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Frequently Asked Questions
Yes! Check out streaming analytics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the streaming analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Streaming Analytics Events Today
Join in-person Streaming Analytics events happening right now
Barcelona dbt Meetup (in-person) April 2026
Save your seat at the first 2026 dbt Barcelona Meetup! Join us on Thursday 9th April at 18:00 for an exciting edition of this community event.
dbt Meetups are networking events open to all folks working with data! Talks are given by different members of the community, who share their experience on topics ranging from analytics engineering, data stacks, data ops, modeling, testing, and team structures.
**This event is limited to 70 people, so please only RSVP if you intend to come** and reach out to hosts via email (ronyekwe@spauldingridge.com) if you need to cancel last minute or change your RSVP status on the Meetup page to "Not Going."
š **Venue:** IFCO Digital Hub, Ciutat Vella, 08039 Barcelona
š**Catering:** Pizza & Beers\*\*
š¤**Community Organizers:** Ruth & Miquel
**ā° Time:** 6:00pm - 9:00pm
\**To attend, please read the Health and Safety Policy and Terms of Participation*: [https://www.getdbt.com/legal/health-and-safety-policy](https://www.getdbt.com/legal/health-and-safety-policy)
\*\* If you have special requirements, please contact the organizers.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
š£ Agenda and additional details below:
* **6:00pm** Check in/Registration
* **6:30** Welcome Remarks
* **6:40 - 7:00** Talk #1 + Q&A
* **7:00 - 7:30** Talk #2 + Q&A
* **7:30 - 8:50** Discussion Forum & Closing remarks
* **8:00 - 9:00pm** Reception & Networking (socializing, light food and refreshments š· šŗ š§ ā š„¤)
⨠Speaker LineupāØ
**#Talk 1**
**Fusion and dbt News** by Ćlvaro Martin, Solution Architect @ dbt
Get the latest product and roadmap updates from dbt and hear experiences from global users of Fusion and more.
**#Talk 2**
**Scaling data architecture for Big Data and IoT** by Carla Regueira (Product Manager), Ćlvaro Picatoste (Business Data Analyst), Daniel DĆaz (Senior Data Engineer) @ IFCO:
The IFCO Digital team will present how they build KPIs for stakeholders and manage large data volumes. This will lead into an **open discussion forum** where guests can share their approaches and experiences with managing large-scale data using dbt.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
ā”ļø Join the dbt Slack community: [https://www.getdbt.com/community/](https://www.getdbt.com/community/)
š¤For the best Meetup experience, make sure to join the #local-barcelona channel in dbt Slack ([https://slack.getdbt.com/](https://slack.getdbt.com/))
Spaulding Ridge's Data Team focuses on optimizing data analytics platforms and IT infrastructure; promoting a data-driven culture and achieving success through data informed decisions. Connect with the local team here ā”ļø [https://www.spauldingridge.com/business-transformation/data-analytics/](https://www.spauldingridge.com/business-transformation/data-analytics/)
PHP Talks #7: Mastering PHP Execution
š§ Join us for **two talks** focusing on **getting more out of PHP** without unnecessary complexity, from async execution to performance insights. Stay for **discussion, drinks, and snacks** afterward.
**Details**
ā° Aptil 9th
š Starting 6:30 pm
š¬š§ Talks in English
š Free
šNN Working. Carrer de Pau Claris, 194, L'Eixample, 08037 Barcelona (4th floor)
**Talks:**
**1\. Topic:** **PHP Fibers: simplifying async code and speeding up development**
**Speaker:** [Max Fomichev](https://www.linkedin.com/in/maxim-fomichev/), Infrastructure Engineer at Manychat
**About the Talk**
We constantly search for creative ways to get maximum out of php, without bringing excessive complexity for our developers daily work. In this speech I'll sum up our way, describe where are we now in a bit, and share how we started to use fibers and asynchronous http requests to speed up both our code writing and execution, while avoiding excessive cognitive load for our developers dealing with "asynchronous" programming.
**About the Speaker**
Max has decades of experience in IT, primarily focused on programming in PHP and running Unix servers. For the past six years, he has been working at Manychat, a leading chat-marketing platform, where I combine the roles of an Infrastructure Engineer, SRE, and developer, optimizing systems and ensuring reliability.
**2\. Topic:** PHP Performance Demystified - Measure, Understand, Optimize
**Speaker:** [Volker Dusch](https://www.linkedin.com/in/volker-dusch/), Head Of Engineering at Tideways, PHP 8.5 Release Manager
**About the Talk**
In this talk, we'll explore options for PHP performance analysis. From understanding how the PHP virtual machine and OPCodes work, to performing your own reliable and meaningful benchmarks, and how to use request profiling using open-source and commercial offerings. You will leave with an overview of the available tools and an understanding of how to use them in your day-to-day. Learning how to spot bottlenecks and optimize them away efficiently and confidently.
