Critical Design

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-7may2026-mc) 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** How do we scale AI agents from individual prototypes to enterprise-wide systems? This session breaks down the two critical layers of a scalable agentic architecture: The Execution Layer, which provides a standardised platform for agent runtime scaling, and the Orchestration Layer, which leverages event-driven architecture to keep agents reactive and synchronised. Explore the transition from solo AI-assisted development to a centralised platform model that translates individual productivity gains into aggregate organisational benefits. This involves building runtimes for a multi-assistant era, where governance is a feature rather than an operational tax. Complementing this, we’ll examine how event-driven architecture acts as a backbone to update knowledge bases in real-time with high-quality data. Learn how this approach simplifies the incorporation of new agents, allowing you to scale from single-agent to multi-agent applications without increasing operational load or compromising data governance. This session concludes with a community discussion designed for practitioners to exchange shared challenges, and learn from each other’s experiences in building robust AI systems. We’d like to hear from your experiences too! So come join in on the discussion today: **[go.gov.sg/stackmeetup-7may2026-mc](https://go.gov.sg/stackmeetup-7may2026-mc)** Who should attend: AI engineers, platform architects, and data practitioners focused on transitioning AI agents from experimental scripts into resilient and production-ready enterprise systems. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening 7:15pm: Scaling AI Development​ By Ng Shangru, Staff Software Engineer, AI Programme, GovTech Singapore 7:35pm: From Demo to Production: Scaling Agentic AI with Event-Driven Architecture Seamlessly​​ By Shelvia Hotama, Senior Solutions Engineer, Confluent 7:55pm: Discussion on Building Robust and Scalable AI Systems With Shangru, and Shelvia 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-7may2026-mc)\*** 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.

***Come ready to sketch to align, make your thinking visible and learn by doing*** by joining this collaborative learning event organized by ***[Level Up](https://levelupthinkingtoolsforimpact.substack.com/about) x [Humanist Society Singapore](https://humanist.org.sg/) :*** **About This Event:** Most problems feel messy because we can’t see their structure. In conversation, we often talk past each other - not because we disagree, but because *we’re not seeing the same thing*. *Visual thinking helps make that thinking visible*. With simple sketches, we can surface assumptions, compare perspectives, and work through complexity together – all without needing any “art skills.” Join this hands-on workshop to 1. Learn how to use simple sketches to make ideas, assumptions, and trade-offs visible 2. Work thru realistic scenarios with others to see how different people frame the same situation 3. Experience how clearer thinking -not just better tools - leads to visual clearer communication (with a short AI demo) 🗓️ **Time/Date** • 7- 9 PM Thu 7th May 2026 📍 **Venue** • 112 Middle Road #04-01 • Near Bugis MRT **Ticket Fees** 🎟️ $15 • Humanist Society Singapore (HSS) Members • Past Attendees of Thinking Clearly , Together online series • Level Up Meetup Group Community Members 🎫 $20 • General Participant / Non-HSS Members\*\* (T&Cs Apply • Or Bring A Friend And Both Of You Will Enjoy The Member Rate ! **How to Secure Your Ticket** Make payment to the Humanist Society via: 1\. PayNow to \(UEN: T10SS0142C\) or Bank Transfer Account details: [Transfer to UOB A/C # : 3733027590 Branch: Tiong Bahru Plaza Bank code: 7375 Branch code: 050] 2\. ➡️ Please include your full name \+ “ThinkingVisually” in the reference/comments 3\. Send proof of payment \(screenshot/receipt\) to the organizer’s WhatsApp/email Contact: Secretary – [94518486/[info@@humanist.org.sg](http://info%40@humanist.org.sg/)] **PLEASE NOTE THAT YOUR RSVP WILL BE CANCELLED IF NO PAYMENT OR PROOF OF RECEIPT IS SUBMITTED 48HRS UPON REGISTRATION** **About [The Humanist Society (Singapore)](https://humanist.org.sg/)** Formed in 2010 as a group of humanists, atheists, agnostics, skeptics and other like-minded people in Singapore, the Humanist Society Singapore (HSS) seeks to represent non-religious people in Singapore who pursue ethical and fulfilling lives. Guided by reason, informed by evidence and driven by compassion, events organized by the HSS aim to raise awareness of science, humanism and ethical living. These gatherings serve as a treasured space for rational discussions and for finding friendship with like-minded people **About The Speaker & The Level Up Community** [Zhijing Eu (Z)](https://linktr.ee/zhijingeu) is the founder of [Level Up: Thinking Tools for Impact](https://levelupthinkingtoolsforimpact.substack.com/about), a learning community focused on using frameworks and mental models to think clearly, communicate better, and collaborate more effectively. Drawing on two decades of corporate leadership in project management, decision consulting and data analytics - he translates thinking tools into practical skills for real conversations and real communities.

