Distributed Ledger Technology

⚠️ **REGISTRATION IS REQUIRED VIA [THIS LUMA FORM](https://luma.com/numbjl55)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ SHELLgym is the regular cybersecurity workout you have been looking for! Whether you're just starting out and need some exercises, studying for a cert (hint: OSCP), looking at CTF challenges, or developing something cybersecurity-related (maybe your own automated tools?), SHELLgym aims to help you progress in picking up practical cybersecurity knowledge and skills. Come and go as you please, work on your own stuff with like-minded individuals, or just have fun during the workout! **AGENDA** Thematic activities for this session * General web frameworks and their administration * Dockerisation * Web enum and attacks * Web defences, logging and threat hunting **⚠️ NOTE** Bring your own laptops (and laptop chargers). Optional - Linux VM **TRAINER** **KK Tan — Founder, counterShell** As a mid-careerist convert to cybersecurity, **Tan KK** picked up his practical skills through getting OSCP certified and by participating in a variety of CTFs. In his career at CSIT, he performed a variety of red-teaming and vulnerability research roles and established the Cyber Training School at CSIT as the Lead Instructor. Besides the OSCP certification, KK is also OSCE and OSEE certified, and has a Bachelor's degree in Social Science (Psychology). He now sees psychology as a field of study where you fuzz humans until they produce unexpected behaviour. **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre) **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

**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)

Join this in-person hands-on workshop startup founders and developers to learn spec coding and build an app using spec coding in Singapore Join us for an exclusive in-person hands-on workshop on 16 May in Singapore to elevate your software development practice using Agentic Spec Coding with sam.navan.ai ### **Workshop Details:** * **Date:** 16 May (Saturday) * **Time:** 9:00 am - 11:00 am SGT * **Location:** The Working Capitol, 1 Keong Saik Road, Singapore. Map link for the venue: [https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9](https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9 "https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9") * **Fee:** SGD 40 per participant ### **Agenda:** * Going beyond vibe coding: what is spec coding? * Difference between vibe coding & spec coding * Getting started with spec coding - tools, agents and setup * Hands-on: Building a web app using spec coding * Networking ### **Who is it for:** Startup founders and software developers ### **What you get:** * Learn Agentic Spec Coding hands-on. * Access to sam.navan.ai to build your application using agentic spec coding. * Access to SAM agents on Antigravity, Cursor, and Claude Code. * Understand how traditional software development works and how you can automate it using AI. * Learn to build your application using Agentic Spec Coding. * Networking with peers from the industry. ### **Trainer for the workshop:** Santosh Rout - Founder of navan.ai and Saaragh. Santosh is an alumnus of IIT Kanpur with over 25 years of experience in IT and AI. He has built and launched several AI and GenAI products and solutions. ### **Sponsors and Partners:** * Venue Partner: The Working Capitol: [https://www.theworkingcapitol.com/](https://www.theworkingcapitol.com/ "https://www.theworkingcapitol.com/") **Get a FREE 1-day pass at The Working Capitol's coworking space by attending this event.** ### **Organized by navan.ai:** [navan.ai](https://navan.ai/ "https://navan.ai") is an AI & Generative AI products and solutions company headquartered in Singapore with operations in Singapore and India. We also run a bootcamp to help founders to convert their ideas into scalable products using agentic spec coding. Know more about the bootcamp here: [asca.navan.ai](https://asca.navan.ai/ "https://asca.navan.ai") ### **Want to join us as a community partner? Contact Us:** For questions or further information: * **Website:** [navan.ai](https://navan.ai/ "https://navan.ai") * **Email:** varun@navan\.ai\| connect@navan\.ai * **Phone:** \+91 8655482220 \| \+65 8608 9171 ### **Register NOW to save your spot: [https://www.eventbrite.sg/e/beyond-vibe-coding-hands-on-workshop-on-spec-coding-25-apr-singapore-tickets-1986892100759](https://www.eventbrite.sg/e/beyond-vibe-coding-hands-on-workshop-on-spec-coding-25-apr-singapore-tickets-1986892100759)**

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!

​​​**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/)

🎨 Guided Watercolor Sessions Take a mindful pause and immerse yourself in the calming flow of watercolor. Join me for a 1.5-hour guided session where we’ll explore gentle techniques, play with color, and reconnect with creativity — no experience needed. ✨ Fee: $38 per person 🕒 Duration: 1.5 hours 💳 Payment: Paynow to 92250120 to book your slot. 🖌️ All materials will be provided. Spaces are limited to keep the experience personal and cozy. Message me to reserve your spot or to find out more. I’d love to paint with you! Check out my IG @jadorestudio_

A chill space for book lovers to read, socialise, and share what we’ve learned from our latest reads. We dive into stories, swap thoughts, and talk about the lessons that stuck with us. No pressure :) just good books, good vibes, and great conversations! All kinds of books are welcomed ☺️ **Guidelines to the bookclub** * * Pls bring your own book to the event to read :) * each person is required to order a drink * Timeline: 45 mins reading followed by 5-10 minutes of sharing each on their book

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.** This event is specially curated for singles born between 1976 - 1986. Some singles have shared that they prefer having more time to get to know someone properly instead of rushing through short introductions. Our new Quality Conversations gathering is specially designed for those who enjoy deeper interactions in a smaller and more comfortable setting. Unlike traditional speed dating sessions, each conversation will last approximately 20 minutes (double the duration of our usual format), allowing conversations to reach a deeper level. Each session will consist of a minimum of 3 ladies & 3 gentlemen, and a maximum of 5 ladies & 5 gentlemen. This gathering is ideal for singles who value quality conversations and a less rushed experience. Due to the smaller group size, the age range for each session will also be kept tighter to allow participants to connect with others in a like-minded singles. You’ll enjoy meaningful 1-to-1 rotations with the opposite gender, specially curated to help you create genuine connections. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event. 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:** Lady's Ticket $48 Gentleman's Ticket $29 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.

Event location change: Monk's Brew Club Bring extension cords if you have! Hey everyone! We organising a co-working + socialising session for all of us who like to work on something (e.g. our own project, freelance or remote work) but feel working alone at home can get a bit lonely :-) To ensure that we have both socialising AND working, we will be using the so called “Pomodoro” technique: **50min of deep work** (silent), followed by **10min of break** to socialise. Then repeat, we typically do up to 3 rounds. It’s an effective way to stay focused - you can read more about it [here](https://en.wikipedia.org/wiki/Pomodoro_Technique). Anyone from any background is welcome, whatever project you are working on or whatever is your personal background. ——————————————————- AGENDA: * **15min Intro (please come on time)** Get to know everyone, talk about what you will work on today * **Pomodoro Session** \- 3x \(3h\) Each Pomodoro session consists of 50min of uninterrupted “deep work” (no talking, no interruptions, no phones) -> then 10min of break: share your progress with others, talk about what you are stuck on etc. -> Repeat * **Wrap Up and dinner (optional)** Share your progress, socialise and get to know others 😊 ———— Location is Monk’s Brew Club (57 East Coast Road, Singapore 428773). We have booked a separate room with multiple tables at the 2nd floor of the cafe, just walk all the way through to the back when you walk in, or ask the barista. Wifi + power plugs are there but best to bring a fully charged laptop and extension cords, just in case 🙃 You DO NOT have to pay anything, but since we are using the café space, it would be common courtesy to buy at least one drink. Please remember to release your RSVP in case you are not able to make it for the people on the waitlist and looking forward to seeing you there! :) Note: RSVP-ing and then no show will result in penalties: 1 No show = warning 2 No shows = de-prioritized for those in waitlist 3 No shows = blocked from future events Cheers Vicente

# Norway Fjord Trekking 2026 [https://sgtrek.com/event/norway-fjord-trekking-2026/](https://sgtrek.com/event/norway-fjord-trekking-2026/) This trip will put you on intimate terms with the great green hills, monstrous peaks, enormous glaciers, and flat-out gorgeous scenery of this isolated chunk of Scandinavia. Lace up your hiking boots and set forth in search of your own personal Valhalla. **For inquiries and bookings, contact VIJAY on** * 📞WhatsApp at **+6592700908** * 📧 Email us at [contact@sgtrek.com](mailto:contact@sgtrek.com) ##### Itinerary Notes Please note that for departures during June there may be variations on this itinerary, depending on season & weather conditions. There can be unseasonably heavy rain and even the occasional snow in Norway, so there may be changes to this itinerary. Our expert CEOs will always put your safety first and in extreme cases of heavy rain or storms they may cancel a day’s activity at their discretion. An alternative will be offered where possible to do so. If you travel in May/early June it’s highly recommended to have snowshoes for some of the hikes due to the snow conditions. You can either bring your own snowshoes or rent them locally from our activity provider (the cost is approximately 350-400 NOK). ## Tour Duration: 7Days 6Nights ## Tour Departure Dates: There are multiple dates for this tours do check with us. Event cost may have some changes do check with us on the actual costing prior to booking. **May 2026** * Sat, 16 May – Fri, 22 May * Sat, 23 May – Fri, 29 May * Sat, 30 May – Fri, 05 Jun **June 2026** * Sat, 06 Jun – Fri, 12 Jun * Sat, 13 Jun – Fri, 19 Jun * Sat, 20 Jun – Fri, 26 Jun * Sat, 27 Jun – Fri, 03 Jul **July 2026** * Sat, 04 Jul – Fri, 10 Jul * Sat, 11 Jul – Fri, 17 Jul * Sat, 18 Jul – Fri, 24 Jul * Sat, 25 Jul – Fri, 31 Jul **August 2026** * Sat, 01 Aug – Fri, 07 Aug * Sat, 08 Aug – Fri, 14 Aug * Sat, 15 Aug – Fri, 21 Aug * Sat, 22 Aug – Fri, 28 Aug * Sat, 29 Aug – Fri, 04 Sep **September 2026** * Sat, 05 Sep – Fri, 11 Sep * Sat, 12 Sep – Fri, 18 Sep * Sat, 19 Sep – Fri, 25 Sep * Sat, 26 Sep – Fri, 02 Oct

