Documentation

Have you ever wondered what happens after you write your program and hit "Build"? 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 for the first session where I will cover:** * 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. **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!). 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!

**Judging the judge: Fixing conversational agent evaluation** *with Akshay Anand, Tech Principal, Thoughtworks* Why do so many LLM and GenAI pilots stall before they ever hit production? The secret often lies in the evaluation process. In this talk, we will break down how to design evaluation frameworks that turn experimental systems into reliable, production-ready tools. We’ll explore why standard, off-the-shelf evaluation tools often fall short and how you can combine them with the right strategy to ship trustworthy outcomes. **What you’ll learn** * **What to evaluate**: Task quality, grounding/retrieval, safety, robustness, and cost/latency. * **How to evaluate**: Datasets + scenarios, rubrics/judges, metrics, and human review where it matters. * **Tooling Strategy**: When existing tools work and where you need customization. * **Operationalization**: How to operationalize evaluations for production readiness **About the speaker** **Akshay Anand** is a Tech Principal at Thoughtworks, where he leads high-value enterprise Data & AI platforms that deliver nationwide impact. He has architected various AI and GenAI solutions from strategy to production rollout and turning complex data into product ready capabilities. He is deeply passionate about trustworthy AI by design — systems that are secure, transparent, and responsible. **Agenda** 6:45 pm Registration and networking 7:00 pm Judging the Judge: Fixing Conversational Agent Evaluation by Akshay Anand 7:40 pm Q&A and networking **Event Details** 📅 Date: Wednesday, March 18, 2026 🕡 Time: 6:45 - 8:15pm 📍Venue: 18 Cross Street, #12-01 18 Cross, Singapore 048423 **🍕** Food and beverages will be provided **To join us, simply click "Attend" here on Meetup.** We hope to see you there!

Thank you for your interest in our event. Please take a minute to understand AU's trip booking system for our paid events on Meetup. * The minimum and maximum size for this event is 10 and 20 * Clicking on Going or Waitlist does not constitute a guaranteed spot in this event. By clicking on it, you will receive any updates posted by the organiser. * We cannot reserve or hold any spot for anyone. Your participation can only be **guaranteed upon making a deposit**. * This Meetup listing serves to inform you of our planned trip. You can get more information about this trip by contacting the Event Host (see details below) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🏔✨春日行摄川西之旅 Date: 2026.3.18-2026.3.24 Itinerary: [https://au.sg/PhotographSichuan](https://au.sg/PhotographSichuan) 四姑娘山在阳光中熠熠生辉 三月川西，冰雪与花朵的盛大交响。 穿过碉楼间的梨花雨， 漫步雪白浸染的河谷。 仰望雅拉的圣洁， 感受信仰的虔诚。 在云端，收藏最壮阔的雪山群像。 于湖畔，窥见天地倒转的奇迹。 这趟旅程，一半是雪山，一半是春天。 跟AU一起出发吧 📖☺Click the link to learn more：[https://au.sg/PhotographSichuan](https://au.sg/PhotographSichuan) 📱☺Contact Bell：[https://wa.me/6582741405](https://wa.me/6582741405) 📥Alternatively, you can fill up our interest form [https://au.sg/CallMeBack](https://au.sg/CallMeBack) to lock in your early bird offer! Tick under "Photography Journey Through Sichuan" **Travel Bank Credit** Beginning 1 January 2023, we help you save by giving you a 1% credit on your land tour to your personal travel bank account with us! You can then use these credit amounts to offset any overseas trip with us or to purchase our merchandise. Read more about our Travel Bank [credit scheme here](https://www.facebook.com/theadventurevillage/posts/pfbid0eejRJvX8XCJLfjS9Wxx18CxPYwAefLUDGn83w9JyspzVMJdnAfmVfeLgUmB9Ut9ol) **Pack a Friend** Bring a friend on your adventure, and you'll score an additional 1% cashback. Your friend will also get a 1% cashback on their booking. It's a win-win for everyone! The best part? The more friends you refer, the more cashback you'll earn! The only requirement to be eligible for the cashback is that you and your referred friends must participate in the same trip. Read more about our [reward scheme here](https://www.liveopenly.net/aupassport.html)! Please refer to our T&C below [[https://www.liveopenly.net/terms-and-conditions/terms-and-conditions](https://www.liveopenly.net/terms-and-conditions/terms-and-conditions)](https://www.liveopenly.net/terms-and-conditions/terms-and-conditions) \**When you paid up for this event, it is understood that you have read, agreed and accepted the above terms and conditions.* This event is organised by Adventures Unlimited (TA02844), a licensed travel agent registered with the Singapore Tourism Board.