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!

**About This Event** Most problems feel messy because we can’t see their structure. In conversation, we often talk past each other - not because we disagree, but because we’re not seeing the same thing. Visual thinking helps make that thinking visible. With simple sketches, we can surface assumptions, compare perspectives, and work through complexity together – all without needing any “art skills.” Join this hands on workshop to 1\. Learn how to use simple sketches to make ideas\, assumptions\, and trade\-offs visible 2\. Work thru realistic scenarios with others to see how different people frame the same situation 3\. Experience how clearer thinking \-not just better tools \- leads to visual clearer communication \(with a short AI demo\) ***Come ready to sketch to align, make your thinking visible and learn by doing !*** 📆: 7- 9 PM Thu 7th May 2026 📌:112 Middle Road #04-01 • Near Bugis MRT • Contact Lava 94518486 or Z 97458288 if you are having trouble locating the venue **Ticket Fees** 🎟️ $15 • Humanist Society Singapore (HSS) Members • Past Attendees of Thinking Clearly , Together online series • Level Up Meetup Group Community Members 🎫 $20 • General Participant / Non-HSS Members\*\* (T&Cs Apply • Or Bring A Friend And Both Of You Will Enjoy The Member Rate ! **How to Secure Your Ticket** Make payment to the Humanist Society via: 1\. PayNow to \(UEN: T10SS0142C\) or Bank Transfer Account details: [Transfer to UOB A/C # : 3733027590 Branch: Tiong Bahru Plaza Bank code: 7375 Branch code: 050] 2\. ➡️ Please include your full name \+ “ThinkingVisually” in the reference/comments 3\. Send proof of payment \(screenshot/receipt\) to the organizer’s WhatsApp/email Contact: Secretary – [94518486/info@@humanist.org.sg] **PLEASE NOTE THAT YOUR RSVP WILL BE CANCELLED IF NO PAYMENT OR PROOF OF RECEIPT IS SUBMITTED 48HRS UPON REGISTRATION**

Learn about the different moves you can do when you're in a hiccup! Feeling a little pumped in your forearms? We'll show you the secret to resting effectively too! ### **Address** 18 Tai Seng St, #01-09, Singapore 539775 ### **Schedule** Saturdays 11AM - 12PM ### **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.

Welcome to Curious Souls Café, a warm and friendly space for meaningful conversations. 😊 We invite you to join us for an evening filled with thought-provoking dialogue, meaningful connections, and personal growth. Inviting all Curious Souls who are passionate about: 🌍 Embracing open-mindedness 🤝 Tapping into collective wisdom 🗣️ Engaging in meaningful conversations 🌱 Embarking on a journey of self improvement 📚 Exploring diverse schools of thought and personal experiences **Agenda / What You'll Experience** 💬 Meaningful Conversation Cards We will begin the session with our uniquely curated, meaningful conversation cards. You'll have the opportunity to pick a card and initiate thought-provoking conversations with fellow attendees. (Check out a sample of the cards in then photos) 💬 Final Thoughts and Feedback In the last 10 minutes of the event, we'll reflect on the key insights, memorable moments, and takeaways from the evening's discussions. It's an opportunity to distill the shared knowledge and leave with a deeper understanding of the topics explored. You are free to leave anytime. 🈚 Free of Charge While there is no charge to attend, we kindly encourage you to support the venue by purchasing a drink and/or any items from their menu. Note: [This event](https://curioussouls.cafe) is not affiliated with the restaurant/cafe.

🏛️ **WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 📓 **HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the ‘official' start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! 💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * ​What will we talk about? What's the topic? ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). **PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in over 20 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t) 👈 Follow us on [Instagram](www.instagram.com/practicalphilosophyclub/) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

**\*\*\* Please register at** https://luma.com/ofdo61ky **\*\*\*** **The Super-Individual Secret Club (SISC): The Toy AI Chapter** 📅 8 May 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 https://luma.com/ofdo61ky ​We’ll explore how toys and AI intersect — AI as a powerful engine for imagination, personalization, and interactive play, and toys as evolving platforms that bring intelligence into the physical world. Are we entering an era of AI-enhanced play and emotionally aware, adaptive toys that reshape how humans learn, create, and connect? **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** https://luma.com/ofdo61ky

Want to test your skill at the sport? Be the Willliam Tell or Robin Hood? Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports. Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students. **Past Experiences** * National Team (Compound) 2000 - 2002 * National Junior Development Team Coach (Compound) 2013 - 2015 * Community Club Compound Coach 2013 - 2018 * National Team (Compound) 2018 - 2020 * Tampines Meridian Junior College Archery Coach 2018 - now ### **Address** 9 Ah Hood Rd, East Asia Institute of Management ### **Schedule** Fridays 1030AM - 12PM ### **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.

