Distributed Ledger Technology

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-7may2026-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** How do we scale AI agents from individual prototypes to enterprise-wide systems? This session breaks down the two critical layers of a scalable agentic architecture: The Execution Layer, which provides a standardised platform for agent runtime scaling, and the Orchestration Layer, which leverages event-driven architecture to keep agents reactive and synchronised. Explore the transition from solo AI-assisted development to a centralised platform model that translates individual productivity gains into aggregate organisational benefits. This involves building runtimes for a multi-assistant era, where governance is a feature rather than an operational tax. Complementing this, we’ll examine how event-driven architecture acts as a backbone to update knowledge bases in real-time with high-quality data. Learn how this approach simplifies the incorporation of new agents, allowing you to scale from single-agent to multi-agent applications without increasing operational load or compromising data governance. This session concludes with a community discussion designed for practitioners to exchange shared challenges, and learn from each other’s experiences in building robust AI systems. We’d like to hear from your experiences too! So come join in on the discussion today: **[go.gov.sg/stackmeetup-7may2026-mc](https://go.gov.sg/stackmeetup-7may2026-mc)** Who should attend: AI engineers, platform architects, and data practitioners focused on transitioning AI agents from experimental scripts into resilient and production-ready enterprise systems. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening 7:15pm: Scaling AI Development​ By Ng Shangru, Staff Software Engineer, AI Programme, GovTech Singapore 7:35pm: From Demo to Production: Scaling Agentic AI with Event-Driven Architecture Seamlessly​​ By Shelvia Hotama, Senior Solutions Engineer, Confluent 7:55pm: Discussion on Building Robust and Scalable AI Systems With Shangru, and Shelvia 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-7may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

**RSVP**: [https://www.traders.sg/free-session/trade-smarter-not-harder/](https://www.traders.sg/free-session/trade-smarter-not-harder/) ​Stop guessing. Start trading with a clear, repeatable system. ​ In today’s fast-moving markets, working harder doesn’t guarantee better results. The traders who succeed are those who **trade smarter—with structure, discipline, and proven strategies**. ​This **intensive 3-hour seminar** is designed to help you cut through the noise and focus on what actually works in real markets. **RSVP**: [https://www.traders.sg/free-session/trade-smarter-not-harder/](https://www.traders.sg/free-session/trade-smarter-not-harder/)

Originating from Brazil, Samba was introduced to the US in the late 1920s through Broadway plays. American-styled Samba differs from Brazilian-styled Samba, where Samba is danced solo and during parades and carnivals. Today, Latin American Samba is characterized by its syncopated timing, rolling hip action, pelvic tilt and a slight bounce, while its rhythm is also expressed throughout the torso. Samba is a fun and lively dance that can be performed as an upbeat and sultry dance during a show or a competition, and as the joy of a party. ### **Address** 795, North Bridge Rd, #02-01 797, 198763 ### **Schedule** Sundays 330PM - 430PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-singapore-online-tickets-1975080088713?aff=meetup **QUESTIONS ?** Pls Reach out to; Rose - +971528033410 ( WhatsApp Only)

**Come along to a friendly game of 5 a Side Football @Arena, Woodleigh 1-hour game** The game is 15SGD per pax for 1 hour, 15SGD is non-refundable if you don't play for any reason. Please RSVP in to book your playing slot now. After you RSVP one of the organisers will reach out to you to confirm your attendance and collect payment. If you do not reply you will be removed from the list so please check your meetup messages

