Red Hat Openshift Enterprise

Whether you are looking to buy your first home or considering investing in real estate properties, this meetup is perfect for beginners in real estate investing. Book Coach Douglas for an informative session on the basics of real estate, different investment strategies and how to make the most out of your property purchase for personal use or as an investment. Take the first step towards achieving your financial goals through property ownership. Don't miss out on this opportunity to learn and grow your real estate knowledge!

Have you experienced the power of habits, dedication, and small actions over time? This is your sign to start, or continue building on your past efforts! “Consistency is what transforms average into excellence.” — Tony Robbins **Date:** 11 May 2026 (Mon) **Meeting Time:** 8am **Meeting point:** Lavender MRT Exit A **Route:** Lavender MRT Exit A ➝ Stadium ➝ Marina Barrage ➝ ArtScience Museum (\~8.5km) **Notes:** · Have some light snacks before the workout if required · Bring sufficient water and food/snacks for refuel · Waterproof your items and be rain-equipped (rain cover, rain jacket, poncho, umbrella, etc.) · Towel, small cloth or extra clothing for change out · Hiking poles (optional) · **RSVP**: If there is a change in availability, please update your RSVP at least one day in advance. **Please read this:** #1 – **Attendance.** This is a number-controlled event. Please come only if you are on the attending list. Please check your calendar and make sure you can come before RSVP, so as not to deny someone else who genuinely wishes to come. #2 – **Punctuality.** We will move out at 8.05am sharp. We are not able to wait for latecomers. #3 – **Early Departure.** Please inform the Event Host if you need to leave early. #4 – **Waitlist.** Please note that the waitlist may not be processed in order. We may prioritize spots for participants training for upcoming hikes/ trips. #5 – **Weather.** In case of severe weather conditions, we will provide an update or adjust the route accordingly. **Important Liability Notice:** By joining this training, you acknowledge that you are participating voluntarily and understand the physical risks inherent in this activity. AU is not responsible for any injuries, accidents, or health complications that may occur during the training. Please ensure you are medically fit and adequately prepared for the demands of the session. Thank you for your understanding! See you there! Join us on social media to keep updated with our latest adventures! [https://bit.ly/m/Adventures-Unlimited](https://bit.ly/m/Adventures-Unlimited) "Success is the sum of small efforts, repeated day in and day out." — Robert Collier

**Why we’re here?** Give serious AI-native founders in Singapore an edge so they keep moving from *building* to *delivering.* **Who it’s for?** * Actively building *(pre-MVP, post-launch, late-stage)* * Want’s likeminded peers and structured problem-solving * Interested in at-least weekly cadence * Open to committing if the value is real *** ## **How the day plays out?** **10am — Doors open** As we say in Singapore, OTOT. **12.30pm — Lunch & Social** BYOF. Meet your peers. Build real relationships over food. **2:30pm — The Work Room** From founder topics that broaden your awareness, to real-time problem-solving. This is where you build your founder muscle and keep moving **5pm — “Next move”** We roundup & wrap here. *** ## **The Work Room** > We bring a veteran. > You come with something real: what you’ve done, what changed, what’s stuck. > This is *your* time to focus on being a founder, leader, business owner. Not just tech, not just AI, but running a business. > It could be: Pipelines. Product. Marketing. > Segments. Users. Traction. Flywheels. > Budgets. Teams. Funding. Pricing > Contracts. Taxes. Regulation… > Bring a problem, leave with a decision/direction/solution that’s yours. Follow-up next week. > **Weekly Founder Topic** > *20-30 mins, talk or learning* > Short session on a real founder topic, drawn from the room, or brought by someone who’s lived through it. > **Founder Cases** > *2-3 cases, up to 45 mins each* > Facilitated and collaborative problem-solving with your peers in the room. **This week's session will focus on: Testing what's real.** This will be an ongoing series for tuning your business engine: * Part 1: "Seeing your engine" (completed) * Part 2: "Testing What's Real" (completed) * Part 3: Strengthening the signals * Part 3a: customers (this week) * Part 3b: Scope * Part 3c: Economics * Part 3d: Repeatibility It will be facilitated by: Matthew Hillier Founder & Principal Navigator, The Third Way * *Angel Review Committee (ARC) Member, AngelCentral* * *Former EVP Product & Platform Innovation, CloudPay \~18 years across Product, SaaS, and global teams.*

Exploring Entrepreneurial Projects in Singapore and also in the China-Asean Economic Agency business in Guangxi, China. Explore the various channels of starting, operating and growing a thriving business in fast-growing industries. Explore opportunities to overcome the pressing challenges that Singapore faces: fastest ageing population, declining productivity, sky-rocketing costs, super competitive environment and ever growing number of foreign talents entering the already very tight economic spaces.....and many more. Complaining about these challenges will not help at all. Let's explore viable options and avenues opened to the average individuals to overcome these social-economic pressures.