**About the Speaker**
With over 20 years of software development experience, Volker has seen PHP grow and mature from PHP 3, working on long-living custom applications in high-traffic environments. From social networks to medical data processing, he has worked as an engineer, team lead, and Head of Engineering, mostly focusing on PHP, Go, C, JavaScript, HTML/CSS and System Operations. https://phpc.social/@edorian
**Thanks to Manychat to host the meetup**
ā [Learn more](http://%5Bhttps/%5B%5Bmedium.com/manychat-engineering%5D%5D%5D(%5Bmedium.com/manychat-engineering%5D%5D)(%5Bmedium.com/manychat-engineering%5D%5D(medium.com/manychat-engineering%5D))(https:/%5B%5Bmedium.com/manychat-engineering%5D%5D(%5Bmedium.com/manychat-engineering%5D)(%5Bmedium.com/manychat-engineering%5D(medium.com/manychat-engineering)))) about Manychat Engineering
ā [Careers](http://%5Bhttps/%5B%5Bcareers.manychat.com/%5D%5D%5D(%5Bcareers.manychat.com/%5D%5D)(%5Bcareers.manychat.com/%5D%5D(careers.manychat.com/%5D))(https:/%5B%5Bcareers.manychat.com/%5D%5D(%5Bcareers.manychat.com/%5D)(%5Bcareers.manychat.com/%5D(careers.manychat.com/)))) at Manychat
ā [Videos](http://%5Bhttps://www.youtube.com/playlist?list=PLIfURI1S1wkA2sVy_AYtJcR_HyBpsTa2d%5D(https://www.youtube.com/playlist?list=PLIfURI1S1wkA2sVy_AYtJcR_HyBpsTa2d) "\[https://www.youtube.com/playlist?list=PLIfURI1S1wkA2sVy_AYtJcR_HyBpsTa2d\](https://www.youtube.com/playlist?list=PLIfURI1S1wkA2sVy_AYtJcR_HyBpsTa2d)") from the previous meetups
Yoga & Pranayama
”Hola! :)
Te invito a una prĆ”ctica de **yoga consciente**, donde el movimiento, la respiración y la presencia se unen para equilibrar cuerpo, mente y energĆa. A travĆ©s de asanas, trabajo respiratorio (pranayama) y momentos de silencio, iremos creando espacio interior y serenidad.
⨠En algunas sesiones incorporaremos el poder vibracional de los **cuencos tibetanos**, para acompaƱar la relajación final y facilitar una experiencia mĆ”s profunda de armonĆa y conexión interior.
No importa si tienes experiencia o estƔs empezando: cada clase se adapta al ritmo y necesidades de cada persona.
šļø **Trae ropa cómoda, una esterilla y tus ganas de respirar y sentir.**
š **Duración:** 1h 30min
š **Lugar:** Ynspire Space, en frente de la Estación de Francia.
š¶ **Aportación:** 10ā¬
š« Si quieres mĆ”s información o reservar tu plaza, puedes escribirme por WhatsApp:
š [https://wa.me/34608171231](https://wa.me/34608171231?text=Hola,%20quiero%20m%C3%A1s%20informaci%C3%B3n%20sobre%20el%20ba%C3%B1o%20de%20sonido%20y%20pranayama)
Full Agent capabilities with MongoDB
Join us for an evening dedicated to **practical AI applications**, where weāll explore how to build intelligent agents and harness the power of vector search. Whether youāre a developer, data enthusiast, or simply curious about AI, this meetup is a great opportunity to learn, connect, and have fun with the community.
**Agenda**
**6:30 PM ā Welcome, Registration & Meet and Greet**
Arrive early, grab your badge, and connect with other AI enthusiasts before the sessions begin.
**7:00 PM ā Running a RAG locally**
Learn how to build and run Retrieval-Augmented Generation (RAG) systems entirely on your local environment, ensuring privacy, control, and reduced latency.
**7:30 PM ā MongoDB MCP**
Discover how MongoDB integrates with the Model Context Protocol (MCP) to enable scalable, real-time data access for AI applications and agents.
**8:00 PM ā Long-term memory for agents**
Explore strategies and architectures to equip AI agents with long-term memory, enabling more consistent, context-aware, and personalized interactions.
**8:15 PM ā Bonus Track**
"Cómo la imagen médica pasó del hospital a tu navegador"
**8:45 PM ā Pizza, Networking, Swag & Closing**
Enjoy some pizza, grab exclusive MongoDB swag, and continue networking with the community.
