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Hi DESG Community, It's been a while since we last met on Sep 2025. So much has changed and AI agents has been the talk of the time for past 6 months. For this month, we have Chin Hwee who will talk about: ***Your Data is Late Again! Handling Late-Arriving Data in the Modern AI Data Stack*** *"When we say we are processing the "latest" data in the data warehouse, which timestamp are we referring to?* *Late-arriving data can happen due to operational and technical reasons that may require data corrections, posing challenges in ensuring timely and accurate reporting of point-in-time data that drive AI systems and decision-making. In this talk, I will be exploring approaches on how we can design data systems and history-preserving data models that can handle late-arriving data in the modern AI data stack."* **Expected agenda:** **6.30pm - 7.15pm** \- Registration\, Pizzas & Networking **7.15pm - 7.20pm** \- Introduction **7.20pm - 8:00pm** \- Talk by Chin Hwee **8.00pm – 8.30pm** \- Q&A **8.30pm –** End of event Hope to you all soon! Cheers! DESG

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-5mar2026-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** We’re piloting our next specialised sub-community, and this one’s focused on AI! In the first session of ***STACK Meetup [AI]***, we’ll take a broad look at how organisations can move from AI ambition to real-world implementation. Through perspectives spanning consulting, public and private sectors, we’ll unpack common pitfalls, lessons learned, and real-life use cases that you can draw from as you shape your own AI adoption journey. Join us today. ***Seats are limited so [sign up](https://go.gov.sg/stackmeetup-5mar2026-mc) now!*** **Programme** 7:00pm: Introduction By STACK Community 7:05pm: Opening By Feng Yuzhang​, Director & Head of AI Practice, GovTech Singapore 7:15pm: A Tale of Two Cities: An AI Transformation Parable By Chai Yit Sheng, Director, AI & Data Transformation, PwC​ 7:35pm: GovTech’s AI Strategy to Drive AI Value and Maturity Towards an AI-Native Government By Tan Congyuan, Deputy Director, AI Programme and concurrent Head, AI Strategy Office, GovTech Singapore 7:55pm: How AI is Reshaping Business Discovery, Growth & Competition By Razvan Iordache, Co-Founder and CEO, GeoVector.ai 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-5mar2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

Join us on 5 March 2026 for the first AI and Data Engineering Meetup of the year, an insightful evening exploring the realities of AI in production. **[Jun Xu](https://www.linkedin.com/in/junxu-fintech/)** will talk about, “RAG in Production: Dead End or Long-Term Foundation?” He will share real-world lessons on enterprise RAG, governance, retrieval quality, GraphRAG, agentic RAG, and the realities of scaling GenAI in regulated environments. Then, **[Michael Isvy](https://www.linkedin.com/in/michaelisvy/)** will dive into “AI-Augmented Development at Scale,” demonstrating how to make GitHub Copilot and MCP-powered workflows work effectively on complex legacy codebases, from handling oversized contexts to intelligently breaking down refactoring tasks. If you’re building or scaling AI systems in the enterprise, don’t miss it!! Register [here](https://reg.experiences.redhat.com/flow/redhat/3466600/fieldeventsregapproveform/page/landingregistrationpage)

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Tanjong Pagar (EW15)

Bring your writing toolkit, charged batteries (social and electronic) and a writing agenda two hours long! Join fellow writers/journalists embarking on their journey towards Pulitzers and Hugos or maybe a print deadline! We accept researchers and marketers clearing overtime too! :) **We Write Together** is here to start building a writing community and get to know like-minded folk with stories to tell. Let's make new friends! As this is a small group event with limited slots, please keep your RSVP up to date!

