Product Design

**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!

**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. ***

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!

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!

**For ages 10 and above.** Ready to learn a fun and exciting sport while getting some exercise? Our pickleball group classes offer a welcoming and supportive environment where you can learn and improve your skills while also making new friends. Our certified coaches will guide you through the basics of the game and help you to develop your technique and strategy. So, whether you are a seasoned athlete or just starting out, come join us for a thrilling and energizing game of pickleball! ### **Booking Information** * The instructor will reach out to you once you've booked the class * Should the instructor not reach out to you within **24 hours** of the booking of the class, **your credits will be refunded.** * Please note that a paddle rental of **$5** will need to be paid separately to the instructor if you don't have one, as **equipment rental fees are not covered by LyfeGo credits.** ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

### A Private Wine and Art Journey in Singapore Indulge in a refined wine discovery experience hosted inside the Wine Adore private tasting gallery. This intimate session brings together art, storytelling, and elevated wine exploration, crafted for guests who seek both exceptional value and meaningful sensory experiences. Our tasting is designed to help you explore beautiful wines, understand your personal preferences, and take home the bottles you’ll genuinely enjoy. Fee: $35/Person ## **What This Reservation Includes** 🍷 **A guided tasting of 10 to 14 wines** Presented through a relaxed storytelling format that builds understanding and enjoyment. 🧀 **A generous artisanal cheese plate per guest** Thoughtfully curated to complement the wine journey. ✨ **One Premium Surprise Wine** A special final selection chosen to elevate the experience beyond a typical tasting. 📚 **Story-led education and tasting guidance** Hosted by Wine Adore’s founders and expert team. 💳 **$20 store credit per guest** Redeemable during the session toward any wine you love. 🏛️ **Access to our private art gallery tasting environment** A warm, elegant space designed for intimate evenings. 👥 **Store credit may be accumulated within the same reservation group** Ideal for couples or groups exploring wines together. [https://www.wineadore.com/products/private-wine-art-tasting-experience-includes-20-redeemable-credit-st](https://www.wineadore.com/products/private-wine-art-tasting-experience-includes-20-redeemable-credit-st)

**For ages 13 and above.** In this class, you will build on the basics from Foil Foundational Class and continue to learn more advanced technical skills and their applications, such as: * Different parries * Compound attacks * Counter riposte * Counter attack ### **Address** 231 Mountbatten Rd, BLK F, #01-01, Singapore 397999 ### **Schedule** Fridays 730PM - 930PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

### *A Private Wine and Art Journey in Singapore* Indulge in a refined wine discovery experience hosted inside the Wine Adore private tasting gallery. This intimate session brings together art, storytelling, and elevated wine exploration, crafted for guests who seek both exceptional value and meaningful sensory experiences. Our tasting is designed to help you explore beautiful wines, understand your personal preferences, and take home the bottles you’ll genuinely enjoy. Reservation Fee: $35/person ## **What This Reservation Includes** 🍷 **A guided tasting of 10 to 14 wines** Presented through a relaxed storytelling format that builds understanding and enjoyment. 🧀 **A generous artisanal cheese plate per guest** Thoughtfully curated to complement the wine journey. ✨ **One Premium Surprise Wine** A special final selection chosen to elevate the experience beyond a typical tasting. 📚 **Story-led education and tasting guidance** Hosted by Wine Adore’s founders and expert team. 💳 **$20 store credit per guest** Redeemable during the session toward any wine you love. 🏛️ **Access to our private art gallery tasting environment** A warm, elegant space designed for intimate evenings. 👥 **Store credit may be accumulated within the same reservation group** Ideal for couples or groups exploring wines together. [https://www.wineadore.com/products/private-wine-art-tasting-experience-includes-20-redeemable-credit-st](https://www.wineadore.com/products/private-wine-art-tasting-experience-includes-20-redeemable-credit-st)

**\*\*\* 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

Take your leathercraft skills to the next level in our Intermediate Workshop. Designed for participants who have already explored the basics, this session dives deeper into advanced techniques such as precision stitching, edge finishing, and structural assembly. You’ll work on more complex projects, like cardholders with compartments, zippered wallets, or a velari clutch, that challenge your craftsmanship and expand your creative possibilities. Guided by master artisan Lawrence, you’ll also learn how to refine your designs with professional-grade tools and finishes, ensuring durability and style. To make your creations truly personal, you’ll hot stamp your initials or custom designs using our antique Kingsley monogramming machine, with a wide choice of fonts and colors. ## Workshop Itinerary 1. **Arrival – Check in and settle into the workshop area.** 2. **Briefing – Welcome to the Atelier; get familiar with the space and amenities.** 3. **Introduction – Explore leather history, types, uses, care, and how to identify premium features.** 4. **Class – Watch a demonstration of techniques, then follow guided instruction to craft your own accessory.** 5. **Breaktime – Relax and enjoy some free & easy time.** 6. **Personalisation – Hot stamp your name or initials to make your piece uniquely yours.** **Q&A – Ask questions about techniques, future classes, or retail products, and connect with our artisans.**

### A Private Wine and Art Journey in Singapore Indulge in a refined wine discovery experience hosted inside the Wine Adore private tasting gallery. This intimate session brings together art, storytelling, and elevated wine exploration, crafted for guests who seek both exceptional value and meaningful sensory experiences. Our tasting is designed to help you explore beautiful wines, understand your personal preferences, and take home the bottles you’ll genuinely enjoy. Reservation Fee: $35/person ## **What This Reservation Includes** 🍷 **A guided tasting of 10 to 14 wines** Presented through a relaxed storytelling format that builds understanding and enjoyment. 🧀 **A generous artisanal cheese plate per guest** Thoughtfully curated to complement the wine journey. ✨ **One Premium Surprise Wine** A special final selection chosen to elevate the experience beyond a typical tasting. 📚 **Story-led education and tasting guidance** Hosted by Wine Adore’s founders and expert team. 💳 **$20 store credit per guest** Redeemable during the session toward any wine you love. 🏛️ **Access to our private art gallery tasting environment** A warm, elegant space designed for intimate evenings. 👥 **Store credit may be accumulated within the same reservation group** Ideal for couples or groups exploring wines together. [https://www.wineadore.com/products/private-wine-art-tasting-experience-includes-20-redeemable-credit-st](https://www.wineadore.com/products/private-wine-art-tasting-experience-includes-20-redeemable-credit-st)

Discover the art of leather crafting at our Foundation Workshop! 🎨 Join us at Kakiku for a hands-on session where you’ll create personalized wallets, clutches, bag charms or tags. Finished with your own hot-stamped design. Perfect for beginners and enthusiasts alike. ## **Workshop Breakdown** 1. Arrival – Check in and settle into the workshop area. 2. Briefing – Welcome to the Atelier; get familiar with the space and amenities. 3. Introduction – Explore leather history, types, uses, care, and how to identify premium features. 4. Introduction – Explore leather history, types, uses, care, and how to identify premium features. 5. Breaktime – Relax and enjoy some free & easy time. 6. Personalisation – Hot stamp your name or initials to make your piece uniquely yours. Q&A – Ask questions about techniques, future classes, or retail products, and connect with our artisans. Don’t miss this chance to craft something truly unique. Sign up today!#leathercrafting #workshop #handsonlearning #personalizeddesigns

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**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

**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.**

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

OpenClaw, NemoClaw, personal assistants, 24/7 agents. What does it all mean? How does it all work and what should we know about it? Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)

**💞 Beginner-Friendly Speed Dating – Connect Virtually, Feel Right at Home!** **🚨 DON'T SKIP THIS: RSVP Does Not Mean Entry!** To lock in your spot, click the link for your age group below, sign up, and complete the quick personality quiz. **We have limited capacity** – claim your place today! **🎟️ Age Group Sign-Up Links (Click Yours Now):** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Toledo&groupurlname=cobalt-crest-passionate-singles&ar=18-32&face_v=10.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Toledo&groupurlname=cobalt-crest-passionate-singles&ar=30-46&face_v=10.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Toledo&groupurlname=cobalt-crest-passionate-singles&ar=40-58&face_v=10.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=390&productType=onlineSpeedDating&city=Toledo&groupurlname=cobalt-crest-passionate-singles&ar=55+&face_v=10.0) --- 😌 **Dating doesn't have to be stressful.** That's exactly why we built this! Our virtual speed dating sessions are thoughtfully crafted with beginners in mind. Every chat is guided, every interaction feels natural, and you never need to step outside your door. 🎯 **Perfect for:** - People wanting to meet local Toledo singles without stepping outside - Singles looking for a secure, comfortable virtual environment - Quiet or reserved singles who open up better in private conversations **Event Details** - **Format:** Virtual on Zoom – organised rounds in a warm, easy-going setting - **Location:** Wherever you’re most relaxed – that’s your date spot tonight - **Host:** Expert moderator who ensures every conversation flows smoothly - **Vibe:** Great energy, honest talk, and genuine connections with Toledo locals **How It Works** 1. **Choose Your Age Range** – Click the link for your age group and complete sign-up. 2. **Complete the Quick Compatibility Quiz** – Helps us match you with like-minded Toledo newcomers. 3. **Join the Zoom Session** – Log in from home and greet your host. We’ll take care of the rest! 4. **Enjoy the Conversations** – Every round is timed and hosted so each chat feels easy and fun. 5. **Match Results** – Find out who you clicked with. If the interest is mutual, we’ll connect you! 💡 **Advice:** Treat each round like chatting with a mate. Keep it light, keep it genuine! ⭐ *"So much better than any dating app. Genuine conversations with real people. Absolutely loved it!"* – Toledo attendee --- ✨ Amazing connections begin with a single conversation. Yours could start this evening! ❤️‍🔥 ✨

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.