## **[\[Register on Luma\] TGB Masterclass #3 | Secure & Govern Enterprise AI Agents with Airia](https://luma.com/tgb-airia-may26?tk=vdC44E)** [The Generative Beings](https://thegenerativebeings.com/?utm_source=luma) (TGB) is collaborating with **[Airia](https://try.airia.com/zd24u5jnfhj6?utm_source=luma)** to train senior leaders from top tech companies, enterprises, and startups. ​**This will be a series of 3 TGB Masterclasses, covering how to 'Build', 'Optimise' and 'Secure & govern' enterprise-grade AI Agents using Airia**. ​**In TGB Masterclass #3, you will learn to:** * ​Put guardrails on your agentic flows and models * ​Use red-teaming and simulate results for model testing *** ## ​**Agenda:** * ​**05:30 PM:** Registration * ​**06:00 PM:** Kickoff (TGB + Airia) * ​**06:10 PM:** Masterclass begins * ​**08:30 PM:** Masterclass ends *** ## ​[Airia](https://try.airia.com/zd24u5jnfhj6?utm_source=luma): ​Airia is an enterprise AI orchestration platform that lets organizations securely build, deploy, and manage AI agents across their existing systems. They provide no‑code agent creation, model‑agnostic integrations, and enterprise‑grade security and governance solutions so enterprises can scale AI with full control. *** ## ​​[The Generative Beings](https://thegenerativebeings.com/?utm_source=luma): ​Accelerating GTM outcome for 15,000 AI founders, leaders, builders, and experts across Asia. Join the largest AI ecosystem in India, Singapore, Indonesia, Malaysia, Thailand and SEA. **[Signup](https://thegenerativebeings.com/?utm_source=luma) \| [LinkedIn](https://www.linkedin.com/company/the-generative-beings/?utm_source=luma) \| [Telegram](https://t.me/tgbcommunity?utm_source=luma) \| [X](https://x.com/tgbeings?utm_source=luma) \| [Instagram](https://www.instagram.com/tgbeings?utm_source=luma) \| [Reddit](https://www.reddit.com/r/TheGenerativeBeings/?utm_source=luma) \| [YouTube](https://www.youtube.com/@tgbeings?utm_source=luma)** ## **[\[Register on Luma\] TGB Masterclass #3 | Secure & Govern Enterprise AI Agents with Airia](https://luma.com/tgb-airia-may26?tk=vdC44E)**