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.** This event is specially curated for singles born between 1966 - 1976. Some singles have shared that they prefer having more time to get to know someone properly instead of rushing through short introductions. Our new Quality Conversations gathering is specially designed for those who enjoy deeper interactions in a smaller and more comfortable setting. Unlike traditional speed dating sessions, each conversation will last approximately 20 minutes (double the duration of our usual format), allowing conversations to reach a deeper level. Each session will consist of a minimum of 3 ladies & 3 gentlemen, and a maximum of 5 ladies & 5 gentlemen. This gathering is ideal for singles who value quality conversations and a less rushed experience. Due to the smaller group size, the age range for each session will also be kept tighter to allow participants to connect with others in a like-minded singles. You’ll enjoy meaningful 1-to-1 rotations with the opposite gender, specially curated to help you create genuine connections. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event. 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:** Lady's Ticket $48 Gentleman's Ticket $29 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.

Hi Everyone, With Covid19 happening, there is still a limited participants for group events of up to 8 pax happening, so this just to keep the virtual skating together going. The Challenge is to skate as much as you can during this pandemic each week. And see how we rank on leaderboard of Strava. The ranking is arranged by most distances skated each week. Do join us through on Strava App below: Leaderboard updates on a weekly basis and resets every week (Mon to Sun) Join us at https://www.strava.com/clubs/freewheelers_sg (Kindly note that with specifically the Strava app, it is unable to cater for Inline skating option, so you will have list your tracking via run or ride for your ranking to show up in leaderboard. And this is the main challenge majority of skaters will be using.) Feel feel to contact Janice on Meetup if you need help with the apps to join us on these virtual skating challenges. You can also ask Janice for link to join a telegram group where impromptu small group skating events are frequently organized if you are looking for skating buddies. Special Note: Heard feedback from some Iphone users that trouble getting apps FOC. All these apps should be free. Please make sure you download the FREE VERSION. And please download the app, before you join via Challenge Links as the Challenge Links lead Iphone users to paid versions I think. Android Phones should be automatic directed to free version. IPHONE DOWNLOAD LINKS: https://apps.apple.com/us/app/strava-run-ride-swim/id426826309

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.** This event is specially curated for singles born between 1986 - 1994. Some singles have shared that they prefer having more time to get to know someone properly instead of rushing through short introductions. Our new Quality Conversations gathering is specially designed for those who enjoy deeper interactions in a smaller and more comfortable setting. Unlike traditional speed dating sessions, each conversation will last approximately 20 minutes (double the duration of our usual format), allowing conversations to reach a deeper level. Each session will consist of a minimum of 3 ladies & 3 gentlemen, and a maximum of 5 ladies & 5 gentlemen. This gathering is ideal for singles who value quality conversations and a less rushed experience. Due to the smaller group size, the age range for each session will also be kept tighter to allow participants to connect with others in a like-minded singles. You’ll enjoy meaningful 1-to-1 rotations with the opposite gender, specially curated to help you create genuine connections. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event. 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 $48 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.

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

Join DotBitz for an interactive course preview and introduction session designed for students, parents, and aspiring learners interested in Web development, programming and future AI technology careers. During this session, you will learn about: * DotBitz learning programs and course pathways * How students can start learning programming from an early age * Career-focused learning and mentorship opportunities * Real-world skills students can develop through technology education * Future opportunities in software development and technology careers * How AI will be impact in our future career. This event is a great opportunity to explore how DotBitz supports students from beginner learning to career readiness in a structured and supportive environment. ### Event Details 📍 Location: Columbus Metropolitan Library 4500 Hickory Chase Way, Hilliard, OH — Meeting Room 2A 📅 Date: May 18, 2026 🕔 Time: 5:00 PM – 6:00 PM We welcome students aged 9+, parents, beginners, and anyone interested in learning more about programming education and technology career pathways.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

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.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)