noches de juegos de KLEFF?** Disfrutar de la enorme variedad de juegos de mesa (¡explicamos cómo jugar a todos los juegos! Conocer a gente nueva y hacer amigos Degustar deliciosas tapas y bebidas ️ Practicar idiomas mientras te diviertes **Algunos de nuestros juegos (+500)** * 7 Wonders * Azul * Camel Up * Código Secreto * Catan * Carcassone * Dixit * Darwin's Journey * Lost Ruins of Arnak * Red Cathedral * Sagrada * Secret Hitler * Splendor * Terraforming Mars * Ticket To Ride * Unmatched * White Castle * ¡Y muchos más! Si tienes otro juego que creas que puede ser divertido jugarlo, ¡no dudes en traerlo! ️ Nos podréis encontrar en la **sala principal del Restaurante**, preguntad por **Pau** o a las personas con las camisetas rojas La utilización de la ludoteca es **GRATIS** , pero al encontrarnos en un bar es obligatorio adquirir consumición mínima (4€) canjeable por bebida. Si lo pasáis bien podéis hacer donaciones para la compra de más juegos y para organizar nuevos eventos ⚠️ **No olvidéis reservar vuestra plaza en Meetup**. Si finalmente no puedes venir, por favor, cancela tu asistencia para que otra persona pueda ocupar tu lugar. Durante el transcurso del evento se realizarán fotografías y vídeos que podrían ser publicadas en las redes sociales y los sitios web de [KLEFF](https://kleff.es/). Si no deseas salir, rogamos nos lo confirmes para no tomar imágenes de tu persona. \*\* ¡Únete a nuestra comunidad!\*\* [WhatsApp](https://chat.whatsapp.com/DgrLMW8MP8nGVDYuArohm0?mode=gi_t) [Telegram Group](https://t.me/kleffbcn) [Instagram](https://www.instagram.com/kleff.bcn/) \*\*\*\* Do you like board games but don't have anyone to play with? Can't think of what to do with your coworkers after work or want to gather with friends to have a good time? Join the biggest board game event in Barcelona and Europe every week (more than 200 people)! Discover our community in [this vídeo](https://www.instagram.com/reel/DFKcJlpshY7/)! **Game Night information**: **Date**: Every week, mostly Wednesdays at 7pm. Some weeks the event is moved to Tuesdays or Thursdays (check calendar for this event). **Location**: [L' Estació Espai Gastronòmic](https://g.co/kgs/Kjtf7jP) ️ **Languages**: Spanish, English, Catalan and any other languages spoken by participants! **Why join KLEFF game nights?** Enjoy a huge variety of board games (we explain how to play all games!) Meet new people and make friends Taste delicious tapas and drinks ️ Practice languages while having fun **Some of our games (+500)** * 7 Wonders * Azul * Camel Up * Codenames * Catan * Carcassonne * Dixit * Lost Ruins of Arnak * Red Cathedral * Sagrada * Secret Hitler * Splendor * Terraforming Mars * Ticket To Ride * White Castle * And many more! If you have another game that you think would be fun to play, feel free to bring it! ️ You can find us on the main floor of the restaurant, ask for **Pau** or the ones with the red t-shirt The use of the board games collection is **FREE** , but as we are in a bar, it is mandatory to purchase a minimum consumption (4€) which can be exchanged for a drink. If you have a good time, you can make donations for purchasing more games and organizing new events. **⚠️ Don't forget to reserve your spot on Meetup**. If you can't make it in the end, please cancel your attendance so someone else can take your spot. During the event, photos and videos will be taken that may be published on [KLEFF](http://www.kleff.es/)'s social media and websites. If you don't wish to appear, please let us know so we won't take pictures of you \*\* Join our community!\*\* [WhatsApp](https://chat.whatsapp.com/DgrLMW8MP8nGVDYuArohm0?mode=gi_t) [Telegram Group](https://t.me/kleffbcn) [Instagram](https://www.instagram.com/kleff.bcn/) \*\*\* T'agraden els jocs de taula i no tens amb qui jugar? No se t'ocorre què fer amb els teus companys de treball després de la teva jornada de treball o vols reunir-te amb les teves amistats per a passar-ho bé? Uneix-te a l'esdeveniment de jocs de taula més gran de Barcelona i d'Europa cada setmana (més de 200 persones)! Descobreix la nostra comunitat en [aquest vídeo](https://www.instagram.com/reel/DFKcJlpshY7/)! **Informació de les nits de jocs setmanals:** **Data**: Cada setmana, principalment els dimecres les 19h. Algunes setmanes l'esdeveniment es trasllada a dimarts o dijous (revisar calendari d'aquest esdeveniment). **Ubicació**: [L' Estació Espai Gastronòmic](https://g.co/kgs/LDs2fbs) ️ **Llengües**: Castellà, anglès, Ccatalà i qualsevol altre que els participants parlin! **Per què unir-se a les nits de jocs de KLEFF?** Gaudir de l'enorme varietat de jocs de taula (expliquem com jugar a tots els jocs!) Conèixer a gent nova i fer amistats Degustar delicioses tapes i begudes ️ Practicar idiomes mentre et diverteixes **Alguns dels nostres jocs (+500)** * 7 Wonders * Azul * Camel Up * Codi Secret * Catan * Carcassone * Dixit * Lost Ruins of Arnak * Red Cathedral * Sagrada * Secret Hitler * Splendor * Terraforming Mars * Ticket To Ride * Unmatched * White Castle * I molts més! Si tens un altre joc que creguis que pot ser divertit jugar-ho, no dubtis a portar-ho! ️ Ens podreu trobar a la **sala principal del Restaurant,** pregunteu per **Pau** o a les persones amb les samarretes vermelles La utilització de la ludoteca és **GRATUÏTA**, però en trobar-nos en un bar és obligatori adquirir consumició mínima (4€) canviable per beguda. Si ho passeu bé podeu fer donacions per a la compra de més jocs i per a organitzar nous esdeveniments. ⚠️ **No oblidis reservar la teva plaça a Meetup**. Si finalment no pots venir, si us plau, cancel·la l'assistència per a què una altra persona pugui ocupar el teu lloc. Durant el transcurs de l'esdeveniment es realitzaran fotografies i vídeos que podrien ser publicades en les xarxes socials i els llocs web de [KLEFF](https://kleff.es/ca/elementor-2706/). Si no desitges sortir, preguem que ens ho confirmis per a no prendre imatges de la teva persona. \*\* Uneix-te a la nostra comunitat!\*\* [WhatsApp](https://chat.whatsapp.com/DgrLMW8MP8nGVDYuArohm0?mode=gi_t) [Telegram](https://t.me/kleffbcn) [Instagram](https://www.instagram.com/kleff.bcn/)