**\*\*\* Please register at** https://shorturl.at/tbmH6 **\*\*\*** **Super-Individual Secret Club (SISC): Quantum Computing & AI Chapter** 📅 20 March 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 https://shorturl.at/tbmH6 ​We’ll explore how quantum computing and AI intersect — AI as a powerful engine for discovery, optimization, and autonomous decision-making, and quantum computing as a potential leap in computational power that could reshape what AI can solve. Are we entering an era of quantum-enhanced intelligence and radically new forms of computation? **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** https://shorturl.at/tbmH6

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.** Looking to meet new people in a warm and friendly setting? Join us for Coffee, Tea or Me?, a relaxed way to connect with like-minded singles of a similar age group over your favourite beverage. This event is exclusively for ladies born in 1996 - 2005 and gentlemen born in 1994 - 2003. Soft drinks will also be provided for those who prefer something other than coffee or tea. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event, giving meaningful connections a chance to grow. Your experience doesn’t end there. You will be invited to a private Telegram group for one week, providing the opportunity to continue conversations either in the main group or privately with your matches. Your ticket includes: ✨ 1 complimentary drink ✨ Guided 1-to-1 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 $48 Lady's Ticket $38 Gentlemen's Tickets $45 This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

**📍 ⚠️ Registration is mandatory via [LUMA](https://luma.com/w7ssok09)** **⚠️** — TMC SG and Div0 TMQ is proud to bring you yet another fulfiling threat modeling event! 🥳🥳 This time, we will learn about game systems security with threat modelling! ​Dive deeper into how competition drives deeper insight into threat modelling activities from Jin Kai and Tun, 2 Polytechnic students who achieved 2nd runner up at the TMC Threat Modelling Hackathon 2026 beating out ... others.🤯😎 ​Extend the competitive spirit to create industry impact! Learn about the security of common AI systems. Yoon Yik, TMC SG Chapter Co-lead, will share how the TM hackathon inspired contribution to OWASP Threat Model Library. Finally, a walkthrough of the TM-BOM standard and how to create your first entry into the TM library.🚀💪 **​AGENDA** * 6.30 pm: Registration + Pre-event Threat Modelling * 7.00 pm: Introduction & Announcement * 7.15 pm: Opening Addresses by Donavan and Yoon Yik, Co-Founders of TMC Singapore Chapter/Div0 TMQ * 7.20 pm: Introduction to TMC Hackathon 2026 by Donavan Cheah * 7.35 pm: Presentation and Reflections by Jin Kai, Tun and Zi Qian (TM Hackathon Team 27) * 8.05 pm: Reflections by Donavan (Mentor for TMC Hackathons 2025 and 2026) * 8.20 pm: OWASP Threat Model Library by Yoon Yik * 8.50 pm till late: Networking + MOAR THREAT MODELLING ​\*We will run a "Bring Your Own Dinner" (BYOD) concept for this meet-up! Participants are encouraged to bring their own dinner and munch alongside the talks! ​\*\*We also encourage all participants to come to the event with their own threat models and/or system descriptions/challenges for discussion before and after the event! \*\*\*A preview of what Team 27 will cover is available here: [https://threatmodelingconnect.discourse.group/t/hackathon-26-3rd-place-aar/1222](https://threatmodelingconnect.discourse.group/t/hackathon-26-3rd-place-aar/1222) **SPONSORS** * ​Venue Sponsor — [CyberSG TIG Collaboration Centre](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)

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.** Looking to meet new people in a warm and friendly setting? Join us for Coffee, Tea or Me?, a relaxed way to connect with like-minded singles of a similar age group over your favourite beverage. This event is exclusively for ladies born in 1986 - 1996 and gentlemen born in 1981 - 1994. Soft drinks will also be provided for those who prefer something other than coffee or tea. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event, giving meaningful connections a chance to grow. Your experience doesn’t end there. You will be invited to a private Telegram group for one week, providing the opportunity to continue conversations either in the main group or privately with your matches. Your ticket includes: ✨ 1 complimentary drink ✨ Guided 1-to-1 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 $48 Lady's Ticket $38 Gentlemen's Tickets $45 This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/cyberstackmeet-reg) 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** As we navigate an increasingly complex digital landscape, staying ahead of emerging threats requires a collaborative approach to building resilient and secure environments. This session first explores the core pillars of modern security, from threat modelling fundamentals to the practicalities of risk assessments. Next, we examine the tenets of defensive cybersecurity, positioning incident response as the frontline for operational resilience. Beyond technical measures, the discussion will cover data governance for securing sensitive information and outline approaches to build and grow a resilient cybersecurity workforce. Whether you are looking to refine your technical skills or enhance your security framework, this STACK Meetup offers practical approaches ready for implementation. **[Secure your spot and stay ahead of the breach](https://go.gov.sg/cyberstackmeet-reg)**! **Programme** 6:55pm: Opening Announcements 7:00pm: Data Governance and Protection to Secure Your Organisation's Sensitive PII and Valuable Enterprise Information By Raf Zainal, Account Executive, BeyondTrust 7:10pm: At the Core: Navigating Broken Processes & Business Stakeholders in Risk Assessments By Tyler Tang, Director, CISO Office, softScheck 7:20pm: Introduction to Practical Threat Modelling Practice By Desmond Cher, Assistant Director, Cybersecurity Engineering, GovTech 7:30pm: Building a Resilient Cybersecurity Workforce By Glen Wee, Sales Manager APAC, CyberproAI 7:40pm: Growing the Pool of Cybersecurity Practitioners By Tan Kiang Khiang, Founder/CEO, counterShell Pte Ltd and Adjunct Trainer 7:50pm: Digital Firefighting: Making Incident Response the First Line of Business Defense By Victor Tan, Managing Director Singapore, Blackpanda 8:00pm: Closing & Networking 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/cyberstackmeet-reg)\*** to sign up! \*Registration will be accepted via GovEntry only.

**🏐 Social Netball Night – All Levels Welcome!** Join us for a fun and friendly session of social netball (both men & women are welcome!!) – perfect for staying active, meeting new people, and enjoying the game at your own pace! 🗓 **Time:** 7:30 PM – 9:30 PM 📍 **Venue:** Australian International School, 1 Lorong Chuan, Singapore 556818 Big Gym (Indoors; Air-conditioned!!) (Nearest MRT: Lorong Chuan MRT) 🧢 **What to Bring:** * Sports attire * Sports Shoes * Water bottle * Towel (optional) 💰 **Cost:** Monthly Subscription - $25 / month (Up to 4 weekly sessions; min. 3 sessions) OR Ala-carte - $10 per Session (Cost covers court booking & sporting equipments) Whether you’re new to netball or a seasoned player, this session is open to all skill levels. We’ll do a quick warm-up & some ball drills before diving into games! RSVP early to secure your spot – limited spaces available! Do drop me a message at 87875095 if you are coming too! Looking forward to seeing you there!

Join us for dinner! We're bidding farewell to Relish that closes 29 Mar 2026 after 19 years. Do bring a book too; we'll see how much reading we get done :-) If you have dietary restrictions, please make sure to check out their menu before coming. 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: Botanic Gardens

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

This is not an event, but an announcement that we are accepting new members. If you'd like to pursue joining our group, please write us at columbusmensgroup@gmail.com with a few paragraphs about yourself, what you'd like to experience in the group, and the contribution that you'd like to make. Thank you!

**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

Mental Health, how do you understand it? How can you improve it? How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp. This group is hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

**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

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

**New Dojo Location!** **Buffalo Wild Wings in Grandview** 968 W 5th 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)