Computing

**Special topic for this week: Rust ownership and lifetimes. And why you might need to understand rustc compiler to solve some lifetime issues!** Have you ever wondered what happens after you write your program in any programming language and hit "Run"? Welcome to the new group dedicated to Compiler Engineering so we can discuss language design, static analysis, VMs, and code generation. Topics related to hardware architecture and FPGA are also welcomed! **Join us weekly and learn about:** * The vision for this group. * A crash course on how to start learning compiler dev (including top book recommendations). * An open networking session for showcasing projects and finding collaborators. * Weekly topic to learn about particular aspect of programming languages or hardware **Who is this for?** * Anyone building DSLs or new languages. * Anyone curious about low-level systems and programming * Anyone hiring for compiler/toolchain roles (come pitch your jobs!). * Anyone who wants to learn more about programming languages nature! This isn't a lecture—it's a conversation. Come share your projects and get motivated! This group is not super serious, so if you want to just yap about how bad is the new C++ standard you can find some listeners here. See you!

**[Confirmation email will be sent out by Tues, 24 March 12pm]** 👋 Hello AWS User Group Community! Join us on **Wednesday, 25th March 2026**, for our March meetup at the AWS Singapore Office, IOI Central Boulevard! 🤖This month’s meetup explores how builders are building **modern cloud applications with AI and generative AI on AWS**. Our speakers will share their experiences and insights from modernizing existing applications, designing enterprise agent architectures, and taking generative AI ideas from prototype to production. If you're experimenting with AI agents, exploring generative AI architectures, or simply curious about how others are bringing these ideas into real-world systems, this meetup is for you :) 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ Confirmed attendees will receive a confirmation email before the event titled **"AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – March 2026"**. You must present this email at the Level 1 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 📅 **Date**: Wednesday, 25th March 2026 🕡 **Time**: 6.30pm 📍 **Location**: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Modernize Existing Apps with Agentic AI - No Code Changes - Using AgentCore Gateway + Kiro Powers** 📌 Speaker: Badri Kesavan, Senior Specialist Solutions Architect, Migration and Modernisation AWS ✅ **Architecture & Implementation: How to build Enterprise Agents using Strands?** 📌 Speaker: Chirantan Saha, Principal Consultant, Infosys Consulting This session is a practical, foundational guide to designing and deploying enterprise-grade AI agents using Strands Agents, an Open Source AI Agents SDK. The session covers the core architectural building blocks, implementation strategies, and integration patterns required to ensure scalability, security, and compliance in enterprise environments. It further explores how agent design can be aligned with business ROI, operational efficiency, and cost governance, enabling organisations to adopt AI agents in a sustainable and outcome-driven manner. If time permits, there will be a quick practical demo as well. ✅ **Idea to Production: Building Generative AI Applications in 4 hours** 📌 Speaker: Richard Lee, AWS AI Engineering Community Builder Building a generative AI prototype is easy. Shipping one into production in hours is the real challenge. In this session, Richard will dissect the architecture and approach used at dtax, a project built and deployed at a 4 hour hackathon to help seniors get care with their voice. This includes Amplify, Bedrock, Cognito, DynamoDB and Lambda. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

This is a casual networking evening for founders, builders, technologists, investors, students, and curious entrepreneurial minds. RSVP for the event 👉 [HERE](https://luma.com/u4rgt6sm) ​**Format** Short intro. Open discussion. High signal conversations. Light refreshments. Networking. ​**What we’ll explore** • How AI is changing how startups are built • Venture studios and the next model of company creation • Nations without geography • Digital citizenship and participation economies • The future of borders, identity, and coordination **About Mamba Partners** This edition is co hosted with Mamba Partners, a venture studio building AI native products and partnering with founders to launch the next generation of technology startups. Learn more about Mamba Partners at mambapartners.com **About e-America** e-America is an experiment to build a Digital Nation, America in the cloud. Learn more about e-America at e-america.org RSVP for the event 👉 [HERE](https://luma.com/u4rgt6sm)