Two weeks ago Yann LeCun and his team at New Yourk University published a paper http://yann.lecun.com/exdb/publis/pdf/lecun-06.pdf aimed to tackle a fundamental problem of AI -- world model, an obstacle that can keep us at the current level of LLM-s for potentialy centures, or can take us to singularity if it will be solved. To do this LeCun used EBM -- energy base models instead of classical probabilistic densities. We are planning to discuss energy based reasoning from mathematical point of view and also discuss connected technologies and their perspectives. Main article that we will discuss https://openreview.net/pdf?id=ZBj3Qp1bYg This is part of the scientific paper reading club. Presenter: Anier Velasco Sotmayor, teacher at Harbour Space Institute of Technology language of the meeting: English. Entrance donation: 15 eur

**Hello, fellow DevOps enthusiasts 🤓** On **May 7th**, we'll meet again for a couple of insightful talks, hosted by **[Dynatrace](https://www.dynatrace.com/)**! 📍**Location**: Avda Diagonal 211 \- 14th floor\, Torre Glòries\, Barcelona \| [https://maps.app.goo.gl/22q31ECkaW7BzDMD8](https://maps.app.goo.gl/22q31ECkaW7BzDMD8) \-\-\-\-\-\- 📅 **Agenda** * **18:30 - 18:40** Welcome from the hosts * **18:45 - 19:30** "The microservices kool-aid and what that means for SREs" * **19:30 - 20:15** "Observability in the AI-Native DevOps Age" * **20:15 - 21:00** Networking & Snacks \-\-\-\-\-\- **🎤 Talks & Speakers** * **Title: "The microservices kool-aid and what that means for SREs"** * **Speaker**: [Csaba Almási](https://www.linkedin.com/in/csaba-almasi/) - *Staff Platform Engineer at [Neonomics](https://www.neonomics.io/).* * **Duration**: 30-45 mins * **Abstract**: For years, the industry has treated microservices as the default architecture for any scaling project, but for SREs, this "Kool-Aid" often comes with a bitter aftertaste. This session moves past the hype to examine the true operational tax of service proliferation, specifically focusing on how fragmented architectures drive up observability costs and create silent performance bottlenecks through network overhead and resource contention. We will dive deep into the technical signals that reveal a "distributed monolith"—a system that shares the complexity of microservices but retains the rigid coupling of a legacy app—and provide a rubric for identifying when an architecture has become more of a liability than an asset. Beyond the theory, we’ll explore practical guidelines for determining when to actually decompose a monolith and, perhaps more importantly, when to move in the opposite direction. Using real-world examples from the field, we will walk through the architecture and design decisions behind both successful service extractions and strategic consolidations of over-engineered distributed systems. You’ll walk away with a framework for balancing technical depth with operational sanity, ensuring your architecture evolves based on performance data rather than industry trends. * **About**: Csaba Almási is a Staff Infrastructure Engineer at Neonomics, where he focuses on building reliable platforms and maximizing the business impact of observability. With extensive experience in SRE and distributed systems, he specializes in bridging the gap between technical architecture and operational efficiency in the fintech sector. \-\-\-\-\-\- * **Title: "Observability in the AI-Native DevOps Age"** * **Speaker**: [Andreas (Andi) Grabner](https://www.linkedin.com/in/grabnerandi/) - *CNCF Ambassador, Book Co-Author, and Fellow DevRel at [Dynatrace](https://www.dynatrace.com/)* * **Duration**: 30-45 mins * **Abstract**: *AI is here to stay!* *The question is: How to make it an efficient DevOps partner for the human to build, test and operate software?* The answer is simple: Just like humans, the AI can use observability to understand and optimize the impact of generated and deployed code and configuration. In this talk you learn the path through three important lessons on how observability as you know it is changing to become useful for the Human and the AI as we enter the AI-Native Age. **1.** **The Observability Primer**: “What’s different in observing an app, an AI or a workflow?" **2.** **The AI Delivery Lifecycle**: “How can my AI becomes better with observability?” **3\. Cost and Impact**: “How can we speed up while staying within budget?” You will walk away and know how to best apply open standards like OpenTelemetry and OpenLLMetry to get insights and optimize your own usage of AI. Whether its for coding, automation or to provide it as a business feature! * **About**: Andreas Grabner has 20+ years of experience as a software developer, tester, and architect, and is an advocate for high-performing cloud-scale applications. He is a CNCF ambassador, a contributor to the CNCF project keptn, a Co-Author of Platform Engineering for Architects, and a Fellow DevRel at Dynatrace. Andreas is also a regular contributor to the DevOps, Platform Engineering, and Cloud Native communities and a frequent speaker at technology conferences. In his spare time, you can most likely find him on one of the salsa dancefloors of the world! \-\-\-\-\-\- 🔑 **Important Access Note** Our host requires the attendees to provide their ID to grant us access to their offices. **Do not forget to fill in the "NIF - NIE - Passport" field** when registering, and do not forget to **bring your ID**!

