KDE

We're celebrating [World Product Day 2026](https://www.worldproductday.com/) by getting beyond the hype to hear 4 product people tell us how they are really using AI in their day to day work! * **Rahul:** Discovery, Rewired: From Transcripts to Production with AI - the story of how Global Dairy Trade took an idea from interviews to the real world * **Peony:** A product team of one - how a solo PM uses AI to operate in the goldilocks zone, just enough process, just enough output, moving fast enough to learn and find PMF * **Darren:** Product discovery with agents - from strategy to roadmaps * **Emilie:** AI in product design - allowing the designer to focus on the human tasks The event will start with **networking at 5.30pm**, followed by the **talk from 6pm!** **About our speakers:** **Rahul Singh** [https://www.linkedin.com/in/rahulsinghnz/](https://www.linkedin.com/in/rahulsinghnz/) Product Manager at GDT (Global Dairy Trade), building a modular SaaS platform across a global auction ecosystem. Before GDT he spent a decade shipping digital products at IAG and Roam Digital, working across insurance and enterprise SaaS. Outside the day job, Rahul runs AI PM Briefing, a weekly briefing for product managers on what's actually shipping in AI (tools, patterns, case studies), and is the author of ‘Don't Think, Change‘- a field guide to behaviour change for product teams. **Peony Pangputt** [https://www.linkedin.com/in/peonypangputt/](https://www.linkedin.com/in/peonypangputt/) Product Manager at FileInvite, a B2B SaaS platform helping US commercial lenders automate the collection of loan information faster. Peony joined at Series A and has been navigating a triple challenge: a new product, a new geography, and a new customer segment all at once. Before making the jump into the startup world, she spent her early career in rebuilding legacy replacements products at Stuff and Auckland Transport. **Darren Neo:** [https://www.linkedin.com/in/darren-neo/](https://www.linkedin.com/in/darren-neo/) Product Manager at Xplor Technologies, leading payment onboarding strategy and delivery. Darren started his career as a developer before moving into project delivery and product management, focused on building high-impact solutions that improve business growth, operational efficiency, and customer experience. His technical foundation drives his passion for bringing AI into modern product practices and delivery. He is also the Auckland Community Lead for [AI Collective New Zealand](https://www.aicollective.com/chapters/nz). **Emilie Park:** [https://www.linkedin.com/in/emiliepark/](https://www.linkedin.com/in/emiliepark/) Senior Product Designer at [Actionstep](https://www.actionstep.com?utm_source=chatgpt.com), working on enterprise legal SaaS products across practice management and legal accounting. Before joining Actionstep, she worked across enterprise platforms, operational tools and large-scale service ecosystems, contributing to products and design systems used at global enterprise and SOE (State-Owned Enterprise) scale. Formerly a front-end engineer, and before that an advertising creative working on corporate campaigns for Samsung Electronics, Samsung Electric and Samsung Mobile Display HR. Outside of her day job, Emilie leads the [Friends of Figma Auckland](https://friends.figma.com/auckland/?utm_source=chatgpt.com) design community group. Huge thanks to Auckland Transport for hosting and Pendo for sponsoring this event! You can find the Livestream here: [https://www.youtube.com/watch?v=NXglbOxVZWw](https://www.youtube.com/watch?v=NXglbOxVZWw) \- as always the livestream will kick off from just before 6pm\. This event is part of the global [Mind the Product World Product Day](https://www.worldproductday.com/) celebrations. We're a little early as World Product Day is actually on 20 May, but, y'know, timezones...

**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

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

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.

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

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