**Ship Agents That Earn Trust** ​Wed\, 13 May 2026 \| 2:00 PM – 6:30 PM SGT ​📍 \*SCAPE, L5 TreeTop, 2 Orchard Link, Singapore 237978 ​🎫 Complimentary food and drinks provided ​⸻ ​**About the Event** ​Every AI team is building agents, but very few can answer what happens when those agents need to act outside their own system. ​When an AI agent crosses an organisational boundary, it carries no verifiable identity. There is no way for the system on the other side to confirm what it is authorised to do, who sent it, or whether it can be trusted at all. The result is a trust gap that no amount of model improvement closes, because it is an infrastructure problem, not an intelligence one. ​This afternoon brings together AI founders and builders to confront that gap directly. Glenn Gore, CEO of Affinidi and former AWS Chief Architect, will give an opening address on building the Internet of Trust, and we will have a guest speaker, Managing Director of Temasek, Pradyumna Agrawal, who will speak about identity, trust, and the future of AI agents. ​You will also hear from a select group of AI companies already building on Affinidi Trust Fabric, sharing their production challenges. ​Whether you are architecting agentic infrastructure, building AI products, or stress-testing your assumptions about what trustworthy agents actually require, this is a conversation worth leaning in. Expect sharp thinking, real use cases, and the space to connect with a community of founders and builders working on the same hard problems. ​Complimentary dinner and drinks are included as the afternoon winds down, to continue conversations. ​RSVP on LUMA required: [https://luma.com/2lv08v20](https://luma.com/2lv08v20) ​⸻ ​**🛠 What's Happening** ​2:00 PM — **Registration and networking** ​2:35 PM — **Opening Address by Glenn Gore**, CEO of Affinidi and former Chief Architect at AWS: *Building the Internet of Trust* ​2:50 PM — **Guest Speaker: Pradyumna Agrawal**, Managing Director of Temasek: *Identity, Trust, and the Future of AI Agents* ​3:05 PM — **Community Spotlight: Arul Murugan,** Founder, GrowthLab ​3:15 PM — **Featured builder spotlights**: How AI companies are applying Affinidi Trust Fabric in real-world agentic solutions ​4:40 PM — **Panel discussion and audience Q&A** ​5:20 PM — **Networking dinner and builder conversations**: Mingle with founders, AI leaders, and builders over dinner. Meet the Affinidi team for a closer look at early access opportunities. ​6:30 PM — **Event ends** ​⸻ ​**🍽 Food & Drinks** ​Dinner will be served during the networking session, so you can keep the conversations going with fellow founders, AI leaders, and builders. ​⸻ ​**📍 Venue** ​\*SCAPE, TreeTop — Level 5 2 Orchard Link, Singapore 237978 ​⸻ ​**🏠 Organised by** ​[GrowthLab.sg](https://growthlab.sg/?utm_source=luma) An all-in-one founders platform — connecting Singapore's startup community to the world through events, resources, and tools to help founders build and grow. [linktr.ee/GrowthLab.sg](https://linktr.ee/GrowthLab.sg?utm_source=luma) ​Affinidi is building the trust infrastructure the Internet never had. Its technology gives builders and organisations the architecture and tools to enable verifiable, privacy-preserving interactions between people, businesses, systems, and AI agents, via open standards with zero vendor lock-in. Founded by Temasek and an active contributor to the Linux Foundation, Affinidi is helping define the trust layer the digital economy needs. Find out more at [www.affinidi.com](https://www.affinidi.com/?utm_source=luma). ​⸻ ​**🤝 Supported by** ​\*SCAPE A youth development space by the National Youth Council, providing a platform for young people to explore their passions, develop their potential, and connect with a community of like-minded individuals. [www.scape.sg](https://www.scape.sg/?utm_source=luma) ​⸻ ​**🔗 Stay Connected** ​[linktr.ee/GrowthLab.sg](https://linktr.ee/GrowthLab.sg?utm_source=luma) ​#TrustedAI #AIAgents #Affinidi #GrowthLab #AgenticAI #SingaporeStartups #BuildInPublic

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-14may2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** Balancing speed and stability is a constant challenge in evolving multi-product ecosystems, where teams must make deliberate trade-offs between rapid iteration and long-term reliability. In this edition of ***STACK Meetup [Engineering]***, GovTech speakers from the ***GovWallet suite – GovEntry, GovRewards, GovSupply, and GovWallet*** – will share their grounded experiences from building and scaling across multiple products, offering a closer look at how engineering teams make decisions, prioritise effectively, and evolve systems as complexity grows. Whether you’re shaping architecture, building systems or driving delivery, gain practical perspectives on making better trade-offs, prioritising effectively, and building with greater clarity and intent. Learn with us today: **[go.gov.sg/stackmeetup-14may2026-mc](https://go.gov.sg/stackmeetup-14may2026-mc)**! Who should attend: Software engineers, backend developers, system designers, and engineering managers, who are building and scaling systems across multiple products. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Satoshi Hayashi, Lead Product Manager, Platform Products, Government Digital Products (GDP), GovTech Singapore 7:15pm: Our API-First Journey: Building the Engine Before The Car By Chia Wei Kang, Software Engineer, Government Digital Products - GovEntry, GovTech Singapore 7:35pm: The Art of Small Wins: Build Only What You Need, When You Need It By Alvin Choong, Engineering Manager, Government Digital Products - GovEntry, GovTech Singapore 7:55pm: Diving Into Various Multi-Product Use Cases and Our Learnings By Immanuella Lim, Engineering Manager, Government Digital Products - GovWallet, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-14may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

**First Responder: A system-aware AI agent for root cause analysis** *with Vijay More, Technical Lead, Thoughtworks* Production incidents are costly, chaotic and deeply manual. Engineers often sift through logs, metrics, configs and code under pressure with no clear starting point. First Responder is a system-aware AI agent designed to change that. Join us as Vijay explores how agentic AI can transform incident response. In this session, he will walk through a live demo of how First Responder autonomously triages an incident, performs iterative hypothesis-driven root cause analysis across a full stack (code, infra and cloud), and closes the loop by fixing the issue. **What you’ll learn** * **What First Responder is** \- an agentic system that investigates production incidents end\-to\-end\. * **How agentic AI cuts MTTR** by replacing fragmented manual triage with hypothesis-driven, multi-layer root cause analysis across code, infrastructure, and cloud signals. * Learn how First Responder moves from **root cause identification to automated fix generation** and pull request creation, with engineers staying in control. * **Key design principles for building reliable, human-in-the-loop AI agents:** Explainability, extensibility, guardrails and institutional memory. **About the speaker** **Vijay More** is a seasoned technologist and Technical Lead at Thoughtworks, specializing in the architecture of agentic AI and national-scale infrastructure. Beyond engineering, he has advised clients on AI and technical roadmaps for large-scale public and private sector organizations, with a track record of building resilient platforms for millions of users. **Agenda** 6:45 pm Registration and networking 7:00 pm First Responder: A system-aware AI agent for root cause analysis by Vijay More 7:40 pm Q&A and networking **Event Details** 📅 Date: Thursday, May 14, 2026 🕡 Time: 6:45 - 8:15pm (Talk starts at 7pm) 📍Venue: Thoughtworks Singapore office, 18 Cross Street, #12-01, 18 Cross, Singapore 048423 🍕 Food and beverages will be provided **To join us, simply click "Attend" here on Meetup.** **After you RSVP on Meetup, please register via [this link](https://office.habitap.one/#/event?token=JCS8XCIW384SEESJ&officeCentreId=734) to obtain your access QR code for the event day. You will need to scan the QR code at the lift lobby gantries to access our office floor.** We hope to see you there! *\*Disclaimer:* *Photographs, videos or recordings may be taken and used by Thoughtworks at this tech talk. Thoughtworks may use these photos, videos or recordings in public transmissions such as in media accounts, digital platforms, brochures, websites and other publication materials. If you have any concerns with being photographed, filmed or recorded, please let the onsite photographer, videographer or event organizer know. For further information, please refer to Thoughtworks' Privacy Policy listed in our website: [www.thoughtworks.com](http://www.thoughtworks.com/)*

**\*If interested, please whatsapp** [wa.me/+6588842635](wa.me/+6588842635) **or contact +65 8884 2635! Sign-ups *are only confirmed after contacting us and joining the WA group!\**** As we don't just wish to do Belumut, or just do Belumut + Gua Rimau, we are going to attempt to do the full CBR loop or also known as **Gunung Chemendong (846m)-Belumut(1,010m)-Rimau(889m) Loop.** Gunung Chemendong (846m) and Belumut (1,010m) is already an excellent (some say challenging) day-hike near Kluang, which is around 2 hours from Singapore. It is often used as a training hike to keep up in fitness, or as preparation for other hikes as it gives you experience and preparation for other tougher hike in Malaysia, like Ophir, other G7 mountains in Malaysia, or Kinabalu. Due to its location, makes it a solid day hike, still have a good dinner and be back in SG in 1 day. It is located in the Hutan Lipur Gunung Lumut (Mount Belumut Recreational Forest). We'll start with Chemendong first, crossing to the waterfall before heading to Belumut Peak, then the Rimau extension before turning back to the Belumut entrance so that it becomes a full loop (on GPS) and also be able to shower. We'll try to start as early as possible. Do note that this is an intense hike because you will do it with little/no sleep after Friday night. So do be mentally and physically prepared for it! You are also expected to get wet due to chance of rain, or crossing the streams! **Who is this for?** **=> People who wish to/can challenge themselves (I would say to the point of torture)** => People who have done full day hikes (e.g. Ophir) and wish to challenge themselves further => Wish to hike more than 12h and deal with different terrains such as crossing streams, going steep uphills, and then down, and then up again to test their mental fortitude => Training for tough hikes (high altitude hikes etc) => Generally suited for more experienced hikers who know they can last at least 12h hiking => Test yourself hiking with little/no sleep Do note that we will start and might descend when dark, so please bring headlights and we expect some level of fitness or hiking experience for the group! ***Hike Details*** ***The total distance is \~25km and total elevation gain is \~2000m+.The hike is around 12-16h in total, depending on your speed.*** This is almost 2x as long as Ophir Asahan hike. It can and will be extremely tiring on your mind, body and legs. It is generally tropical forest trail, with some rope portions, ladders, streams, waterpipes, waterfall, branches, insects (you name it you get it?). Do note that there will be lots of ups and downs so be mentally prepared for it. This is good for people who have some level of fitness and hiking experience. As this can be quite a challenging route, the group pace will be quite fast and we'll push at a certain speed. **There is also a cut-off timings which we'll enforce more strictly. If you fail to make it you will have to turn back unfortunately, as the distance is long. We aim to all be back down by 8pm.** **How many pax for the trip to happen?** Minimum **12 pax** to start the trip! A Whatsapp group will be set up and information sent through there. **Estimated Itinerary: (Saturday)** \~12.30 am : Meet @ Marsiling MRT 4.00 am: Breakfast 5.30 am: Reach Belumut Trailhead, start hike to Chemendong 10.00 am: Chemendong Peak (846m) 12.00 pm: Lata Tangga waterfall 2:30 pm: Belumut Summit (1,010m) 4:00 pm: Reach Rimau, descent to Trailhead 5:00 pm: Reach back Belumut Summit 7.00pm: Reach back trailhead, wash up and exit. 8.30 pm : Dinner (cost not included). Head back to SG 11.30 pm++ : Reach back SG ***Itinerary is subject to changes based on conditions and group speed and trek leader's discretion*** **Price: 175 SGD** Price includes: 2-ways Transport All associated Park Permits/ Fees LMT Trek Leader Local Hiking Guides Price excludes: All Personal expenses/Meals Visa Application (if any) This event is organized by LITTLE MONSTERS TRAVEL PTE LTD Travel Agent Licence No: 03117 Contact : +65 88842635 Email: [info@littlemonsterstravel.net](http://info@littlemonsterstravel.net/)

## **Just another Tuesday?** ​Join us for another casual morning coffee to meet new tech and data industry people - to discuss and explore data innovation in use cases such as Robotics, ML, AI, Quantum Computing, AI Governance, Data governance, synthetic data, Data Regulation, finance, state of data talent demand, investment environment and more! # **​This month’s topic: The AI Reliability Gap - RAG, search and LLM evaluation** # AI adoption has moved faster than the ability to measure, control and debug it, creating a clear reliability gap in production systems. This event focuses on RAG, search and LLM evaluation - how to ensure AI outputs are correct, consistent and explainable in real use. Join for a morning networking session ahead of conference week. Casual coffee and peer discussion for professionals in data, AI and business. We’ll discuss how data governance, operating models, talent capability, infrastructure, and regulation are shaping real-world AI adoption - and what’s evolving as organisations grow. Expect open, peer-to-peer conversations on topics - No formal presentations. No sales pitches. Just shared learning. ​​**Location** ​The location is The Terrace Cafe at Conrad Centennial, next to the Millennia Walk Monument Square. Please try to locate organizer (Desiree, Zhijing, Michael, Robert or Ville) we do not have specific signage. **Two rules of the DT event:** 1. ​Strictly no soliciting or shilling. 2. ​Coffee is not free. In fact, it is expensive (but of great quality). Please do the right thing and order a coffee or drink, so we can appreciate the amazing venue we have. Breakfast available. ​Thank you - we look forward to seeing you on Tuesday morning! **​How to find us:** Location: The Terrace cafe - Conrad Centennial Singapore 2 Temasek Blvd Singapore 038982 Cafe is next to Monument Square of Millenia Walk (18-metre tall white marble spiral helix and roundabout). ​From Conrad lobby walk through to the other side. You can see The Terrace cafe at the corner of roundabout. Ask Lobby for directions if you can't find.

**Event Date:** Tuesday, 12 May 2026 **Venue:** PayPal Singapore 5 TEMASEK BOULEVARD #07-01 SUNTEC TOWER FIVE SINGAPORE (038985) ***NO FOOD PROVIDED FOR THIS MEETUP*** **Venue Sponsor:** PayPal Singapore Fill up this form below to register your name to the venue for the QR code to access the building. **[https://invites.envoy.com/group-invite/O2vVZWH0Atu9prjD](https://invites.envoy.com/group-invite/O2vVZWH0Atu9prjD)** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Presentation** **Topic: AI for Software Developers** AI is rapidly changing how software is built, but many developers are still unclear on how to move from using AI tools to actually building AI-powered applications and agents. This talk breaks down the key concepts every developer needs to understand, including large language models, tokens, embeddings, retrieval-augmented generation (RAG), and AI agents. The session will be delivered by three speakers from the Women Developers Singapore (WDS) community. The talk will be structured as a cohesive walkthrough: from how AI models understand language, to how they access data, and finally how developers can build production-ready AI applications and agents. **About the Speakers:** **Saloni** Saloni is a Senior Software Developer. As a Co-Director of WomenDevsSG (WDS), she plays a pivotal role in organizing events and initiatives that support women in tech. She is also the cohost of ragTech, a tech podcast aiming to breakdown tech for all. She believes Teaching is the best way to learn. **Manaswini** Manaswini is a Senior Backend Engineer passionate about tackling challenging problems in this space. She loves empowering women through technology and volunteers in different communities to support this mission. She is also drawn to the start-up space, where she gets to combine her love for building systems with creating real-world impact. **Gitansha** Gitansha Aggarwal is an AI and Digital Solutions Developer focused on building impactful solutions and exploring real-world applications of AI. She is an active member of WomenDevsSG (WDS), supporting initiatives that empower women in tech. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Career Q&A** Ever wonder what happens behind the scenes once you hit "Pay Now"? Two engineers from PayPal, Heman and Reuben, will be hosting a career Q&A. It’s a chance to hear what it’s actually like to build and ship code that powers global payments at an eye-watering scale. **About the Speakers:** **Heman** Heman is a Senior Software Engineer at PayPal Singapore, working on global payments infrastructure, including merchant onboarding, checkout systems, and multi-country expansion serving global markets. Before PayPal, he built systems across health tech, SaaS, and HR tech, as a Senior Developer at Synapxe, at Teamspirit, a Japan-based SaaS company, and at ManpowerGroup developing in-house HR systems. He has been actively applying AI to accelerate his engineering workflow, building his own code intelligence platform and AI-powered workflow orchestration tools. His hands-on experience integrating AI into day-to-day development gives him a practical perspective on what works, and how engineers can leverage these tools effectively. **Reuben** Reuben is a Software Engineer at PayPal, where he works on AI-driven systems for code generation and testing automation. Previously at Ascenda, he built core loyalty infrastructure connecting banks to loyalty programs across the full stack, from backend services to frontend interfaces to scaling. Passionate about giving back, Reuben actively mentors fresh graduates and students looking to break into the tech industry. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Schedule:** 6:30 to 7:30 - Event Registration & Networking 7:30 to 7:45 - Introductory Remarks 7:45 to 8:45 - Panel 9:00 to 9:30 - Career Q&A 9:30 - Supper **About JuniorDev SG:** JuniorDev SG is a developer interest group that focuses on providing a place for junior developers to learn and network with each other. At the same time, we seek to be a support system to help junior developers break into tech, navigate their careers as well growing them to one day become senior developers or tech leaders in the tech industry.

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

Attend a free seminar on how to have successful and lasting relationships. At this seminar you will learn: How to spot and handle negative and toxic relationships. How to get through the "rough patches" in a relationship. How to choose the right people to work with. The three things that make or break any relationship. How to make a good relationship great. All are welcome. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. Hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

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.

**Every Thursday** 2390 Harper Isabelle, Columbus, OH 43235 **Register online at [enso.dance](https://enso.dance?utm_source=meetup)** We invite you to pay what you feel is fair. All proceeds support future events and 100% of tips are paid directly to artists. **May Schedule:** 6:45pm: Free hugs! 7pm: All Levels Kizomba 8pm: Bachata • Kizomba • Zouk social **No partner or dance experience required.** We rotate regularly and lessons are adjusted for students present. Non-grippy footwear (smooth soles or socks) is recommended. BYOB. **Alexandra** brings over 10 years of partner dance experience having travelled the world over to develop her skills as an ambidextrous dancer. Equally fluent in leading and following Kizomba and Zouk, she also enjoys dancing Bachata Sensual, West Coast Swing, Contact Improv and Argentine Tango. As a community builder, her goal is to create inclusive spaces where dancers from all backgrounds and experiences are welcome. Present. Connected. Beautifully Imperfect. We are **Ensō** dancers.

**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.

Let's talk about relationships in such a way that you can really benefit from the knowledge. We can talk about * Soulmates * How to start a relationship * How to maintain a relationship * How to pick the right partner * How to recognize the red flags * How to improve communication * How to avoid argument and fights * How to increase trust You ask the questions, we'll talk about them. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is sponsored the Dianetics & Scientology Self-Improvement Center.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!