Enjoy a live jazz concert while you eat or have a drink. The best way to end the week! Free entrance but you are welcome to tip the band! En Ocaña tenemos jazz en directo todos los domingos! La mejor forma de terminar la semana. La entrada es libre y a taquilla inversa! A Ocaña tenim jazz en directe tots els diumenges! La millor forma de tancar la setmana. Entrada lliure amb taquilla inversa.

**SREday: In-Person Event on SRE, DevOps & Cloud in BARCELONA** Conference focused on Site Reliability Engineering (SRE), DevOps, and cloud infrastructure, bringing together engineers, platform teams, and leaders to share real-world experience building, scaling, and operating reliable production systems. 🫆[CFP](https://cfp.ninja/e/sreday-2026-barcelona-q2) 🎟 Free Entrance

Ven a disfrutar de los jueves eclécticos en Ocaña en Vivo! ¡Este mes tenemos grupos de flamenco, blues, rumba, latin, y de todo un poco ! Como siempre , los jueves son eclécticos en nuestro Café-Restaurante. Un popurrí de artistas para pasarlo en grande, cada mes con nuevos grupos de flamenco, blues, rumba, latin y de todo un poco! Todos los jueves desde las 21h, ¡y a entrada libre!

**[GRAB YOUR TICKETS ON OUR WEBSITE](www.barcelonaimprovgroup.com/shows)** Welcome to the long form improv comedy show where YOU Spill the Tea and WE mop it all up to create improvised comedy and theatre! In Spill the Tea, the audience write their anonymous, juicy gossip and confessions which the cast use to fuel an hour of improvised laughs, characters and adventures. **7:30pm** Doors & Bar Open **8:00pm** Show Starts **Tickets** Early Bird 12€ *(book by Thursday)* General 15€ *\*30% discount for current students of BIG*

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

**💥 Join us THIS Friday and EVERY Friday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Friday and EVERY Friday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

IMPORTANT!!! THE DATE OF THIS EVENT HAS BEEN CHANGED TO SUNDAY MAY 17, 2026!!! A very unusual choice for his group... Unknown Number: High School Catfish is an American [true crime](https://en.wikipedia.org/wiki/True_crime "True crime") documentary film directed by [Skye Borgman](https://en.wikipedia.org/wiki/Skye_Borgman "Skye Borgman") and released to [streaming](https://en.wikipedia.org/wiki/Streaming_media "Streaming media") on [Netflix](https://en.wikipedia.org/wiki/Netflix "Netflix") on August 29, 2025. The documentary explores the events and investigation into an unknown person [cyberbully](https://en.wikipedia.org/wiki/Cyberbullying "Cyberbullying") and [harassing](https://en.wikipedia.org/wiki/Harassment "Harassment") teenagers in [Beal City, Michigan](https://en.wikipedia.org/wiki/Beal_City,_Michigan "Beal City, Michigan") using an unknown number via insults and sexual claims. It also explores the increasingly great impact of the harassment on the community, the eventual reveal of the culprit, and the trial that followed. IMPORTANT INFO: I strongly suggest not reading anything about it online before seeing it. It's best viewed with no previous knowledge. This documentary contains crude terminology and deals with cyberbullying, which may be a trigger for some folks. Please be ready to discuss the movie by 7PM. Thanks. Unfortunately, it is only available on Netflix. If you would like to attend but do not have Netflix, say so and maybe we can figure something out.

**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.