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Somerset (NS23)

**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]

**Important**: Upon RSVP, participants need to register on Eventbrite link below for building security purpose. https://www.eventbrite.com/e/trading-strategies-technical-analysis-tickets-1981922191627 **Agenda:** Explore the basics of Technical Analysis, including price trends, candlestick charts, and how market movements are commonly analysed. This introductory session provides a high-level overview of Technical Analysis (TA) and how market participants commonly study price movements and trends. Participants will be introduced to basic TA concepts, including candlestick charts, trends, and different analytical approaches such as Western and Japanese Technical Analysis. We look forward to hosting you for an evening of learning and discussion. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Cost: Free Date: 06 Mar 2026 (Friday) Time: 6:30pm to 8:00pm. Venue: One Raffles Place **Tower 2** **#35-61,** Singapore 048616 near Raffles Place MRT. **Remark**: Registration starts from 6pm before event start at 6:30pm. Kindly self-register at level 1 security counter before going up to **level 35** **Tower 2**. Most important, **we start on time** so try not to be late. Thanks! More info on the speaker and host: https://www.stockheroapp.com/stockmeet \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*

#### **Attention:** Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? #### **Interest:** Join us for this exclusive live meetup where we bring together forward-thinking business owners, wellness advocates, and digital entrepreneurs. You’ll learn how to use AI tools to simplify your marketing, boost your online presence, and grow your income—all while promoting better health and balance in your life and business. #### **Desire:** Picture a vibrant room filled with positive energy, powerful insights, and real collaboration opportunities. You’ll walk away with practical AI strategies, valuable connections and an inspired vision for building a wellness brand that truly works for *you*. #### **Action:** Don’t miss this in-person opportunity to learn, network and elevate your wellness business. RSVP now to secure your seat—spaces are limited for this live meetup!

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Holland Village (CC21)

Come hang out with us every Friday as the sun sets. It's a chance to share your wins (and setbacks) while unwinding. Whether you're new to the city, hoping to meet new people, or just looking for a laid-back spot to relax after a busy week, Friday Sundown Socials is the ideal place to connect in a casual atmosphere. Venue: Open Sourced Website: [www.opensourced.so](http://www.opensourced.so/) Date: Every Friday Time: 6pm onwards Age Group: 23 to 59 Location: 10A Perak Road. Singapore 208131 Admission: $10 (includes free drink) 🍺🍷🍸

Inspire Fitness Asia is the first-ever fitness concept to combine Muay Thai, Interval Training and Meditation. At Inspire, both physical and mental health carry equal weight. After battling anxiety for many years, founder Daryl Lawlor discovered muay thai and meditation brought him deep peace of mind. He designed Inspire Fitness’ studio as an extension of his experience, to help others who might be struggling with similar anxiety to find peace. This class will involve: * Bagworks * Padwork * Footwork ### **Address** 462B Joo Chiat Rd, Singapore 427674 ### **Schedule** Fridays 7PM - 745PM ### **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.

**For ages 13 and above.** In this class, you will build on the basics from Foil Foundational Class and continue to learn more advanced technical skills and their applications, such as: * Different parries * Compound attacks * Counter riposte * Counter attack ### **Address** 231 Mountbatten Rd, BLK F, #01-01, Singapore 397999 ### **Schedule** Fridays 730PM - 930PM ### **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.

