Software Engineers

**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!

**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. ***

🔥 **Kickstart your morning with football!** If you love the game, this one’s for you – fun, fast-paced 5v5 action in the heart of the city. There will be an official host will facilitate the game to ensure safety and rotate teams if applicable. Please note: \- Be on time to ensure game starts promptly\. \- Teams will be formed and play will begin\. Normal rules apply\. \- Where there is a third team\, a series of rotating games lasting 10 minutes will be played. As always, keep games safe and friendly: watch the tackles, avoid sliding, and exhibit great sportsmanship! **\*\*Please note that RSVP on this event doesn't mean you've successfully booked the game. Contact us via WhatsApp +65 88144810 for more details.\*\***

**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 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.

**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 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 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)

[https://www.eventbrite.sg/e/1984370320045](https://www.eventbrite.sg/e/1984370320045) 大家好，我們來臨的週五下午活動，歡迎參加。 活动亮点：1. 持续强化“透明与公平”的制度文化 2. 建立动态的人才盘点机制 3. 把“团队激励”与“经营结果”更紧密结合 以《孙子兵法》十三篇对话人工智能时代，解析算力与谋略之辨，提炼数字经济中的十三制胜法则，帮助企业在技术颠覆中建立战略思维，实现灵活应变与全胜之道。 **时间安排** 14:40 登记交流 15:00 主持人开场 15:05 讲座＆问答 16:05 分组讨论 16:25 小组分享（2-3分钟/组） 16:35 答疑环节 16:40 活动反馈 16:50 自由交流 适合中小企业家、跨国公司高管及初创团队参加。为保证交流深度，本次活动更适合团队规模在 5 人以上的企业创始人或核心管理层参与。 名额有限，立即报名，与优秀企业家共同成长！

**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** This week is Demo Day. ​Everyone gets 5 minutes to share what they're building. ​If you're new, this is your chance to show what you're working on now. If you've presented before, come back and show how the project has changed since the last time. ​The point isn't polish. It's progress. Show the work as it is, share what's changed, and let the room see the build happening in real time. ​Sign up to demo here: [https://sq-collective.notion.site/303aae2f95ae8041827fcb04fb85c420?pvs=105](https://sq-collective.notion.site/303aae2f95ae8041827fcb04fb85c420?pvs=105) ​**Demo Day Lineup** * ​**Tanmay** \- Final Round: The iOS app that helps you crack interviews with meaningful feedback * ​**Stephan Terhorst** \- The Cognitive Exoskeleton: Designed to enhance both an individual's capability and capacity * ​**Zhu Liang** \- Lemonade: AI agent for building Roblox games * ​**Lukas Voss** \- eomer: Automatically generates business forecasts for demand\, revenue\, supply chains\, and operations using Tabular Foundation Models * ​Jeremy Soo - Topic TBC * ​Farhad - Topic TBC * ​Others - TBC ​​After the session, we go back to work.

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

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

We're excited to launch **GitHub Copilot Dev Days**, a global in‑person community event series running **March 15 – April 30**! Let's come together as developers, grow our local community, and showcase the power of GitHub Copilot with **free, high‑quality training materials** from Microsoft + GitHub. * GitHub Copilot in VS Code * GitHub Copilot CLI … and more! * **Intro Talk (30–45 min):** GitHub Copilot + AI development * **Local Community Talk (30–45 min):** NOT ME, **[Matt Eland](https://www.linkedin.com/in/matteland/)** * **Hands‑on Workshop (1 hour):** Practical exercises using GitHub Copilot * **SPECIAL GUEST** **(virtual)**: **[Andrea Griffiths](https://www.linkedin.com/in/acolombiadev/)** (Senior Developer Advocate at GitHub) ***Bring your laptop and expect to write some (AI-generated) code; this time!*** Food and drinks will be available. There will be a Pro+ Sweepstakes, and details on how to enter will be provided at the event. Microsoft will be raffling off 300 GitHub Copilot Pro+ codes at the end of Dev Days. How it works: * Attendees will enter the raffle by filling out an entry form provided at the event. * Codes will be raffled off at the end of the event series! **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

**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

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**Web Design Decoded: Tools, Practices, and Proven Processes:** **Semantic HTML** At WebDev Columbus, we are exploring some of the most important topics of professional high-end web design and page building. Primarily focused on site building in the WordPress environment, our group explores tools, tips, and techniques for building the best WordPress sites possible. Additionally, we focus on disciplines and technologies that take website design from visually appealing to optimized spaces for delivering you and/or your client's message effectively and with a nod towards extended reach. Each session combines practical demonstrations with real-world insights, giving you actionable knowledge you can apply immediately. Whether you're a seasoned developer looking to enhance your design skills or a newcomer wanting to understand design best practices, this series offers valuable insights for every skill level. **What to expect:** * Hands-on demonstrations of popular design tools * Best practices for design-to-development workflows * Tips for creating responsive, accessible designs * Real-world problem-solving scenarios * Interactive Q&A sessions * Networking opportunities with fellow developers **Each meetup features:** 60 minutes of focused presentation 30 minutes of live demonstrations 30 minutes for questions and discussion **See you there!** Our casual, collaborative environment encourages learning from both presenters and fellow attendees. Bring your questions, share your experiences, and connect with Central Ohio's web development community! **Stay tuned for specific session topics and dates.**