Collective Intelligence

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-12mar2026-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** Join us for a discussion exploring the evolving landscape of durable workflow executions in modern systems. As applications become increasingly distributed, durable execution has emerged as a critical paradigm for building resilient systems that survive failures whilst maintaining complete execution state. This session examines why durable execution is essential for modern architectures from multi-step processes spanning multiple services to long-running operations requiring distributed coordination. We'll explore real-world applications and human-in-the-loop processes that traditional patterns cannot handle reliably. The discussion covers challenges and learnings from building automation tools in GovTech, examining how durable execution solves common distributed systems problems like state management, fault tolerance, and observability. We'll delve into design principles that make workflows resilient by default and automatically handling retries. Whether you're evaluating tools like Temporal, Cadence, or others, this conversation offers practical insights into implementation strategies, use cases, and pitfalls to avoid. **[Learn with us today](https://go.gov.sg/stackmeetup-12mar2026-mc)**! **Programme** 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Steven Koh, Director, Engineering Management, Government Digital Products (GDP), GovTech Singapore 7:15pm: Building Opus: Delivering Durable Workflow Execution for Government Systems By Gabriel Tay, Staff Software Engineer, GDP, GovTech Singapore 7:35pm: Temporal Primitives to Real-World Design By Tao Guo, Staff Solutions Architect, Temporal.io 7:55pm: Real Application Use Case of Subscription Workflows Through TechBiz By Yong Weng Kiat, Software Engineer, GDP, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-12mar2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

Ideal for players with basic understanding of the game but is looking to take their skill to the next level! ### **Address** Singapore Sports Hub ### **Schedule** Thursdays 5PM - 6PM ### **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.

Let’s meet for dinner and simply talk about life. This meetup is about slowing down after a long day, enjoying a simple, good meal together, and having relaxed, meaningful conversations. We can share stories, experiences, thoughts about life, or just chat about anything that comes to mind. Everyone comes from a different journey, and sometimes it’s really nice to sit down with a few friendly people, listen, laugh, and connect. This is not a networking event — just a casual dinner with people who enjoy genuine conversations and meeting new friends. Come with a friendly spirit and let’s enjoy a simple evening together. Sometimes friendships begin over the most ordinary dinners. 🍲😊

## Details **♟️ Geek Out, Stress Out 🎯** **Note:** Please join the event from the URL below instead: [https://playbojio.vercel.app/](https://playbojio.vercel.app/) Participants who join this session via the ***PlayBoJio*** platform will be eligible for the session’s lucky draw, which will be drawn the following day. 🎁✨

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: City Hall / Raffles Place / Clarke Quay

Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? 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. 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*. 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!

**Friday is our open co-working day.** ​People come to work on their own projects, take breaks together, and usually stay through the afternoon. It’s quiet, focused, and builder- and founder-led. ​You can arrive anytime from 10AM. Most people show up after lunch and settle in before 1.30pm. Bring your laptop. Grab any open seat. Stay as long as you like. ​At 1.30pm, we pause work briefly for a shared session called The Stage, then everyone goes back to working. ​This is how Fridays here work. **The Stage @ 1.30PM** *The Stage is a short, open-format session where builders and founders share something they are actively working on. A workflow, a technical breakdown, a lesson learned, or just a topic keeping him/her up at night.* *The goal is to spark ideas you can try immediately after, during the same afternoon. After the session ends, most people simply open their laptops again and continue working.* *Interested to speak? Express interest here: [form here](https://sq-collective.notion.site/2a1aae2f95ae80e38156eaecfc9eb885?pvs=105)* **Topic: The Opportunity in Being Human** **Speaker: Russell Huang** ​Russell Huang is trying to understand what a founder is so he can call himself one. ​After a life in investigating geopolitical power dynamics, emergent risks in human-factor cybersecurity, and litigation intelligence advisory for high-stakes fraud, he can't help but ask a more interesting question: if AI can actually do good for the world. He's working on Project Ujong — currently an experiment in understanding if and how LLMs can drive togetherness, with the hope of reimagining how people live, connect and discover in Singapore. You still have no idea who Russell is after reading this. ​This session is not about frameworks, customer acquisition or showcasing AI applications. It will be a candid sharing of what it means to know a person, and how AI could be used to highlight the human traits that matter in an age of agents, dehumanisation and ennui. ​**Takeaway:** Hope, and a new perspective on AI's potential to reimagine experience altogether. ​​After the session, we go back to work.

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!**

**Entrepreneur Talk Goes LIVE** Entrepreneurship is exciting, but it can also be lonely. For 18 months, more than **500 founders, freelancers, and business owners** have grown together inside Entrepreneur Talk. Now, we’re taking the next step: **Entrepreneur Talk Goes LIVE — Singapore Business Clan.** This is not networking. This is not a webinar. This is **real entrepreneurial support**, structure, accountability, and growth. 💡 What You Get Inside the Singapore Business Clan A mastermind group gives you what no solo entrepreneur can access alone: ✔ Solutions You were stuck… You leave each session with clarity, direction, and renewed energy. ✔ Honest Feedback Your friends may say your idea is great. Entrepreneurs give you the feedback you *need* to hear. ✔ A Business Clan Mutual support, confidentiality, commitment, and responsibility. A group that truly has your back. ✔ The Sacred Fire Determination, momentum, ambition, joy, the energy that pushes you forward. ✔ Tools & Best Practices To build a visible, attractive, and scalable offer. ✔ A Secret Lab Test your ideas, your pitch, your strategy, in a safe, challenging, and supportive environment. ✔ Well‑Being Judgment‑free listening from entrepreneurs who understand your reality. Humor, emotion, breakthroughs… everything that makes the journey human. Whether you’re a beginner entrepreneur, solopreneur, or SME leader, this mastermind is designed for you. 🎯 How It Works You join the Singapore Business Clan through a **Discovery Session**, a half‑day experience where you participate as a full member. During this session, you will: * Test your ideas * Solve real business challenges * Receive sharp, actionable feedback * Build meaningful connections * Experience our Method and 15+ years of consulting expertise Each group is carefully composed so members complement each other’s experience and ambition. ⚠️ **Seats are limited** to maintain quality and depth of exchange. 🎁 Bonus for Participants You will receive our newly launched **E‑book**, featuring stories of entrepreneurs who overcame challenges and share their journey. 🎉 Ready to Experience It? If you’re building something serious, this is your room. Join the Singapore Business Clan and discover what happens when you stop building alone. 👉 **Reserve your seat for the Discovery Session here** 👉**Find out more on our** Linkedin [https://www.linkedin.com/company/10374698/](https://www.linkedin.com/company/10374698/) Facebook(Meta) [https://www.facebook.com/8S2Busines](https://www.facebook.com/8S2Business)

**Come join us for a fun photography walk around the colorful streets of Bugis and Haji Lane! This is a great place to take pictures, with all the beautiful murals, shops, and interesting people around.** **You can use your phone or any kind of camera - it doesn't matter if you're a pro or just starting out, we're all here to enjoy taking photos together. We'll start with a quick meet and greet, then head out to click pictures.** **After our photo walk, we'll end up at a nearby coffee shop to chat about our experiences and share our favorite shots.** **Join us if you're interested in photography. It doesn't matter if you're a pro or a beginner; we do it for the love of photography. We'll kick off with a short meet and greet before heading out to click pictures together.** **After our photo walk, we'll end at a nearby coffee shop to chat and share our experiences.** **This is a free event, but please RSVP to let us know you're coming. If you have any trouble finding us or have questions, feel free to call or text: Jay: +65 9352 0249 Sandeep: +65 8609 1667** **Join our WhatsApp group for live location sharing: https://chat.whatsapp.com/IYNcf63yaXr2PAXyrjeHzi We share our live location there to help everyone stay connected — especially as people naturally wander off while shooting.** **Meeting Point: Bugis MRT - Bugis MRT — Exit C (Bugis Junction / Victoria Street side)** **Route: Victoria St → Haji Lane → Arab St → North Bridge Rd**

**Own the Airwaves**: Build Your Private LoRa Mesh Network The future of communication is decentralized, and it’s in your hands. In this hands-on Singapore-based tech workshop, you will assemble and configure your own Heltec V3 LoRa board running **Meshtastic**, a secure, encrypted, off-grid mesh communication system designed for private, long-range messaging without relying on mobile data or Wi-Fi. Create your own controlled mesh network where you decide who joins, who connects, and who has access to your conversations. **Full privacy. Zero compromise.** Perfect for: • Private family messaging while shopping in Johor Bahru • Coordinating carpool and road trip adventures • Tactical team communication for **Nerf** or **Gel Blaster milsim games** • Learning real-world LoRa and decentralized networking skills No telecom disruption. No infrastructure dependency. Just resilient, peer-to-peer communication built by you. **Seats are limited.** Build the future. Reserve your frequency today.

Kampung Ravenswood, Singapore's largest BOTC group brings gaming @ Marina One! Whether you are a light social gamer, a strategy gamer or totally new to gaming, enjoy your weekend with friends and enjoy gaming here! This event is focusing on Blood on the Clocktower, a murder mystery social deduction game with a twist. If you're new to the game, our experienced hosts will be guiding you every step of the way. What is Blood On The Clocktower (BOTC)? Watch here: [https://youtu.be/M-aZP47Nm9g?si=GEoGvRoApcY-6Alw](https://youtu.be/M-aZP47Nm9g?si=GEoGvRoApcY-6Alw) BOTC is a social deduction game played in a large group of 7-15 players. Be mentally prepared to engage in chaotic back-and-forth conversations and work together with your team to win the game. Lying in a social deduction game? Who knew... Game review: [https://youtu.be/ImcG8sC7qT4?si=8-eCYYf6Skt-rLzO](https://youtu.be/ImcG8sC7qT4?si=8-eCYYf6Skt-rLzO) Price: FREE! Come down and enjoy. Venue: Marina One, B2 (East Tower), opposite Luckin Coffee. Please contact Momo ([wa.me/6596701344](wa.me/6596701344)) or Muthu ([wa.me/6597125916](wa.me/6597125916)) for assistance.

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.

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

Is your business taking more of your time than you would like? [Rob Young](https://www.linkedin.com/in/cinci-robyoung/) principal at [Stage 3 Group](https://www.linkedin.com/company/stage-3-group/), hosts this workshop series and is the author of Stage 3 Success. * Provides a framework and a playbook for leaders of emerging businesses * Reviews business management tools and techniques for scaling and maturing a business * How to recognize and leverage stories hidden in financial statements * How to implement financial and operational controls and use leading indicators to spot trouble before it occurs * How to manage your time for maximum effect * How to deal with nonperforming employees * How to create standard operating procedures throughout your organization Four sessions will include two hours of content and an optional 90-minute hands-on lab. Reserve your spot via this link: https://clintonvilleba.com/calendar/#!event/2026/3/20/chaos-to-clarity-to-control ($200 for non-CABA members.)

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia