Software Architecture

## 💔 Heartbreak / Divorce Recovery Group (Bilingual / Bilingüe) Welcome to your Heartbreak/Divorce Recovery Group. We typically have 30 to 50+ participants per meeting, and you are not required to speak unless you feel ready. That said, we do ask that you listen to the opening remarks, which include a short talk and directions on where to access our free website and resource hub. Bienvenido a tu Grupo de Apoyo para Desamor y Divorcio (bilingüe). Normalmente contamos con 30 a 50+ participantes por reunión, y no estás obligado a hablar hasta que te sientas listo. Solo pedimos que escuches los comentarios iniciales, donde compartimos una breve charla y cómo acceder a nuestros recursos gratuitos. *** 💔 This group is for anyone with a broken heart. While many of our members are going through divorce, separation, or the end of a long-term relationship, you do not have to be going through a divorce to join us. If your heart is broken for any reason—loss, betrayal, confusion, or emotional exhaustion—you are welcome here. This is a place for healing, connection, and hope. 💔 Este grupo es para cualquier persona con el corazón roto. Aunque muchos de nuestros miembros están atravesando un divorcio, separación o el fin de una relación, no es necesario estar divorciándose para unirte. Si tu corazón está roto por cualquier motivo—pérdida, traición, confusión o agotamiento emocional—eres bienvenido aquí. Este es un espacio de sanación, conexión y esperanza. *** 🧭 If you are facing the end of a relationship... Whether you’re navigating a divorce, a difficult separation, or feel your relationship may be heading in that direction, you’ve come to the right place. These meetings offer a powerful kind of support that traditional friendships and family circles often can’t provide. By hearing from others who are walking a similar path, you’ll gain clarity, perspective, and strength. Over time, the chaos begins to make sense and the pain becomes more manageable. 🧭 Si estás enfrentando el final de una relación... Ya sea que estés atravesando un divorcio, una separación difícil o sientas que tu relación va en esa dirección, estás en el lugar correcto. Estas reuniones ofrecen un tipo de apoyo que muchas veces amigos y familiares no pueden brindar. Al escuchar a otros en un camino similar, encontrarás claridad, perspectiva y fortaleza. Poco a poco, la confusión disminuye y el dolor se vuelve más manejable. *** 🤝 What you can expect from this group / Qué puedes esperar: • Support – you are NOT alone / Apoyo – no estás solo • Friendship across all backgrounds / Amistad entre todas las edades y culturas • Good times with great people / Buenos momentos con gente increíble • Practical advice and shared wisdom / Consejos prácticos y experiencias reales • Resources – books, therapists, attorneys, and more / Recursos – libros, terapeutas, abogados y más • Meaningful conversation / Conversaciones significativas Our meetings are held **Thursday nights from 8:00–9:30 PM Eastern**, online and open worldwide, with attendees from across the U.S. and other countries. There is no fee to attend. You are welcome to join at any time and stay as long as you need. We are not affiliated with any specific organization, and all belief systems and backgrounds are welcome. Nuestras reuniones se llevan a cabo **los jueves por la noche de 8:00 a 9:30 PM (hora del Este)**, son en línea y abiertas a todo el mundo, con participantes de Estados Unidos y otros países. No hay costo para asistir. Puedes unirte en cualquier momento y quedarte el tiempo que necesites. No estamos afiliados a ninguna organización específica, y todas las creencias y orígenes son bienvenidos. *** “The sun will rise again, and who knows what the tide may bring.” — Cast Away, Tom Hanks “El sol volverá a salir, y quién sabe qué traerá la marea.” *** Please note: This is not a licensed therapy group. I am not a marriage counselor, psychiatrist, psychologist, or social worker—and neither are our facilitators. However, we can gladly refer you to licensed professionals if you feel that would be helpful. Nota importante: Este no es un grupo de terapia con licencia. No soy consejero matrimonial, psiquiatra, psicólogo ni trabajador social, y tampoco lo son los facilitadores. Sin embargo, podemos referirte a profesionales certificados si lo necesitas. If you’re shy or prefer to connect privately at first, feel free to message me directly through Meetup. I’m happy to point you in the right direction. ([www.heartbreaksupport.com](http://www.heartbreaksupport.com)) Si eres tímido o prefieres conectarte de forma privada al principio, puedes enviarme un mensaje directo a través de Meetup. Con gusto te orientaré.

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 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.

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

**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** TBD **YouTube Link** TBD

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.