Join us for a relaxed evening to meet fellow data leaders, architects, and engineers. Enjoy drinks, light bites, and meaningful conversations while exploring high-performance, real-time data platforms. We’ll be joined by **Rakuten**, one of Japan’s largest eCommerce companies where advertising is a major revenue driver. Their **Singapore-based Ad Delivery team** will share how they use **Aerospike to** **power targeted and personalised ads for millions of Japanese shoppers**, helping drive consistent revenue growth year after year. It’s a great opportunity to hear insights directly from the Rakuten team and network with peers working on real-time data and large-scale systems. Whether you’re already using Aerospike or simply interested in learning more about real-time data infrastructure, we’d love to have you there. Seats are limited, so please secure your spot early by registering here: https://aerospike.com/singapore-happy-hour/

**Register at the Luma Page**: https://luma.com/gh9ysbg8 In the spirit of this year’s International Women’s Day theme, “Give to Gain,” OGP invites our closest community of civic builders and partners to reflect on this together. Give to Gain emphasizes the power of reciprocity and collaboration. When people, organisations, and communities contribute knowledge, mentorship, visibility, and opportunities, we collectively expand pathways for women to participate and lead. This learning circle is part of OGP’s Stewards for Good programme, which supports communities building technology for public good and expands pathways for civic participation. The session is jointly presented with our steward, Women Devs SG. It reflects OGP’s broader mission to create more inclusive models of citizen participation, ensuring that diverse voices are involved not only in public policy discussions, but also in designing the technologies that power public good. ### **Human Library Learning Circles** To deepen the conversation, OGP and WDS will host Human Library-style learning circles, where women leaders and civic builders share their insights and lived experiences on how they: * build technology for public good * participate in civic innovation * shape inclusive digital systems ✨ **About Open Government Products (OGP)** OGP is an experimental sandbox unit of the Singapore Government that builds tech for public good. Learn more about their products and career opportunities at [https://careers.open.gov.sg/](https://careers.open.gov.sg/)

**Many professionals are curious about AI, but are unsure how it applies to their daily work.** **This meetup is a casual session for anyone interested in exploring how AI can support professional work.** **We will discuss practical ideas, share experiences, and explore how AI may help with tasks such as writing, analysis, research, and decision-making.** **The session will include a short introduction, a few practical demonstrations, and open discussion.** **Whether you are new to AI or already experimenting with it, you are welcome to join.**

**⚠️ REGISTRATION IS REQUIRED VIA [LUMA](https://luma.com/sfft37qn) ⚠️** — **ABOUT THE RANGE VILLAGE** ​The Range Village is a community driven cyber range interest group aimed to provide community curated Cyber Range content for people who are interested in practicing their cyber skills such as active directory testing, lateral movements, defence evasion, and provisioning of an attack infrastructure. We live in a world where cybersecurity education is within a Google search or a GenAI prompt, but the access to a certain range or resource to practice those skills can be costly to individuals who are not in the position to self-fund a paid cyber range or premium access range. **ABSTRACT** Topic - SOC Security Workshop **SET UP INSTRUCTIONS FOR PARTICIPANTS** Participants will need to bring their own laptop with a Kali Linux virtual machine **AGENDA** * ​10:30 \| Door opens * ​11:00 \| Workshop starts * ​12:00 \| Mini lunch break * ​12:45 \| Workshop continues * ​13:45 \| End of workshop \- start of hangout * ​16:00 \| End of event **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre/) **LEAD FACILITATOR** **Sim Cher Boon \|** Cher Boon is a Security Engineer at Grab and the Co-Founder of the Range Village community group. He has competed in multiple CTFs, both locally and overseas, spoken at local and overseas conferences on security topics, and now focuses on developing the next generation of cyber talents through guidance and meetups. **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)

**⚠️ REGISTRATION IS REQUIRED VIA [THIS SIGN UP FORM (LUMA)](https://luma.com/rtp8qefa) ⚠️** — Join us at the BAS "Block Your Thursday" Community Townhall Series! **AGENDA** **1\. ​Industry Keynote: Web3 Cybersecurity\, by Marc Krisjanous from SixBlocks Audit** * The difference between Web3 vs Web2 cybersecurity * Overview of layers and security features **2\. Industry Keynote: Key Hacking Trends in Web3 by Fadli from Div0** * The rising cases of hackers shifting to the Web3 space * Types and modality of attacks **3\. Industry Keynote : Data / Platform Breaches and Crisis Management by V\. Kumar Sharma from Eldan Law LLP** * Strategies to mitigate liability from a legal risk perspective **4\. Panel Discussion & Q&A** * Standards in Web3 Cybersecurity * MAS TRM and Cyber Hygiene guidelines * International Web3 and Blockchain standards — Which ones to adopt? (Best practices) **Panellists:** * Fadli, Div0 * V. Kumar Sharma, Eldan Law LLP * Ryan Wong, Evvo Labs Pte Ltd * Michael Lew, Aegis Digital Asia **SPONSORS** * VENUE SPONSOR: ACC EduHub **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)