Are you craving for more real life interactions with people? Do you wish to know more people and make many new friends? **With more than 7600 followers from all our social media combined, you will have the chance to connect with a lively, diverse group and make plenty of new friends at our social event which has been running for more than 3 years.** Do you enjoy fun and interesting interactive icebreaker games which can allow you to win prizes? **As usual, we will be giving prizes at each table during the event. On top of that, participants who complete the event mission will have a chance to win prizes such as Apple AirPods Pro 3 (worth 349SGD), Labubu V3 (Big into Energy Series blind box), Lululemon gift card and Sephora voucher through a lucky draw. This Apple AirPods Pro 3 is the most expensive prize that SGLightTheSparks has ever given out in over 3 years of event. In addition, for every female friend you bring along to the event, you will get 5 BONUS ENTRIES into the lucky draw. The more female friends you bring, the higher your chances to win!** If you answer yes to any of the above, then congrats! We have a special event that is coming up for you. Curious to know more about the event? Here you go! **Our events for the past 3 years usually have more than 100 participants per event so you can expect around 100 to 220 participants for this event too. Just take a look at these video below for our event and you can see that there is definitely more than 100 participants. Sometime, our event even have more than 200 participants attending. You definitely do not want to miss out this rare chance to make so many new friends! Slots are limited and we will close rsvp and registration once we reached full capacity. So do sign up as soon as possible!** [https://www.instagram.com/reel/C7OokwdhWRJ](https://www.instagram.com/reel/C7OokwdhWRJ) [https://www.instagram.com/reel/C4nEhiBRfQm](https://www.instagram.com/reel/C4nEhiBRfQm) Every participants will have a mission to complete to win prize. First, participants will be split into different tables with 2 ladies and 4 gentleman per table. Time will be allocated for participants to interact with each other seated at the same table through interactive icebreaker missions and games. Participants can decide whether they want to play the icebreaker games which we have provided or just chit chat or do all. It is flexible and up to participants to decide. Once the allocated time (around 15 to 20 min) is up which you will know when the organiser rings a bell across every table, it will mean that it is time for rotation. How you will be rotated will be mentioned on the piece of paper which you will receive on the actual day. For each round of rotation, usually 1 lady and 1 gentleman in the table will remain in their seats while the rest in the same table will move to another table based on what is mentioned on the piece of paper which they receive. This will then repeat for every rotation. However, for the last 2 rounds of rotation which will be announced by organisers, it will be totally free and easy. This means that everyone in the event can move to any table of their choice as long as the table is not fully occupied. Our team will also guide you on the rotation to meet different people during the actual event. Our team has also been doing promotions through various social media platforms at Telegram, Instagram, TikTok, Meetup, Eventbrite and word of mouth. **With more than 7600 followers from all our social media combined, this means that our event is reaching out to many people in Singapore. So you will get the chance to know many different people and make new friends.** For photo and video of past events, do visit our Instagram or TikTok @SGLightTheSparks. EVENT DETAILS Venue: Timbre+ One North Date: 8 March 2026 Sunday 3pm Timeline of activities: 3pm Registration 330pm Briefing on the event 345pm to 6pm Ice breaking session 6pm End of event Excited to know how you can register for this event? Just follow the steps below! Step 1: Register through this Google form. Take note that only participants who registered through Google form is considered as registered. [https://forms.gle/WTtBJ7719pEy672e8](https://forms.gle/WTtBJ7719pEy672e8) After you have registered in the Google form, we will email you a Google drive link to a 3-page event guide in the evening 1 day before the event date. Do check your spam folder in case our email landed there. Please read the guide especially the part on how rotation works as it explains the flow of event and how the event works. Step 2: Turn up at Timbre+ One North on 8 March 2026 Sunday 3pm. Wondering what to wear? There is no specific dress code for the event. So feel free to come in an attire that you feel comfortable and suitable for the event. We also strongly encourage you to bring your friends, relatives or colleagues along with you to join this wonderful event which have more than 100 participants! What to expect on the day itself? Turn up on the day of event and lookout for the signage that says “SGLightTheSparks event” Please note that there will be an event fee of $16 to be paid at the event venue on the event date for the gentlemen. **For ladies, it will be free for this event for a limited period of time only.** After registration, please purchase a drink before proceeding to your seats. Kindly take note that smoking, vaping and outside food are not allowed at the event venue. For any update, you can refer to our Telegram @SGLightTheSparks. Other social media: Instagram, TikTok, Meetup, Eventbrite @SGLightTheSparks. Please also follow and share our social media with your friends, relatives or colleagues so that our event can reach more people. Thank you

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

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.

Let’s meet and discuss this fun but moving collection of wildly creative short stories. (Photo credit: TimesNowNews.com)

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.