***Come ready to sketch to align, make your thinking visible and learn by doing*** by joining this collaborative learning event organized by ***[Level Up](https://levelupthinkingtoolsforimpact.substack.com/about) x [Humanist Society Singapore](https://humanist.org.sg/) :*** **About This Event:** Most problems feel messy because we can’t see their structure. In conversation, we often talk past each other - not because we disagree, but because *we’re not seeing the same thing*. *Visual thinking helps make that thinking visible*. With simple sketches, we can surface assumptions, compare perspectives, and work through complexity together – all without needing any “art skills.” Join this hands-on workshop to 1. Learn how to use simple sketches to make ideas, assumptions, and trade-offs visible 2. Work thru realistic scenarios with others to see how different people frame the same situation 3. Experience how clearer thinking -not just better tools - leads to visual clearer communication (with a short AI demo) 🗓️ **Time/Date** • 7- 9 PM Thu 7th May 2026 📍 **Venue** • 112 Middle Road #04-01 • Near Bugis MRT **Ticket Fees** 🎟️ $15 • Humanist Society Singapore (HSS) Members • Past Attendees of Thinking Clearly , Together online series • Level Up Meetup Group Community Members 🎫 $20 • General Participant / Non-HSS Members\*\* (T&Cs Apply • Or Bring A Friend And Both Of You Will Enjoy The Member Rate ! **How to Secure Your Ticket** Make payment to the Humanist Society via: 1\. PayNow to \(UEN: T10SS0142C\) or Bank Transfer Account details: [Transfer to UOB A/C # : 3733027590 Branch: Tiong Bahru Plaza Bank code: 7375 Branch code: 050] 2\. ➡️ Please include your full name \+ “ThinkingVisually” in the reference/comments 3\. Send proof of payment \(screenshot/receipt\) to the organizer’s WhatsApp/email Contact: Secretary – [94518486/[info@@humanist.org.sg](http://info%40@humanist.org.sg/)] **PLEASE NOTE THAT YOUR RSVP WILL BE CANCELLED IF NO PAYMENT OR PROOF OF RECEIPT IS SUBMITTED 48HRS UPON REGISTRATION** **About [The Humanist Society (Singapore)](https://humanist.org.sg/)** Formed in 2010 as a group of humanists, atheists, agnostics, skeptics and other like-minded people in Singapore, the Humanist Society Singapore (HSS) seeks to represent non-religious people in Singapore who pursue ethical and fulfilling lives. Guided by reason, informed by evidence and driven by compassion, events organized by the HSS aim to raise awareness of science, humanism and ethical living. These gatherings serve as a treasured space for rational discussions and for finding friendship with like-minded people **About The Speaker & The Level Up Community** [Zhijing Eu (Z)](https://linktr.ee/zhijingeu) is the founder of [Level Up: Thinking Tools for Impact](https://levelupthinkingtoolsforimpact.substack.com/about), a learning community focused on using frameworks and mental models to think clearly, communicate better, and collaborate more effectively. Drawing on two decades of corporate leadership in project management, decision consulting and data analytics - he translates thinking tools into practical skills for real conversations and real communities.

**💡 Topic**: **🗣 Speaker:** 📅 **Date**: 8th May 2026 🕒 **Time**: 7.30AM - 9.30AM 📍 **Venue**: Amara Hotel, 165, Tanjung Pagar Rd · Singapore, **💰 Cos**t: $60 **👔 Attire**: Professional or formal. **Here's how you can join us.** Send your details to [https://forms.gle/Gt7UemdzUjgRG4ci7](https://forms.gle/Gt7UemdzUjgRG4ci7) \- The meeting date \(**8th May 2026** for this case). \- Your full name\. \- Your email\. **What you can get from our online Networking:** ✅ plenty of business contacts to expand your network. We expect about 35-45 business owners or self-employed from various trades. ✅ Introduction of yourself and your products/ services to the face-to-face meeting. **What this MeetUp is NOT:** This is not a platform for MLM companies' recruitment (nothing wrong with MLM companies; we welcome you but respect the meeting and do not do recruitment during the physical networking. It never works out this way in any case) **P.S.**: This is a BNI-setting networking event. Here is the **link to register** again; [https://forms.gle/Gt7UemdzUjgRG4ci7](https://forms.gle/Gt7UemdzUjgRG4ci7) Technological disruption has changed how businesses are run. The advent of technology has phased out many business models. However, no matter how advanced technology can be, human connection and relations remain essential aspects of the business. **How can we stay lean and keep ahead of competitors?** We welcome you to our online Business Networking Day, where you can meet with like-minded business owners to make connections and seek collaborations for business growth. If you are an enthusiastic business owner, you are in the right place. See you there. Join us for 120 minutes of guided networking with business owners from different trades, and find out how you can grow your business using our BNI platform of: ✅ weekly face time with members and visitors; ✅ quality referrals; ✅ Regular showcases for every member. To join us for our networking session, go to [https://forms.gle/Gt7UemdzUjgRG4ci7](https://forms.gle/Gt7UemdzUjgRG4ci7)

**Friday is our open co-working day.** ​​Friday is our open co-working day. Arrive anytime from 10AM — bring your laptop, grab any open seat, stay as long as you like. ​Most people show up after lunch and settle in before The Stage. It's quiet, focused, and builder- and founder-led. **The Stage @ 1.30pm** **Topic: Federated Layer for Multi Agents** ​**Speakers:** 1. ​***Mike Anderson*** *— Co-founder & CTO, Covia Labs* 2. **​*Chirdeep Chhabra*** *— Co-founder & CEO, Covia Labs* ​Agents are starting to act as workers inside real production systems, and workers need a management layer. The question every builder in the room should take back to their laptop: in my own agent stack, what happens on the second concurrent write, and can I prove, today, under whose authority my agent acted? How do I manage my synthetic workforce in production. **​Chirdeep Chhabra** is Co-founder & CEO of Covia Labs. He previously co-founded Ocean Protocol and was Global Head of Tokenisation at Citi, with earlier work at IBM Research and EPFL. ​**Mike Anderson** is Co-founder & CTO of Covia Labs and leads the architecture of its lattice-based execution substrate. He was previously an Associate Partner at McKinsey, is a Cambridge Double First, and an IOI Gold Medallist, with deep experience in distributed execution systems. ​After the session, we go back to work.

**One Life, One Solo Adventure – Bhutan** Tired of waiting for the perfect travel companions? Escape the hustle of city life and find your peace in Bhutan’s tranquil beauty. It’s time to reconnect with nature, rediscover yourself & refresh your mind, body, & soul. Join our Bhutan tour and embark on a meaningful solo adventure, where you can meet like-minded travelers from all walks of life. This is more than just a trip – it’s an opportunity to share stories, make new friendships and expand your network while experiencing the breathtaking beauty of Bhutan. No matter your background, everyone is welcome to come together and create unforgettable memories in one of the world’s most happiest countries. **Why Bhutan trip?** Bhutan, often referred to as the **"Land of the Thunder Dragon,"** is renowned for its stunning landscapes, rich Buddhist culture, and commitment to Gross National Happiness. Nestled in the Himalayas, it boasts breath taking views, traditional dzongs, and vibrant festivals that celebrate its unique heritage. With a focus on sustainable tourism, Bhutan offers an authentic experience, from trekking through pristine nature to exploring ancient monasteries, all while enjoying the warm hospitality of its people. This trip to Bhutan is perfect for everyone—whether you're traveling solo, with family, friends or as a couple, YOLO. **Tour Highlights** * Visit one of Bhutan's most iconic landmarks **Tiger's Nest Monastery**, perched on a cliff **3,120 meters** above sea level. * Visit to **Punakha Dzong** the "**Palace of Great Happiness**" is a magnificent fortress at the confluence of the **Pho Chhu and Mo Chhu** rivers. * Enjoy authentic dinner/ lunch with a local family at a farm house. * Hoisting of prayer flags at **Dochula pass (3100 m)** which offers panoramic views of the Himalayan range, including the **108 memorial chortens** (stupas) built in honour of Bhutanese soldiers. * Meditation at **Dochula Caves** and **Buddha Dordenma** (the highest Buddha statue in the world). **Trip Details:** **Dates-:** **Every Sunday.** **Only need 5 days leave.** 2 nights Thimpu, 2 nights Punakha & 2 nights Paro. **Group Size:** Limited to 15 dream travelers (min 4 to go). Private tour option also available. **Flight:** Only one direct Drukair flight goes from Singapore to Paro. There are connecting flights to Paro either from Bangkok or New Delhi. We will help you to book your flight. **Early Bird Price:** **SGD 2188** (SGD 500 deposits thereafter the price is **SGD 2388**). **Refund Policy:** The deposit is refundable within 3 days after the trip confirmation mail sent to you. After that, it becomes non-refundable. Full amount refunded if we don’t meet minimum no of pax. **Inclusions:** * 3 Star hotel accommodations on twin/double sharing basis. * All Meals-: Daily breakfast, lunch & dinner. * Sustainable Development Fee (SDF) to the Government of Bhutan * Bhutan Visa Fee * Certified English Speaking Bhutanese Guide for your entire stay. * All ground transportation * All entrance fees * All internal taxes and charges. * Mineral Water while traveling. **Exclusions:** * International flights and personal travel insurance * Personal expenses (shopping, optional activities like spa, massage, archery, horse riding, porter etc). * Items of a personal nature, such as laundry, telephone calls, room service, alcoholic & non-alcoholic beverages, etc. * Single room supplement, Child or adult in triple sharing room. * Other meals during the trip (other than stated above). **Note-: There will be a surcharge fee if travel date falls in any Bhutan major festivals, X-Mas, New Year period (hotels increase their cost during this period).** **REGISTRATION AND PAYMENT:** **1.** RSVP NOW **2.** Transfer a small Deposit of **$500** to grab our **Early Bird Offer** to: **Dream Valley Pte Ltd via:** **A)** PAYNOW to UEN: **202413187D** **B)** Through ATM/Online to: Dream Valley - Current Acct: **11352440801** Bank Name: ANEXT Bank Pte. Ltd. Bank Code: 9742 Bank Industry Code: ANTPSGSGXXX **3.** Once you've transferred, WhatsApp **Vinny (Hp. 85062629)** your proof of payment. **(IMPT: INDICATE THE EVENT & YOUR MEETUP NAME).** Your slot is now confirmed and you'll be invited to the Trip Briefing/ Q & A Session once RSVP closes. **4.** This is a "First to transfer, first to Confirm" basis. The sooner we can confirm this Trip, the more everyone saves. **Disclaimer, Indemnity and Terms of Participation:** **PLEASE READ FOLLOWING LINKS FOR OUR T&C’s BEFORE YOU RSVP:** [https://dreamvalleydestination.com/terms-and-conditions/](https://dreamvalleydestination.com/terms-and-conditions/) [https://dreamvalleydestination.com/privacy-policy/](https://dreamvalleydestination.com/privacy-policy/) By participation on this trip, I agree to & accept **Dream Valley’s** terms and conditions. We reserve the right without prejudice to return payment at any time and not permit participation - without the obligation to explain or give any reason. This Trip is organized by **Dream Valley Pte Ltd** **(TA License: 03794).** **Stay Connected: Follow our latest trips and updates:** Check out this Linktree! - https://linktr.ee/Dreamvalleydestination?utm_source=linktree_profile_share [https://dreamvalleydestination.com](https://dreamvalleydestination.com)

**\*\*\* Please register at** https://luma.com/ofdo61ky **\*\*\*** **The Super-Individual Secret Club (SISC): The Toy AI Chapter** 📅 8 May 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 https://luma.com/ofdo61ky ​We’ll explore how toys and AI intersect — AI as a powerful engine for imagination, personalization, and interactive play, and toys as evolving platforms that bring intelligence into the physical world. Are we entering an era of AI-enhanced play and emotionally aware, adaptive toys that reshape how humans learn, create, and connect? **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** https://luma.com/ofdo61ky

Want to check out what dragonboat paddling is all about? Whether you are seasoned paddler or a newcomer, we welcome you to try out dragon boating with the German Dragons and end off the session with **ICE COLD BEER**! All paddling equipments and life vests are provided! **WHAT to bring:** \- comfortable sports attire\, flip\-flops\, hat\, sun glasses \- water \( min 1.5L) \- sun lotion **WHERE and WHEN:** \- 2:30PM meet at the boat nursery\, 5 Stadium Rd (be on time at our cage as we cannot wait for late-comers) \- grab your paddle\, life vest\, lock your belongings\, then warm\-up \- water training till 5PM \- after 5PM cool\-down\, chilled drinks\, freshly brewed Paulaner beer **Cost** $25 includes your training session and an awesome time over a keg of beer as post-training fuel! Pay on-site Send us a message for further enquiries. Looking forward to meeting you this Saturday!

Are your blood pressure, blood sugar, or cholesterol levels quietly rising — even though you “feel fine”? Most people don’t take action until it starts affecting their daily life… Low energy, poor sleep, stubborn weight gain, and relying more on medication. It doesn’t have to get to that stage. Join our **offline health sharing session** and discover simple, practical ways to manage the “3 Highs” — without extreme diets or complicated routines. You’ll learn: • Easy lifestyle shifts to support healthier numbers • Smarter nutrition choices that fit your daily routine • How to build sustainable habits for long-term wellness Imagine waking up with more energy, thinking more clearly, and feeling confident that you’re back in control of your health. Whether your goal is prevention, improvement, or maintaining long-term wellness — this session will give you actionable steps you can start immediately. Seats are intentionally limited to ensure a focused, high-quality experience. 👉 Secure your seat now — message us or register today before spots are filled.

Are you walking correctly? Walking is one of the most natural human activities, but most of us aren't optimizing our stride for health and fitness. It’s time to turn your daily steps into a powerful, fat-burning tool. Join us early for the MetaWellness Fat-Burning Walking workshop. This session goes beyond a casual stroll; it is an active workshop designed to teach you the biomechanics of mindful, effective movement. Led by **JJ Mok, Accredited Mindfulness Coach**, you will learn how to align your body and mind to increase fitness, aid weight loss goals, and completely transform the way you walk. **What You’ll Learn in This Session:** * **👣 Proper Walking Technique:** Forget lazy strolling. We will teach you how to develop strong posture and an engaging, powerful stride that protects your joints and engages more muscles. * **🔥 Fat-Burning Principles:** Discover the specific techniques that turn a regular walk into a calorie-torching workout, helping you burn more energy with every step you take. * **🧘‍♀️ Breathing & Mindfulness:** Learn to integrate mindful breathing with your movement. This enhances mental focus, reduces stress, and helps naturally boost your metabolism. **Who Should Attend:** This session is perfect for anyone looking to improve their physical health, lose weight sustainably, or simply gain more energy from their daily routine. All fitness levels are welcome. **Event Details:** * **Time:** 7:30 AM – 9:00 AM * **Location:** [Entrance](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")/[Exit A](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") - [Botanic Gardens MRT Station](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") ([CC19](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") / [DT9](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")) * **Instructor:** JJ Mok, Accredited Mindfulness Coach **What to Bring:** * Comfortable walking shoes or trainers * Water bottle * Sun protection (hat/sunscreen) if outdoors * An open mind ready to learn! **Start your weekend with intention, movement, and vitality. Secure your spot today!**

To confirm your participation, please email **completeme@outlook.sg** or WhatsApp **(65)** **81252321** us at least 3 days before the event. Please note that marking yourself as “Interested” on Meetup does not confirm your slot. Kindly contact us early to secure your place. **Walk-ins are not allowed.** Tired of the same old small talk? Step into a dating experience where connections go beyond “What do you do?” and “Where are you from?” Welcome to Truth or Dare Speed Dating — a bold, playful twist on traditional speed dating designed to break the ice, spark laughter, and reveal the real you. 👥 Group Rotation (4–6 pax) You’ll be placed in small groups of 4–6, creating a relaxed and social vibe where conversations flow naturally. 🖊️ Spin the Pen Each round, someone spins the pen to randomly select who’s up next — no pressure, no awkward picking. 🎯 Truth or Dare Time The selected person chooses: Truth or Dare 🎲 Pick the Challenge The person before them will pick from our curated list of 10 prepared Truth questions or Dare challenges — all thoughtfully designed by us to spark laughter, reveal personalities, and keep things fun (nothing inappropriate, we promise 😉). Example Truth: What’s one thing someone could do on a first date to instantly impress you? Example Dare: Sell yourself in 10 seconds like it’s a commercial. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event, giving meaningful connections a chance to grow. Your experience doesn’t end there. You will be invited to a private Telegram group for one week, providing the opportunity to continue conversations either in the main group or privately with your matches. Your ticket includes: ✨ 1 complimentary drink ✨ Guided group rotations ✨ Mutual matching ✨ A week-long facilitated Telegram chat group If you’re looking to meet new people, expand your circle, and potentially discover someone special — this is an event designed for you. **Cost:** BFF (Best Friends Forever) - 2 Ladies' Tickets $39 Lady's Ticket $29 Gentleman's Ticket $45 This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

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.

**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)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

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.

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.