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-26mar2026) 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** In this edition of STACK Meetup [Data], continue your journey of scaling data standards with SG Gov and industry data practitioners who will share their experiences with building reliable data pipelines. Learn from industry experts on how to work better and faster to engineer data platforms with a set of tried-and-tested methodologies. Understand how this approach can enhance real-time data quality standards. Hear from the data engineers working on unified platforms for Singapore Customs and Health Promotion Board to optimise data ingestion and securely store clean data using standardised data pipeline frameworks. Through real-world examples and use cases, discover how a reliable data platform empowers users to access data for analytics. Join us for an evening of dynamic mingling with peers and experts in the data field and stay on for insightful Q&A segments, where our speakers can answer your burning questions. **[Snag your seat today](https://go.gov.sg/stackmeetup-26mar2026)**! Who should attend: Data architects, data engineers, data scientists, project managers, and data practitioners who are in the business of building systems and data frameworks. **Programme** 6:30pm: Mingling 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Yap Ghim Eng, Head of Data Practice, GovTech Singapore 7:15pm: From raw data to real-time features: Standardising ML data pipelines for government workloads By Jody Nichols​, Director, ​Solution Architects, APAC and Leroy Tang, Senior Solution Architect, ​Redis​ 7:35pm: Q&A #1 By speakers from ​Redis​ 7:40pm: Designing a Unified Data Platform for Customs Using Data Pipeline Framework By Tiffany Koo​, Data Engineer and Kheng Kwan Cheng​, Data Engineer,​ Singapore Customs​ 8:00pm: Data Standards – Scaling By Design By Lok Wei Jie, Data Engineer, Data Engineering & Architecture, ​Health Promotion Board​ 8:20pm: Q&A #2 By speakers from Singapore Customs and Health Promotion Board 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-26mar2026)\*** to sign up! \*Registration will be accepted via GovEntry only.

**Continuous Glucose Monitoring: New Opportunities for Data-Driven Health Insights** Dr. Abhinit Kumar Ambastha Continuous glucose monitoring is transforming the way we understand metabolic health by providing detailed, real-time information on glucose dynamics in everyday life. Beyond diabetes care, continuous glucose monitoring offers new opportunities to study how glucose patterns relate to behaviour, lifestyle, and broader clinical outcomes. In this talk, Abhinit Kumar Ambastha will discuss how data science and machine learning can be applied to continuous glucose monitoring data to generate clinically meaningful insights. The talk will highlight the potential of wearable technologies to support earlier detection, personalised interventions, and a deeper understanding of human health. time: 7pm SGT Location: NUS - MD6 14 Medical Dr, #01-03, Singapore 117599 MD6-03-05 - CeTM - LEARNING RM (03-05) If you cannot find the room please reach out to +4369912068534 on whatsapp

Register at [bit.ly/gdgsg-mar26am](https:bit.ly/gdgsg-mar26am) \-\-\- **⚡ Mastering the Engine of Innovation** The morning was about the "what" — the afternoon is about the "how". After a high-octane session of vibe-coding, it’s time to go under the hood. Join us for an immersive workshop focused on the Gemini 3 series, the multimodal powerhouse driving the next generation of Agentic AI. Whether you’re looking to optimise Function Calling, master 1M+ long-context windows, or integrate Gemini’s reasoning capabilities into your production tech stack, this is where theory meets the road. **🛠 Bring Your Laptop!** This is a collaborative, live-demo breakdown. We’ll share real-world use cases, Agentic architectural patterns, and the "aha!" moments discovered during the morning build. It’s an open forum for developers, by developers, to discuss what’s actually working at the bleeding edge of AI in 2026. Leave the session not just with a project, but with the blueprint to keep building long after the day ends. ***Are you ready to stop using AI and start mastering it?*** #BuildwithAI #GoogleForDevelopers #GDGSingapore \-\-\- By attending this event, you acknowledge that you have [read and agreed to follow these security guidelines](https://bit.ly/devspace-security). We appreciate your cooperation in keeping our office and community space safe and welcoming for everyone. Let’s focus on building the future — safely and responsibly!

Register at [bit.ly/gdgsg-mar26am](https:bit.ly/gdgsg-mar26am) \-\-\- **⚡ From Architect to Orchestrator** Vibe-coding isn’t just a trend; it’s a superpower. The era of wrestling with boilerplate and getting stuck in syntax loops is over. This morning is about reclaiming your creativity by using Gemini 3.1 to handle the heavy lifting while you take your place as the Conductor of the Code. If you’ve ever wanted to build a complex, agent-led application just by talking to your machine, this is your morning. **🛠 Bring Your Laptop!** This isn't a "sit back and watch" session. We want you in the IDE (AI Studio and Antigravity), hands on the keys, experimenting with Gemini 3.1 Pro and/or Flash-Lite to see how far your vision can go when friction is removed. We’re stripping away the grunt work so you can focus on what actually matters: the build. ***Are you ready to orchestrate the future, or are you still debugging the past?*** #BuildwithAI #GoogleForDevelopers #GDGSingapore \-\-\- By attending this event, you acknowledge that you have [read and agreed to follow these security guidelines](https://bit.ly/devspace-security). We appreciate your cooperation in keeping our office and community space safe and welcoming for everyone. Let’s focus on building the future — safely and responsibly!

**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 @ 3:00pm ⚠️ *Special timing this week*** ​🇸🇪 Because this week, we're cohosting 45 Swedish PhDs from the WASP (Wallenberg AI, Autonomous Systems and Software) programme, with Business Sweden. ​**Dark Labs and Physical AI: How Autonomous Laboratories Are Rewriting the Rules of Scientific Discovery** ​*Dr Lars Henrik Skjolding, Founder & CEO, A1 Stealth Labs Pte. Ltd.* ​The R&D loop hasn't fundamentally changed in a century. Most lab equipment sits idle overnight. Discovery to market still takes a decade. ​That's breaking. LLMs capable of scientific reasoning, Bayesian experimental design, and robotic lab platforms are converging into autonomous laboratories, systems that run themselves, steer toward optima, and generate data while you sleep. ​This talk covers dark labs (lights-off, robot-only execution), physical AI (embodied intelligence under real-world uncertainty), and the 1000× acceleration logic: 10× from AI hypothesis triage, 10× from Bayesian design, 10× from robotic throughput. ​Using A1 Stealth Labs as a live case study, we will run through what the stack looks like, what clients buy, and how a broad-spectrum IP strategy builds a durable moat. ***​It closes with the question that matters: what will a materials scientist actually be doing in 2035?*** ​After the session, we go back to work.

**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 **Abstract** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: Type Annotations with John Cassidy We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**Complex Trauma Support Group** Our group is intended for survivors of complex trauma. If you are here, it’s likely that so much of who you are and what you have experienced in this life is actually invisible to most people––to family, society, coworkers, and the people who are around you. We are a peer-led group of survivors creating opportunities for ourselves and others to share our experiences, share support, and build relationships in kind community together. Survivor experiences might include: child sexual abuse, incest, child trafficking, and other experiences of people living with traumatic dissociation and complex PTSD. **What to expect at your first meeting:** Currently, we are offering a bi-monthly in person group at 2:00pm on the first and third Sunday of the month. The only criterion for joining the group is that you are a survivor of trauma wishing to have more kindness in your own life and share kindness with others, and that you agree to practice to group’s relational agreements available for view here: https://www.kindgroups.com/agreements. Joining the group is free of charge. We ask that new people connect with us for 30 minutes on the phone or on zoom before coming to their first group, so that we can determine together that we are a good fit. Our meetings last approximately 90 minutes. Participants are never required to share. You’re also welcome to choose a pseudonym and you will never be asked for private information. You are welcome to leave at any time. The kindness that survivors can share when among others who have survived similar childhood experiences is something we rarely get to experience. Time spent with others who understand even a little bit more about us is a relief. Our hope is to help ourselves and others experience that we are not alone. We wish for our efforts to be a cause of kindness in our own lives and the lives of each other. You can read more about the groups at www.kindgroups.com.

**New Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program. [https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

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.