Product Management

We are back for another edition of the GitHub User Group. This month we dive into using Copilot and AI to enhance the design workflow, and look at how we can leverage AI in our GitHub Actions. **Product Design with Source Control: Using GitHub, AI, and Preview Builds as Your Source of Truth \~ [Walt Lim](https://www.linkedin.com/in/waltzaround/)** In this talk, Walt shares how he uses GitHub and AI to rethink the design process, moving beyond traditional prototypes to code as the source of truth. By using pull requests and ephemeral preview builds, he creates fast, realistic, and testable environments where ideas can be reviewed, iterated, and validated in context. Combined with AI-assisted workflows, this approach helps his team move quicker, reduce ambiguity, and make better decisions with less overhead **From One PR to Another: Agentic Workflows on GitHub \~ [Sinan Nar](https://www.linkedin.com/in/sinannar/)** A live demo of using AI-driven workflows to trigger actions across repositories—automatically creating a PR in a second repo when changes are merged. bio: Sinan is an Apps and AI Consultant at ARINCO, a Microsoft and GitHub partner consultancy. He co-organises the Aotearoa Azure User Group and the Auckland .NET User Group. An experienced and certified software engineer, he specialises in the Microsoft ecosystem, with a focus on Azure and GitHub. **Agenda** 5:30 - Start of pizza and networking 6:00 - Talk 1 6:30 - Break 6:40 - Talk 2 7:15 - Finish Please make sure to register for the event as we need to provide contact details to Microsoft for security purposes. Registration will close 48 hours prior to the event to provide enough time to send out the access passes for in-person attendees, but you can [join online](https://aka.ms/aotearoanzgithub/stream) on the day. If you have a topic you'd like to present (or hear about) please reach out, or create an idea in our [GitHub Ideas discussion board](https://github.com/orgs/NZ-GitHub-UG/discussions/categories/ideas).

We are back for another edition of the GitHub User Group. This month we dive into using Copilot and AI to enhance the design workflow, and look at how we can leverage AI in our GitHub Actions. **Product Design with Source Control: Using GitHub, AI, and Preview Builds as Your Source of Truth \~ [Walt Lim](https://www.linkedin.com/in/waltzaround/)** In this talk, Walt shares how he uses GitHub and AI to rethink the design process, moving beyond traditional prototypes to code as the source of truth. By using pull requests and ephemeral preview builds, he creates fast, realistic, and testable environments where ideas can be reviewed, iterated, and validated in context. Combined with AI-assisted workflows, this approach helps his team move quicker, reduce ambiguity, and make better decisions with less overhead **From One PR to Another: Agentic Workflows on GitHub \~ [Sinan Nar](https://www.linkedin.com/in/sinannar/)** A live demo of using AI-driven workflows to trigger actions across repositories—automatically creating a PR in a second repo when changes are merged. bio: Sinan is an Apps and AI Consultant at ARINCO, a Microsoft and GitHub partner consultancy. He co-organises the Aotearoa Azure User Group and the Auckland .NET User Group. An experienced and certified software engineer, he specialises in the Microsoft ecosystem, with a focus on Azure and GitHub. **Agenda** 5:30 - Start of pizza and networking 6:00 - Talk 1 6:30 - Break 6:40 - Talk 2 7:15 - Finish Please make sure to register for the event as we need to provide contact details to Microsoft for security purposes. Registration will close 48 hours prior to the event to provide enough time to send out the access passes for in-person attendees, but you can [join online](https://aka.ms/aotearoanzgithub/stream) on the day. If you have a topic you'd like to present (or hear about) please reach out, or create an idea in our [GitHub Ideas discussion board](https://github.com/orgs/NZ-GitHub-UG/discussions/categories/ideas).

**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.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

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

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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**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

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!