Founders

## **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.

**Thunder Pong 雷攻乒乓 Tuesday Table Tennis – Intermediate & Above** **(7:00 PM – 10:00 PM | 3 Hours)** Join us at **Thunder Pong** for a structured and competitive table tennis session catered for intermediate-level and above players. Suitable for players who enjoy competitive rallies, consistent match play, and pushing their game to the next level. **Skill Level** Open to intermediate-level and above players who can sustain good rallies and serve consistently. Participants should have a basic understanding of the game rules and maintain fair play and sportsmanship. **What to Bring** • Your own table tennis racket • Tables & balls provided (Nittaku / DFish / DHS 3⭐ 40+) **Venue** • High-grade 7mm ITTF-approved flooring • Fully air-conditioned **Important Rules** • ⏰ Session runs 7:00 PM – 10:00 PM • 👟 Indoor court shoes only 🚫 Running / track / outdoor shoes / slippers NOT allowed • 🍴 No eating in playing area • Play responsibly — any damage to venue/equipment is chargeable **RSVP & Payment** • $9 per session | PayNow only • Join waitlist to indicate interest • Once moved to RSVP (Going), payment must be made at least 48 hours before session • Unpaid slots may be released to the waitlist • Maximum 8 players per session If you have any questions, feel free to contact me directly. Let’s enjoy a competitive yet friendly TT session — sharpening skills, challenging ourselves, and making new friends 🏓 **Disclaimer** Participation is voluntary and at your own risk. Thunder Pong is not liable for injuries, damages, or losses. Players confirm they are medically fit, agree to sportsmanlike conduct, are responsible for personal belongings, and consent to photos/videos for promotional use.

**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.

Welcome to Scoop & Spark — a warm and welcoming community where people come together to connect, unwind, and enjoy meaningful moments over ice cream, waffles, and good company. Whether you’re here to make new friends, share stories, network, or simply take a break from the daily rush, we’re glad to have you here. This is a space built on kindness, positive energy, and genuine connections. Come as you are, join at your own pace, and let’s create sweet memories together. ✨🍨 Entrance fee $5: you may redeem a canned drink or a cup of single scoop ice cream of your choice.

**NTU Alumni Club / VIbe@6** **2 Handy Rd, #06-10 The Cathay, Singapore 229233** Meeting Investment: S$70 (Refreshments included) **To register, use the form in the URL** https://bniorigins.sg/visitor-registration/ • What we'll do The Purpose Let's network and connect businesses using a well-structured and efficient format. We meet to network and also learn new skills. It's not just about exchanging contact information, but we also share experiences and other business contacts to help each other grow. **A Guide for New Visitors** • BE ON TIME Our meeting starts at 8.00am sharp and ends at 9.30am. Please come at 7:45am for the networking session. • FARM & COLLABORATE We gather together not to hunt business deals from one another but rather to explore means and opportunities to build our businesses through referrals and collaborations together. We appreciate that you don't push your business to our members and other visitors. • PREPARE A 15-SECOND INTRODUCTION Don't worry, despite sitting through numerous meetings, some of us are still as nervous as you. Just share a little about yourself, what you do, and how you can collaborate with the people present. 15 seconds go by really quickly anyway. • STAY FOR OPEN NETWORKING Don't be in a hurry to rush off after 9.30am. Many of our members and visitors stay for open networking well after the meeting, so do stay on and mingle with us for another 30 minutes to an hour. • MOST IMPORTANTLY, COME WITH AN OPEN MIND What makes BNI unique and efficient is the system and structure in place for business owners like us. Come with an open mind and understand why we are willing to sign up for the chapter and meet every week at 7.45am.

Fellow board game and card game lovers, looking for a place to play MTG Commander? Or looking to learn how to play Magic The Gathering? Come join us this Tuesday and have a fun filled, fireball swinging, dragons casting night! Bring your own commander deck (any bracket) or just bring yourself and your friends if you’re coming to learn how to play! All Gender welcomed! Venue: Unsalted By Lazy Potato Address: 17A Jalan Klapa #02-01 S(199329) Time: 7pm til late Entry: $6 What you get: 1 Magic the Gatheringerinf Play Booster Pack + 1 canned drink Bonus: Lucky Draw for everyone

## **[\[Register on Luma\] 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)**

​​​**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 pacer—pets, friends, family, are welcome. ​​​🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 50+ cities 📅 Running + Networking events + Community ​​​**Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) Singapore Instagram http://instagram.com/frc_singapore ​​​**Global FRC**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) 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/)

Looking to meet fellow entrepreneurs, expand your network, or just unwind over good food and drinks after work? Come hang out with us. Starting February 2026, we’re hosting a relaxed dinner-and-drinks networking night in the heart of Singapore at a cozy café in the city. We meet every other month on the 2nd Wednesday (or the 3rd Wednesday if the month starts on a Thursday). This isn’t your typical networking event. No stage. No speeches. No awkward pitching rounds. Just a casual evening where entrepreneurs, founders, freelancers, and business-minded people get together, chat, exchange ideas, and enjoy the night. Whether you’re a seasoned entrepreneur or just starting to explore your first business idea, you’re welcome to join us. Drop by, grab a drink, order some food, and jump into the conversations. What to expect • Relaxed networking — no formal agenda, just genuine conversations • Meet entrepreneurs, founders, freelancers, and investors • Share ideas, experiences, and insights • Make new connections in a friendly, low-pressure environment • Access to a wider regional network with affiliated chapters in Malaysia, Myanmar, and Taiwan Who should attend • Entrepreneurs • Aspiring founders • Freelancers and independent professionals • Investors • Anyone interested in startups, business, and meeting interesting people House rules Support the venue There’s no entrance fee, but please purchase at least a drink or food from the café hosting us. Even if you’ve already eaten, grabbing a drink is always a good idea — networking tends to make people thirsty anyway. No hard selling Feel free to talk about what you do and connect with others, but please don’t pressure people with sales pitches. Be respectful People from many different industries and backgrounds attend. Friendly conversations are encouraged, but please keep things civil and respectful. Come by, bring your curiosity, and let’s have some great conversations. 🍻 [Contact me via whatsapp for details: 94359199](https://wa.me/6594359199) [Or join our ChatGroup: https://chat.whatsapp.com/Fw9IYcHwYp5KBiXOXBFtnP](https://chat.whatsapp.com/Fw9IYcHwYp5KBiXOXBFtnP)

**Singapore — Monthly Startup, Tech & Business Networking** Join us for an exciting evening where founders, investors, and innovators in **Tech fields**come together to connect, collaborate, and create opportunities. 🚀 **What to expect:** * **Startup Pitches** – Founders present their projects to investors & peers. * **Networking Sessions** – Meet like-minded entrepreneurs, potential partners, and investors. * **Keynote Insights** – Hear from speakers on the future of AI, Web3, and venture opportunities. * **Open Discussions** – Exchange ideas, challenges, and solutions in an informal setting. 🎯 **Who should attend:** * Startup founders looking for funding & exposure * Investors exploring high-potential opportunities * Tech enthusiasts & builders in Tech industry * Professionals curious about the startup ecosystem or expanding networking 📍 **Details:** * **Time:** 7:00 PM – 10:00 PM * **Dress Code:** Smart casual * **Bring:** Business cards / LinkedIn ready to connect ✨ Whether you’re raising capital, looking for a co-founder, or simply want to expand your network, this is the room you need to be in. 🎟 Tickets & Registration If PayPal is not convenient for you, you can also register or purchase tickets via our official platforms: • Luma:[https://luma.com/spj0sw09](https://luma.com/spj0sw09) • Eventbrite:[https://www.eventbrite.com/e/1980584273879?aff=oddtdtcreator](https://www.eventbrite.com/e/1980584273879?aff=oddtdtcreator) Choose the option that works best for you. See you there!

**You’ve built a career—but are you building something that truly matters?** If you’ve ever wondered whether your skills could be used for something more meaningful, you’re not alone. Join us for an evening of professional networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals, engage in meaningful conversations, and discover opportunities to contribute to a more sustainable future. This meetup is the perfect platform to expand your network, exchange ideas, and learn the secrets behind venture building. Let’s explore how your experience can help build a better future—alongside others who are turning that same restlessness into real impact. [Note: Do get a drink or food from the venue to support them]

**[Join our WhatsApp Cyber community.](https://chat.whatsapp.com/DmwkbD1Q1LvIFewdjVaopt?mode=gi_t&utm_source=luma)** In today’s evolving cybersecurity landscape, building a successful company is only part of the journey. Understanding how to scale, position, and ultimately exit has become just as critical. Join us for an intimate session with leading cyber founders who have built and scaled companies across different markets. We will explore what it takes to go from zero to scale and what the next wave of exits in cybersecurity might look like from Singapore and beyond. ​​This event is part of the **CyberBoost initiative by CyberSG TIG Centre**, aimed at supporting the next generation of cybersecurity startups in the region. What to expect: * Real founder stories on building and scaling cyber startups * Insights into exit strategies and timing ​​What makes Singapore a unique launchpad for cyber startups * ​​What makes Singapore a unique launchpad for cyber startups ​​The conversation will be followed by **open networking with founders, investors, and cybersecurity professionals**. ## Speakers: **[Paul Hadjy](https://www.linkedin.com/in/paul-hadjy-316a026/)** CEO & Co-founder, Horangi **[Tan Teik Guan](https://www.linkedin.com/in/teikguan/)** CEO & Co-founder, pQCee **[Uzair Javaid](https://www.linkedin.com/in/uzair-javaid/)** CEO & Co-founder, Betterdata ## Hosts: **[Guy Katsovich](https://www.linkedin.com/in/guykatsovich/)** Founding Partner, Fusion **[Raz Kotler](https://www.linkedin.com/in/razko282)** CEO, Valkore **[Sin En Soh](https://www.linkedin.com/in/sinensoh/)** Programme & Venture Lead, CyberSG TIG Centre ## **​​Who Should Attend?** * ​​Cybersecurity founders and builders * ​​Investors interested in cyber and deep tech * ​​Security professionals exploring startups * ​​Members of Singapore’s cybersecurity ecosystem *** ## **​​About CyberBoost** ​​CyberBoost is a founder-focused initiative by the **CyberSG Talent Innovation & Growth (TIG) Centre**, designed to support and accelerate cybersecurity [startups in Singapore.](https://chat.whatsapp.com/DmwkbD1Q1LvIFewdjVaopt?mode=gi_t&utm_source=luma) **​[Join our WhatsApp Cyber community.](https://chat.whatsapp.com/DmwkbD1Q1LvIFewdjVaopt?mode=gi_t&utm_source=luma)**

**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.

**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.

Join us for lunch/tea at Asterisk Supper Club to discuss our May book "Under the Oak Tree" by Suji Kim Lady Maximilian is the daughter of the powerful Duke Croyso, but she is rarely allowed outside her family’s sprawling castle for fear that her stutter will tarnish their noble name. When she is forced to marry Sir Riftan, a lowborn knight caught in one of her father’s schemes, Maxi doesn’t dare hope for happiness, let alone love. Her stumbling communication and his gruff manner sour their relationship before it can begin, and Riftan leaves without a word the morning after their vows are exchanged. Now, three years after their disastrous wedding night, Riftan has returned as a war hero. To Maxi’s surprise, despite rumors that he was offered marriage to Princess Agnes, a beautiful and renowned sorceress, Riftan still wants Maxi for his wife. And when he comes to claim her, his longing becomes a desire that bewilders Maxi, even as she is overcome by the scorching heat that Riftan’s presence ignites within her. As she learns to navigate the intricacies of her new life, Maxi will find herself and her courage, and discover that she is anything but powerless.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

## Candle Making Night at The Arcane Foundry \| Design Your Own Custom Candle **SPECIAL PROMOTION**: Buy 3 and get 1 Free! Step into The Arcane Foundry and create your own custom candle from start to finish. This is a laid back, hands-on experience where **you’ll blend fragrances, choose your vessel, and pour your own candle using 100% soy wax**. Whether you’re coming solo or with friends, it’s designed to be simple, creative, and a good time. We’ll walk you through the entire process, from picking your scents to choosing between a traditional cotton wick or a crackling wood wick. You can go with one fragrance or mix your own blend to create something completely unique**. No experience needed**, just show up and we’ll handle the rest. While your candle sets, feel free to hang out, play a game, explore the shop, or just relax and talk. Drinks and snacks are available, and the atmosphere leans into the **fantasy**, **dark academia**, and **gothic horror** vibe The Arcane Foundry is known for. Learn More: [Candle Making in Columbus, Ohio at The Arcane Foundry](https://thearcanefoundry.com/candle-making/) *** ### What to Expect: * Guided candle making experience * Choose your own vessel, wax, wick, and fragrance * 100% soy wax candles * Optional drinks and snacks * Time to relax while your candle cools *** ### Important Notes: * Please arrive on time so we can start together * Candles will need time to set before taking home * This is a beginner-friendly event *** ### RSVP Required Reserve your spot on Meetup to lock in your seat. **Candle Making** (includes vessel, your choice of wick, wax, scented oil, labels and lids) 5oz Glass Jars $15 8oz Candle Tins $25 12oz Glass Candles $35 12oz Amber Jars $40 16 oz Skull or Jack o Lantern Candle Mugs $65 (Limited Edition!) **All materials included. You just bring yourself (and your drink of choice).** **Payments accepted:** * Credit Card * Venmo: @Daclaud-Lee * Cashapp: $DaclaudL

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

Newark Area Traders and Exchangers Please join us! You won't want to miss this meeting! We have new investor topics every week. Finally, we will go over properties for sale, needs, and wants. Please carve out time to come join us Friday at 8 a.m. EST Don't forget to like us on Facebook, Newark Area Traders and Exchangers. NEWARK AREA TRADE & EXCHANGERS 975 Mt. Vernon Rd. (Entry at the front doors) Newark, OH 43055 Dues are $5 minimum per person, per week. Part of this goes to our treasurer to fund the meeting and the balance to the church for the use of their room. “Opportunity for Generosity”! Founders: Gerald DePalmo and Furman Tinon (and others) Established 60 +/- years ago and still going strong! Zoom meeting. Topic: NEWARK AREA TRADE & EXCHANGERS Time: 08:00 AM Eastern Time (US and Canada) Please download and import the following iCalendar (.ics) files to your calendar system. Weekly: [https://us02web.zoom.us/meeting/tZcrfuuoqTMvH9Ox4pAJb3wmj1KuwP_Vuylj/ics?icsToken=98tyKuGrqDIoGtOdtRyARpwqBIr4a_TwtlxYgvpyhEv1IgpRMRT7PLNpJ6VPL-7F](https://us02web.zoom.us/meeting/tZcrfuuoqTMvH9Ox4pAJb3wmj1KuwP_Vuylj/ics?icsToken=98tyKuGrqDIoGtOdtRyARpwqBIr4a_TwtlxYgvpyhEv1IgpRMRT7PLNpJ6VPL-7F) Join Zoom Meeting [https://us02web.zoom.us/j/83692078557?pwd=OXNKVGk4alRPNG1BdlNhdFNDQTFSUT09](https://us02web.zoom.us/j/83692078557?pwd=OXNKVGk4alRPNG1BdlNhdFNDQTFSUT09) Meeting ID: 836 9207 8557 Passcode: 215853 One tap mobile +13462487799,,83692078557#,,,,\*215853# US (Houston) +16699006833,,83692078557#,,,,\*215853# US (San Jose) Dial by your location +1 346 248 7799 US (Houston) +1 669 900 6833 US (San Jose) +1 929 205 6099 US (New York) +1 253 215 8782 US (Tacoma) +1 301 715 8592 US (Washington DC) +1 312 626 6799 US (Chicago) Meeting ID: 836 9207 8557 Passcode: 215853 Find your local number: [https://us02web.zoom.us/u/kc1yVEZLS1](https://us02web.zoom.us/u/kc1yVEZLS1)

**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)