Software QA and Testing

**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!

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!

Whether you are looking to buy your first home or considering investing in real estate properties, this meetup is perfect for beginners in real estate investing. Book Coach Douglas for an informative session on the basics of real estate, different investment strategies and how to make the most out of your property purchase for personal use or as an investment. Take the first step towards achieving your financial goals through property ownership. Don't miss out on this opportunity to learn and grow your real estate knowledge!

**Looking to meet new people in Singapore or reconnect with the Coffee & Cravings community?** Join us for a relaxed evening of drinks, conversation, and making new connections. Whether you’ve been part of the group before, you’re new to Singapore, or you simply feel like joining a casual social evening, you’re very welcome. *** ## **Event Details** **Location:** Spectre **Day:** Tuesday **Time:** 7:00 PM onwards **Special for our group:** $10 highballs *** ## **About This Meetup** Coffee & Cravings has been around for more than a decade. In the past, the events were always simple — gather at a café or restaurant, share food or drinks, and meet people from all sorts of backgrounds. Over the years we’ve had members from retail, F&B, tech, finance, law, creative industries and entrepreneurship. Many people actually made lasting friendships and professional connections through these casual meetups. We haven’t organised as many events in recent years, and the Meetup landscape has changed quite a bit as well. Our subscription is also coming up for renewal in April, so before deciding what to do next, I thought it would be nice to bring the group together again and see if there’s still interest in keeping the community active. *** ## **The Venue** For this meetup we’ll be gathering at **Spectre**, a bar owned by a friend who has kindly offered the space for us to use as our meetup hangout. The bar is actually wrapping up its lease at the end of the month, so this is also a nice opportunity to enjoy the space before it disappears. It’s comfortable, can fit quite a number of people, and works well as a place to chat and meet new faces. The bar will be offering **$10 highballs for the group**, and you’re welcome to order other drinks from the regular menu if you prefer. Since the space won’t be around much longer, I’m hoping to host **a few Coffee & Cravings meetups there before it closes**, so hopefully this can also help kickstart the group again. *** If you’ve been part of the group before, it would be lovely to see you again. If you’re new, come by and say hello. And as a small side note — if anyone feels strongly about keeping the group going and would like to help support the Meetup subscription so we can continue organising events like this, feel free to reach out privately. ***

**RSVP**: [https://luma.com/l16oaj18](https://luma.com/l16oaj18) ​Join our **3-hour educational seminar** where we explore the key differences between **owning physical gold and silver** and **trading digital gold and silver instruments**, helping you understand how each approach works and how traders and investors use them in modern markets. ​Whether you are **new to precious metals** or looking to **expand your investment strategies**, this seminar will provide valuable insights into the evolving world of gold and silver. **RSVP**: [https://luma.com/l16oaj18](https://luma.com/l16oaj18)

**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.**

**Thunder Pong 雷攻乒乓 Wednesday Table Tennis – Developing to Intermediate Players** **(7:00 PM – 10:00 PM | 3 Hours)** Join us at Thunder Pong for a friendly and structured table tennis session catered for developing to intermediate players. Suitable for players building consistency, improving rallies, and gaining match confidence. **Skill Level** Open to developing to intermediate players who can rally at a basic–moderate level and are eager to improve. Participants should have a basic understanding of the game rules and maintain fair play and sportsmanship. **What to Bring** • Your own table tennis racket • Tables & balls provided (Nittaku / DFish / DHS 3⭐ 40+) **Venue** • High-grade 7mm ITTF-approved flooring • Fully air-conditioned **Important Rules** •⏰ Session runs 7:00 PM – 10:00 PM •👟 Indoor court shoes only 🚫 **Running / track / outdoor shoes / slippers NOT allowed** • 🍴 No eating in playing area • Play responsibly — any damage to venue/equipment is chargeable **RSVP & Payment** • $9 per session | PayNow only • Join waitlist to indicate interest • Once moved to RSVP (Going), payment must be made at least 48 hours before session • Unpaid slots may be released to the waitlist •Maximum 8 players per session If you have any questions, feel free to contact me directly. Let’s enjoy a supportive TT session — building confidence, improving consistency, and making new friends 🏓 **Disclaimer** Participation is voluntary and at your own risk. Thunder Pong is not liable for injuries, damages, or losses. Players confirm they are medically fit, agree to sportsmanlike conduct, are responsible for personal belongings, and consent to photos/videos for promotional use.

Registration starts 7pm. Cover charge S$10 per pax. Dress code: smart casual Order a drink and grab a seat at the reserved tables, feel free to move around within the group.

Join us for recreational softball training (throwing, fielding, batting practice, game play). Bring your glove and water for hydration. If you don't have a glove, let us know so we will bring our spare glove. Kindly sound out that you are from Meetup.

**\*\*\* 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

Registration starts 7pm. Cover charge S$10 per pax. Dress code: smart casual Order a drink and grab a seat at the reserved tables, feel free to move around within the group.

**📍 ⚠️ 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)

## **Play, Test & Shape the Future: Dev & Draft** Join us at **Dev & Draft**, an afternoon dedicated to raw creativity and hands-on playtesting. This isn't a polished corporate expo—it’s a space where indie developers and tech builders showcase their "Work in Progress" (WIP) projects, and they need **you** to play them. ### **The Mission** Behind every great game or app is a mountain of "janky" prototypes and unfinished builds. We are bringing these early-stage projects out of the lab and into your hands. Your role is simple: **Play, break things, and give honest feedback.** *** ### **Event Details** * **Date:** Saturday, 21 March 2026 * **Time:** 1:00 PM – 10:00 PM * **Location:** SQ Collective x Gen AI Labs, 65 Mohamed Sultan Rd, Singapore *** ### **Why You Should Attend** * **First Look:** Be the first to play indie games and test new software before they hit the market. * **Direct Impact:** Talk directly to the creators. Your feedback helps them decide what to fix, keep, or scrap. ### **What Else To Expect** Dev & Draft is part of Fireplace's ideass fest. * **Cross-Domain Innovation:** Beyond gaming, explore "Ideas Fest"—a showcase of early-stage tech in SaaS, AI,and Health/Wellness. * **Networking:** Connect with a diverse community of builders, designers, and tech enthusiasts in a casual, high-energy environment.

**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.

Join us for an engaging panel discussion on **AI Agentic Coding** and how autonomous AI systems are transforming the way software is built. Experts in AI, software engineering, and developer tools will share insights on how agentic AI—systems that can plan, reason, and execute coding tasks—is reshaping modern development workflows. The discussion will cover topics such as AI-assisted development, productivity gains, challenges around reliability and governance, and what the future of software engineering may look like with AI agents as collaborators. Whether you’re a developer, tech leader, or AI enthusiast, this session is a great opportunity to learn, ask questions, and explore how agentic AI is redefining coding

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

**Presenter:** All of Us **Time:** Pizza at 6:00, Presentation Starts at 6:30pm Eastern **Location:** Theoris, 9000 Keystone Crossing, Suite 230, Indianapolis Let's have a fishbowl discussion about AI. Has it replaced you yet? Have you replaced it? Somewhere in between? How is AI impacting your career as a software engineer? Looking forward to seeing you there! ### What is a Fishbowl Discussion? [A ](https://www.bing.com/ck/a?!&&p=00b4b265baa395dc4ad7b262d4d6e3b7b7c31b2195941076e51d2eca252c2d02JmltdHM9MTc2MjgxOTIwMA&ptn=3&ver=2&hsh=4&fclid=0e60c23d-2dbf-642d-0fd7-d4512c2b6597&psq=fishbowl+discussion&u=a1aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvRmlzaGJvd2xfKGNvbnZlcnNhdGlvbik&ntb=1)**[fishbowl discussion](https://www.bing.com/ck/a?!&&p=00b4b265baa395dc4ad7b262d4d6e3b7b7c31b2195941076e51d2eca252c2d02JmltdHM9MTc2MjgxOTIwMA&ptn=3&ver=2&hsh=4&fclid=0e60c23d-2dbf-642d-0fd7-d4512c2b6597&psq=fishbowl+discussion&u=a1aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvRmlzaGJvd2xfKGNvbnZlcnNhdGlvbik&ntb=1)**[ is a structured format for dialogue that typically involves two groups: an inner circle (the "fishbowl") and an outer circle. The inner circle consists of a small number of participants who actively discuss a topic, while those in the outer circle listen and observe. This format encourages participation from all members, as individuals from the outer circle can join the inner circle by taking an empty seat when they wish to contribute.](https://www.bing.com/ck/a?!&&p=00b4b265baa395dc4ad7b262d4d6e3b7b7c31b2195941076e51d2eca252c2d02JmltdHM9MTc2MjgxOTIwMA&ptn=3&ver=2&hsh=4&fclid=0e60c23d-2dbf-642d-0fd7-d4512c2b6597&psq=fishbowl+discussion&u=a1aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvRmlzaGJvd2xfKGNvbnZlcnNhdGlvbik&ntb=1)

**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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Our hybrid event takes place both as a face-to-face and as an online meeting using the GoToMeeting software application: [ ](http://app.goto.com/meeting/449766181)[CinMIC LINK](https://meet.goto.com/449766181). This club is an operating stock investment club, open to the public as an educational opportunity. Each month this club covers an investment educational topic or presents a teaching segment. Stocks are discussed and studied. This month's educational topic will be presented by Allan Chestnut on CASH FLOW and how it affects investing. Our stock study will be ADDUS Home Care (ADUS) presented by member Paul Jayaseelan. We end the meeting with a "Talkin' Stocks" segment with quick overviews of Coke (KO) and Chipotle (CMG). Investors at all levels are welcome at the face-to-face meeting or online by using this[ ](http://app.goto.com/meeting/449766181)[CinMIC LINK](https://meet.goto.com/449766181). Get to know fellow investors!

**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