**Sessions**
**Title: Running a RAG locally**
**Summary:** In this session, we will walk through how to design and deploy a Retrieval-Augmented Generation (RAG) system running fully on local infrastructure. Weāll cover key components such as embeddings, vector databases, and local LLMs, and discuss trade-offs between performance, cost, and privacy. Attendees will gain a practical understanding of how to build secure and efficient AI systems without relying on external APIs.
**Title: MongoDB MCP**
**Summary:** This talk introduces MongoDBās role within the Model Context Protocol (MCP) ecosystem, enabling AI models and agents to interact seamlessly with live data. Weāll explore how MCP standardizes communication between models and tools, and how MongoDB can be used to store, retrieve, and manage structured and unstructured data in real time. Practical use cases and integration patterns will be demonstrated.
**Title: Long-term memory for agents**
**Summary:** As AI agents become more sophisticated, the need for persistent and meaningful memory becomes critical. In this session, we will explore different approaches to implementing long-term memory, including vector-based memory, structured storage, and hybrid architectures. Weāll also discuss challenges such as memory retrieval, relevance, and scalability, and how these impact real-world agent performance.
**Title: Bonus Track**
**Summary:** Cómo la imagen médica pasó del hospital a tu navegador.
**Important:** This event will be held in Spanish / Este evento se realizarƔ en espaƱol
OcaƱa en vivo: Jueves EclƩcticos !
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 popurrà 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!
Movement Flow
Movement Flow: Hemos pasado una dĆ©cada creando un sistema educativo inclusivo que promueve el autodescubrimiento y el crecimiento, dando la bienvenida a todos sin importar la edad o las habilidades. Nuestro sistema no se trata solo de acción fĆsica, sino de un viaje transformador, probado por miles de practicantes. Nuestra comunidad de apoyo fomenta el desarrollo en todos los niveles de habilidad. AquĆ mejorarĆ”s tu propiocepción, dominarĆ”s una conexión fluida con el suelo, aprenderĆ”s secuencias de movimiento desde las mĆ”s simples hasta las mĆ”s complejas, Ā”y quizĆ”s incluso hagas el pino! Entonces, Āæpor quĆ© esperar? Enciende tu camino hacia la fuerza, la flexibilidad y el movimiento ahora. Exploremos juntos este hermoso mundo del movimiento.
Streaming Analytics Events This Week
Discover what is happening in the next few days
Castell de Burriac. Vilassar de Mar. Playa y montaƱa. Tren gratuito.12ā¬.14km450m
⢠Bonita ruta de montaƱa con vistas y magnĆficos miradores al mar que nos llevara hasta el Castell del Burriac (100 cims). Pasaremos por la cruz de Montcabrer, cuevas y ruinas romanas.
⢠Acabarnos en Vilassar de Mar tomando algo, y para l@s valientes con un baño en el mar.
⢠El tren es **gratuito**.
⢠Grupo de [Whatsapp](https://chat.whatsapp.com/ID4VGOe1hpVHpxebYo7UZT) General (MÔximo 1 publicación semanal por el organizador).
⢠[Instagram](https://www.instagram.com/enjoyhiking1/)
**DATOS TĆCNICOS:**
⢠DISTANCIA: 14 km.
⢠DURACION ESTIMADA: 4-4,5 Horas (sin contar las pausas)
⢠DESNIVEL ACUMULADO: +450/-450 metros
⢠DIFICULTAD DE LA RUTA [IBP](https://www.ibpindex.com/index.php/es/) = 55 (Media con condición fĆsica media). Sobre el esfuerzo fĆsico teniendo en cuenta kms, desnivel, etc... no si hay tramos difĆciles.
⢠RUTA CIRCULAR (empieza y acaba en el mismo lugar, pero no se vuelve por el mismo lugar).
**PRECIO:**
⢠12⬠(a pagar el mismo dĆa en efectivo, llevo cambio)
⢠12⬠si se paga con Bizum antes de la salida poniendo tu nombre en el concepto.
⢠Si pagas por adelantado y cancelas se guarda la cantidad para una vez mÔs.
⢠Incluye: **GuĆa** **profesional** **titulado** de **media montaƱa**. Socio de **AEGM** (Asociación EspaƱola de GuĆas de MontaƱa) y **acreditado** por la **UIMLA** (Unión Internacional de GuĆas de MontaƱa).
⢠**Seguro** de **Responsabilidad** **Civil** y de **accidentes**.
⢠El transporte en tren es **gratuito**.
**DESPLAZAMIENTO:**
⢠La ruta empieza en la estación de **Cabrera-Vilassar de Mar** a las 10:08h. El tren de RENFE lĆnea R1 sale de Sants 9:25, El Clot 9:37 (yo montó en el Clot) con destino a Blanes. Vamos en el primer vagón. Llegar con antelación
⢠Ver [horarios](https://www.renfe.com/es/es/cercanias/rodalies-catalunya/horarios) desde otras estaciones:
[https://rodalies.gencat.cat/web/.content/02_Horaris/horaris/R1.pdf](https://rodalies.gencat.cat/web/.content/02_Horaris/horaris/R1.pdf)
[https://www.renfe.com/es/es/cercanias/rodalies-catalunya/horarios](https://www.renfe.com/es/es/cercanias/rodalies-catalunya/horarios)
⢠Hay trenes de vuelta desde **Cabrera-Vilassar de Mar** cada 15 minutos
⢠Si vas directo y si quieres compartir coche puedes publicarlo, a veces van personas de la misma población o cercana.
**MATERIAL:**
⢠IMPORTANTE: BOTAS O ZAPATILLAS DE MONTAĆA, (NO CALZADO QUE PODĆIS RESBALAR)
⢠Calcetines y ropa de senderismo
⢠Agua (mĆnimo 1,5 litros) y comida para todo el dĆa
⢠Chubasquero/Impermeable (para lluvia y viento)
⢠Gorra/Gorro, crema solar, gafas de sol y paraguas (según condiciones)
⢠Silbato, Brújula y Frontal (material muy útil para llevar siempre en la mochila)
⢠Bastones (son recomendables)
**PRONĆSTICO METEOROLĆGICO:**
⢠[https://www.meteo.cat/prediccio/municipal/082191](https://www.meteo.cat/prediccio/municipal/082191)
⢠[https://www.meteoblue.com/es/tiempo/semana/vilassar-de-mar_espa%C3%B1a_3110516](https://www.meteoblue.com/es/tiempo/semana/vilassar-de-mar_espa%C3%B1a_3110516)
**SOBRE MĆ:**
⢠Tengo aƱos de **experiencia** organizando excursiones de senderismo en la montaƱa y la naturaleza. Soy **guĆa** **profesional** **titulado** de **media montaƱa**. Socio de **AEGM** (Asociación EspaƱola de GuĆas de MontaƱa) y **acreditado** por la **UIMLA** (Unión Internacional de GuĆas de MontaƱa). **Seguro** de **Responsabilidad** **Civil** y de **accidentes**. Inscrito en el REGISTRO OFICIAL DE PROFESIONALES DEL DEPORTE DE CATALUNYA (ROPEC).
⢠Soy **Doctor en FĆsica** relacionado con el cuidado del medio ambiente.
⢠Hablo Español, CatalÔn, Inglés, Francés. Aprendà un poco de Italiano y AlemÔn.
**NORMATIVA:**
⢠LA INSCRIPCIĆN EN LA ACTIVIDAD IMPLICA LA ACEPTACIĆN DE LA NORMATIVA.
⢠**Si te has apuntado y no vas a venir, por favor, cambia tu asistencia RSVP a No Asistiré lo antes posible (sobre todo si la salida es en coche)**. Si estÔs en lista de espera y has cambiado de planes por favor bórrate de la lista de espera.
⢠Tienes una información general de la prĆ”ctica del senderismo, conociendo y asumiendo que durante la realización de esta travesĆa, como en cualquier ruta de senderismo, se pueden pasar situaciones con algĆŗn tipo de riesgo.
⢠Has repasado con detalle las caracterĆsticas tĆ©cnicas de las rutas propuestas en esta travesĆa, y que fĆsicamente estĆ” capacitado/a para la realización de esta travesĆa, y no padece ninguna limitación fĆsica o psĆquica que le dificulte para realizar la actividad.
⢠Aportas todo el material necesario para el desarrollo de la actividad.
⢠Te comprometes a cumplir en todo momento las indicaciones e instrucciones del guĆa responsable de la actividad, y que no avanzaras al guĆa, ni tampoco te quedarĆ”s solo/a a lo largo del camino. En el caso de tener que apartarse momentĆ”neamente del camino lo comunicarĆ”s previamente al guĆa. Si te estuvieras quedando retrasado/a del grupo por algĆŗn motivo debe de comunicarlo antes de perder la visión del grupo utilizando por ejemplo el silbato.
⢠Te comprometes a respetar el medio ambiente y la naturaleza, y no dejar residuos de ningún tipo durante el camino y a transmitir actitudes responsables entre sus compañeros/as de ruta.
⢠Si hay alguna duda sobre la actividad puedes preguntar al guĆa antes del inicio de la actividad.
⢠Cada uno se responsabiliza de sà mismo si nos desviamos opcionalmente del camino para ver miradores, gorgs/pozas, cuevas, castillos, edificaciones o similares. También si decide bañarse.
⢠**Si se permite traer perr@s** si estÔn acostumbad@s a ir a la montaña y os hacéis responsables. En coche pedir permiso al conductor
⢠Sólo se permiten menores de edad y contactÔis antes y firmÔis la autorización.
Founders Running Club :: Barcelona
**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacerāpets, friends, family, are welcome.
ļø Launched in San Francisco, July 16, 2022
Now in 35+ cities
Running + Networking events + Community
**Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats)
**Stay updated**:
Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/)
Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/)
LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/)
Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC)
Website [http://foundersrc.com](http://foundersrc.com/)
RANGO 45-54aš¤©ā¤ļøš¹MINI GUATEQUE RETRO 80-90's PREVIO AL TARDEO SINGLES BARCELONA
Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona)
**RANGO DE ESTE EVENTO 45-54 AĆOS APRĆX.**
**RANGO DE ESTE EVENTO 45-54 AĆOS APRĆX.**
**š¤©ā¤ļøš¹MINI GUATEQUE RETRO DE 1 HORA PARA SOCIALIZAR UN POCO ANTES DE IRNOS AL TARDEO DISCO REMEMBER PORQUE LUEGO EN LA DISCO NO SE PUEDE HABLAR MUCHO CON LA MĆSICA A TODA CASTAĆA Y DANDO SALTOS.**
**Precio:**
**Inscripción gratis para las chicas.** Chicos consultar.
Inscripción y ubicación por **whatsapp 630 467 646** una vez estés apuntado aquà en meetup.
**Primero apĆŗntate en meetup luego envĆa whatsapp. No envĆes whatsapp si no apareces en la lista de apuntados del evento meetup.**
Gracias.
Se habilitarĆ” **grupo whatsapp temporal** para el evento.
Streaming Analytics Events Near You
Connect with your local Streaming Analytics community
Prompt vs. Paintbrush
AI is changing how art is made. But when does it stop being your work and start being the machineās?
This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation?
We encourage audience participation during this event that will be moderated by Chris Slee.
Whether youāre deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)
Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)
CBusData: The Fellowship of the Star Schema: Transforming OLTP Data for Power BI
The Fellowship of the Star Schema: Transforming OLTP Data for Power BI
One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again.
We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all.
Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.
Global Azure - Columbus
The global Azure community is coming together again, and Columbus is officially on the map.
View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/)
On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure.
Whether youāre building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you!
**What to Expect**
* Engaging technical sessions
* Real-world Azure architecture & cloud-native patterns
* AI, agents, automation, and modern DevOps
* Food and drinks (because learning burns calories)
* Time to connect with fellow engineers, architects, and cloud enthusiasts
**Who Should Attend?**
* Software engineers (any language, any stack)
* Cloud architects
* DevOps engineers
* Data professionals
* AI explorers
* Platform builders
* Anyone who loves solving hard problems with great tools
If you build, deploy, automate, scale, monitor, or optimize in Azure, youāll feel right at home.
**Why Global Azure?**
Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. Itās grassroots. Itās technical. Itās practical. And itās powered by people who genuinely love sharing what theyāve learned.
And yes, itās free to attend!
(MOVED) April Ann Arbor R Users' Group Meeting - AI in Positron
**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/86862937929?pwd=woa95D1r85dobjqxQ07NfBLNdTa9hc.1
Passcode: 705462
**If you can't get in, please call me at: 734 223-3307**
**Document source:**
What If Your AI Could Be a Team? - Chad Green
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise.
We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration.
Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team.
**YouTube Link**
TBD
Operating Data Pipelines at Scale: Lessons from a Metadata-Driven Architecture
We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows.
**Presenter: Dilshad Nasirov**
Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights.
https://www.linkedin.com/in/dilshad-nasirov-4538431/
**CALL FOR SPEAKERS**
Learn more: https://www.awscolumbus.com/get-involved/
**THANK YOU** *Leading EDJE* for hosting our meetup!
Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/
**THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/.
**DIRECTIONS**
6515 Longshore Loop, Suite 300
Dublin, OH 43017
(3rd floor)
**FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH
**Want to sponsor the pizza and/or bar tab for a future meetup?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
TBD: Trivia & Happy Hour
We're bringing the community together for a casual happy hour with ServiceNow-themed trivia, food and drinks, and great conversation. Details coming soon - for now, save the date and plan to join us for connection and fun.




















