Technical Writers

**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!

**Coworking for writers in your area** Join us for some focused writing time on Wednesdays and Thursdays ....All writers and all experience levels are welcome, and don’t worry, no one will see what you've written. This session is about getting your writing done and meeting other writers in your area. When you show up, say hello to everyone, grab a drink, and get your writing tools ready. Once you’re all settled, take some time to chat with your fellow writers. Once everyone’s arrived, I will lead quick introductions and then set the timer for our quiet and focused writing session. Afterward, we’ll have time to chat and get to know each other. We often talk about our successes and challenges as writers. If you don’t have time to stick around, no worries! **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://shutupwrite.com/). **Other Important Details:** **WiFi**: Simply Bread cafe does not have wifi, but if needed, you can use the one from next door at CBTF. **Address**: Simply Bread, 1 Fifth Ave., #01-03 Guthrie House, Singapore 268802. **MRT stop**: Blue line, Sixth avenue **Parking**: Basement parking available at Guthrie House **Venue Guidelines**: Please thank our hosts by purchasing something. **What to Bring**: Your FULLY CHARGED laptop / digital writing device - there are no power outlets available 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!

**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.**

**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. ***

**\*\*\* 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

Bring your writing toolkit, charged batteries (social and electronic) and a writing agenda two hours long! Join fellow writers/journalists embarking on their journey towards Pulitzers and Hugos or maybe a print deadline! We accept researchers and marketers clearing overtime too! :) **We Write Together** is here to start building a writing community and get to know like-minded folk with stories to tell. Let's make new friends! As this is a small group event with limited slots, please keep your RSVP up to date!

**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.

**Coworking for writers in your area** Join us for some focused writing time on Wednesdays and Thursdays at 10am....All writers and all experience levels are welcome, and don’t worry, no one will see what you've written. This session is about getting your writing done and meeting other writers in your area. When you show up, say hello to everyone, grab a drink, and get your writing tools ready. Once you’re all settled, take some time to chat with your fellow writers. Once everyone’s arrived, I will lead quick introductions and then set the timer for our quiet and focused writing session. Afterward, we’ll have time to chat and get to know each other. We often talk about our successes and challenges as writers. If you don’t have time to stick around, no worries! **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://shutupwrite.com/). **Other Important Details:** **WiFi**: Simply Bread cafe does not have wifi, but if needed, you can use the one from next door at CBTF. **Address**: Simply Bread, 1 Fifth Ave., #01-03 Guthrie House, Singapore 268802. **MRT stop**: Blue line, Sixth avenue **Parking**: Basement parking available at Guthrie House **Venue Guidelines**: Please thank our hosts by purchasing something. **What to Bring**: Your FULLY CHARGED laptop / digital writing device - there are no power outlets available there.

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**📍 ⚠️ 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)

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

Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at 7:00pm on Wednesday, March 25 at Streetlight Guild. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. **SCHEDULE:** 6:45ish - Quick introductions 7:00 - Timer starts: write for 1 hour 8:00 - The End **OPTIONAL SOCIALIZING** happens before and after the writing hour. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. **BEING LATE IS OKAY:** just show up and get settled! If you were on time, please be willing to make room for the friendly latecomer. Happy writing & I look forward to seeing you at Streetlight Guild! **WHAT SHOULD I BRING?** Whatever you need to be able to write! You're welcome to bring earplugs/headphones if noise will bother you! **OTHER IMPORTANT DETAILS:** * **RSVP:** Please RSVP by 6:00pm the evening of the meeting. This helps me know how many to expect, and if we'll need additional space! * **COVID:** While masks are not required, please be mindful of the other writers around you and their comfort levels. * **WIFI/OUTLETS:** Outlets are limited, so please ensure your devices are charged when you come! But Streetlight Guild does have free WiFi! Yay! * **PARKING:** There is free public parking at Streetlight Guild.

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

**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

We'll meet at The Capital One Café, 167 Easton Town Center, Space A-103. This is in the main mall where the Microsoft store used to be, on your left if you're standing at the bottom of the AMC Theater escalator. Join us on Sunday for an hour of uninterrupted wordmaking! • What we'll do Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at noon on Sundays. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. SCHEDULE: 12:00 - quick intros. 12:10 - timer starts: write for 1 hour. 1:10 - chat / take off / keep writing. OPTIONAL SOCIALIZING happens at 1-1:30ish. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. BEING LATE IS OKAY: just show up and get settled, then check-in with me after the session. If you were on time, please be willing to make room for the friendly latecomer. Happy writing and I look forward to seeing you! • What to bring Whatever you need to be able to write! Bring earbuds/earplugs if you want to block noise or the occasional conversation by other patrons. Electrical outlets are limited, so charge your devices before whenever possible. See you at The Café on Sunday!

**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

We'll meet at The Capital One Café, 167 Easton Town Center, Space A-103. This is in the main mall where the Microsoft store used to be, on your left if you're standing at the bottom of the AMC Theater escalator. Join us on Saturday for an hour of uninterrupted wordmaking! • What we'll do Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at 10AM on Saturday mornings. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. SCHEDULE: 10:00 - SESSION 1: quick intros. 10:10 - timer starts: write for 1 hour. 11:10 - chat / take off / keep writing. OPTIONAL SOCIALIZING happens at 11A-11:30ish. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. BEING LATE IS OKAY: just show up and get settled, then check-in with me after the session. (I’ll be the person with the Shut Up & Write! sign.) If you were on time, please be willing to make room for the friendly latecomer. Happy writing and I look forward to seeing you! • What to bring Whatever you need to be able to write! Bring earbuds/earplugs if you want to block noise or the occasional conversation by other patrons. Electrical outlets are limited, so charge your devices before whenever possible. See you at The Café on Saturday!

**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)