**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.

**⛰️[CONFIRMED] Gunung Berembun @ 1014m +** **WWII Plane Crashed Site Historical Hikes** **📅 Date: 8–9 May 2026 (Fri–Sat)** **🌟 EVENT DETAILS** **Promo Price: $133/person** **(Registration closes on 6 May 2026, 5pm)** **💰Usual Price: $160/person** **�� INTERESTED?** **�� WhatsApp: 94884478 (Wilfred)** **�� Sign up here:** [https://www.meetup.com/lets-go-travelling-hiking/events/313369723/](https://www.meetup.com/lets-go-travelling-hiking/events/313369723/) **📍 HIKE OVERVIEW** 🏔️ A unique highlight of this hike is the World War II crashed bomber site, located about 1 hour from the summit. **🥾 HIKE DETAILS** Altitude: 1014m / 3,326 ft Elevation Gain: \~624m ± Distance: 5km (one way) / 10km (return) Duration: 8–12 hours (include rest & photo) Difficulty: ⭐⭐⭐⭐⭐⭐ (6/10) **🌿 TRAIL HIGHLIGHTS** 🌊 Lata Berembun – Waterfall, first checkpoint & campsite ⛺ Gua Kambing – Campsite with water source & rock shelter 🏔️ Summit Push – Steeper ascent towards the peak ✈️ WWII Crash Site – Historical aircraft wreck location 🌺 Expect beautiful wildflowers, tropical plants & birdlife along the trail. 💳 PAYMENT Please PayNow $XXX / person to: UEN: 201727764C Wilfred Go Travelling & Hiking Pte Ltd OR Bank Transfer to: DBS Current Account: 0029069789 📲 After payment, WhatsApp 94884478 (Wilfred) with screenshot receipt **TA License No 03066** **TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD** **To Connect With Us:** **Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg)** **Whatapps Channel:** **[https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l)** **Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar)** **◾INCLUDE:** \* 1 Event Host \* Mountain Guide/s \* Hiking Permit \* Transportation Van < 14 person Bus >15 person \* Group Dinner is only included if group-size is 10 or more **◾EXCLUDE:** -Personal Insurance -Items Not Mentioned In Itinerary **Suggested Itinerary:** (Friday) 1000pm -Meet Maxi-Cash next to Marsiling MRT Bus Stop 1005pm -Depart to Woodland Custom (Sat)(D) 11pm-Depart JB Custom 2am-Rest Area Wash-up, Breakfast & Pack Lunch 4am - Briefing commence hike 7am Lata Berembun 9am CP1 Gua Kambing, rehat & Last Waterpoint (LWP) 11am Puncak Gunung Berembun 1pm Air crash site 230pm Summit Gunung Berembun 330pm Gua Kambing (Cave) 430pm Lata berembun 6pm-Rest Area Washup 7pm-Dinner 10pm-JB Custom 11pm-Marsiling MRT **Disclaimer, Indemnity and Terms of Participation:** The participant acknowledges that this is an adventure trip. The itinerary serves as a guide only and changes may be required. All participants are strongly advised to have travel insurance. The participant agrees to assume all risks and indemnifies the organizers against all claims, disputes.

**For ages 7 and above. Children aged 5 to 7 require parental assistance.** Want to test your skill at the sport? Be the Willliam Tell or Robin Hood? Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports. Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students. **Past Experiences** * National Team (Compound) 2000 - 2002 * National Junior Development Team Coach (Compound) 2013 - 2015 * Community Club Compound Coach 2013 - 2018 * National Team (Compound) 2018 - 2020 * Tampines Meridian Junior College Archery Coach 2018 - now ### **Address** 9 Ah Hood Rd, East Asia Institute of Management ### **Schedule** Sundays 1PM - 2PM ### **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.

**For ages 13 and above.** We recommend a comfortable t-shirt and track pants or long pants. Please ensure your attire does not have sharp edges as these might cause unintended injuries to others and yourself. We also recommend you to wear clothes that you can afford to get ruined as there are many contact drills where they could get pulled or warped. We do not have shower facilities at the gym although there is a changing room and toilet at both locations. You can bring a set of spare clothes to change into after class with a towel or wet tissue to clean yourself if you wish. Bottled water is available for purchase at both locations, but you can also bring your own plain water. Food and drinks are not permitted in the venues. ### **Address** Lor 23 Geylang, #03-05 37, Singapore 388371 ### **Schedule** Saturdays 10AM - 11AM ### **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.

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!

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**TBA**

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

**TBA**

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow