Critical Design

**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-05-21](https://konfhub.com/ksug-sg-2026-05-21) **<=** **Latest promotions** discovered by our community! * Up to **65%** OFF **[Linux Foundation](https://mm.ksug.ai)** bundles Code: **MM26BUNAI** * **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to collaborate with **[Confluent](https://www.confluent.io/)** to welcome you to the upcoming **KSUG.AI x Apache Kafka Meetup @** [IMDA Singpore office](https://maps.app.goo.gl/SCJVhPcV2h89Eby28)! 🎉 **Agenda and topics preview:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: [Jun Rao](https://www.linkedin.com/in/junrao/), Co-founder, **[Confluent](https://www.confluent.io/)** * 20:00pm - 20:30pm: Additional Q&A / Networking Food and drinks will be provided between **6.30 and 7 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our partners @**[Confluent](https://www.confluent.io/)**! **[Register here](https://konfhub.com/ksug-sg-2026-05-21) to secure your spot!** See you all there! **Location:** [IMDA Singapore 10 Pasir Panjang Road, Singapore 117438 · Singapore](https://maps.app.goo.gl/SCJVhPcV2h89Eby28) **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://ksug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Join our 1 hour HIIT bootcamp session for a good cause! 💪💖 Monday @7:30pm The Lawn@MarinaBay | Downtown MRT 💌 This month we are supporting www.aidah.org 💌 Fee: $10 (donation) UEN: T17SS0099L or cash 
Is this class for you? Yes! All fitness levels are welcome and we will make sure you enjoy the hour with us! 🥳 What to bring: Water and Towel, optionally a Yoga mat Please arrive 5 minutes early! If you're unsure about anything just text us!☺️ About us: We are a group of fitness enthusiasts regularly supporting AIDHA, ECDC Nepal and Cambodian children's fund by running fitness classes. COVID-19 safe measures: we want to make the bootcamp as safe as possible for everyone and work out by complying with the current valid covid -19 safe measures. We ask you to fill out our waver the first time you join: https://docs.google.com/forms/d/1up4iapcx14z82MIa0XtO5bq1BdQtQFJLDMc-Y94YT6M/edit

Hello everyone! Join us for an IN PERSON Apache Kafka® meetup on May 18th from 6:30pm, hosted by IMDA in Singapore! **📍 Venue:** IMDA 10 Pasir Panjang Rd, Mapletree Business City Level 5 Events Room 1&2 Singapore 117438 \*\*\* **🗓 Agenda:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: Jun Rao, Co-founder, Confluent * 20:00pm - 20:30pm: Additional Q&A / Networking \*\*\* **💡 Speaker:** Jun Rao, Co-founder, Confluent **Talk:** Queues for Kafka **Abstract:** Event streaming is great but sometimes it's easier to use a queue, especially when parallel consumption is more important than ordering. Wouldn't it be great if you had the option of consuming your data in Apache Kafka just like a message queue? For workloads where each message is an independent work item, you'd really like to be able to run as many consumers as you need, cooperating to handle the load, and to acknowledge messages one at a time as the work is completed. You might even want to be able to retry specific messages. This is much easier to achieve using a queue rather than a topic with a consumer group. KIP-932 brings queuing semantics to Apache Kafka. It introduces the concept of share groups. Share groups let your applications consume data off regular Kafka topics with per-message acknowledgement and without worrying about balancing the number of partitions and consumers. With this KIP, you can bring your queuing workloads to Apache Kafka. Come and hear about this innovative new feature being added to Apache Kafka 4.1. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](community@confluent.io)

Join me on Tuesday mornings for a hatha yoga class at Botanic Gardens to unwind, stretch, & breathe in the fresh air. Small class size. Hi! I'm Karyn. I organise this small group Hatha Outdoor yoga class for beginners at Singapore Botanic Gardens. Find me at [Lalang Life](https://www.lalanglife.sg/?utm_source=meetup&utm_medium=listing&utm_campaign=meetupevent) IG [@lalanglifesg](https://www.instagram.com/lalanglifesg/) (a collective of yoga instructors for private yoga sessions at home/your preferred location). **Small Group Outdoor Hatha Yoga Class at Singapore Botanic Gardens** *Perfect for beginners who want to start their yoga journey in a* UNESCO World Heritage setting. **What You'll Experience:** This is an intimate outdoor hatha yoga class for *newcomers to yoga* and those seeking *a gentle introduction to mindful practice*. With class size **capped at just 4 participants**, you'll receive personalised attention while enjoying the tranquil environment of the Singapore Botanic Gardens. **Who This Class Is For:** * Complete beginners who have never tried yoga before * Busy professionals looking for stress relief in nature * Anyone intimidated by large studio classes who prefers small group settings * Nature lovers who want to combine outdoor time with wellness practice **What Each Session Includes:** * Breathing exercises to ground yourself, centre your mind and be ready for the practice * Gentle loosening and warm-up exercises that prepare your body safely for yoga poses (asanas) * Beginner-friendly yoga asanas (poses) taught with clear, step-by-step guidance * Relaxation and pranayama (breathing techniques) to end your practice **Why Choose Outdoor Yoga at Singapore Botanic Gardens** * Enhanced mental well-being: Studies show that being in green spaces reduces stress * Fresh air & sunshine benefits: Outdoor practice improves oxygen flow and energy levels * Small group: Maximum 4 participants ensures individual attention Meetup collects payment in USD. If you will like to pay in SGD, sign up on [Eventbrite](https://www.eventbrite.com/cc/outdoor-yoga-for-beginners-3548139?utm-campaign=social&utm-content=creatorshare&utm-medium=discovery&utm-term=odclsxcollection&utm-source=cp&aff=escb) (SGD20) or DM for paynow payment. Payment to me made by 5pm the day before. **Things to bring:** * ***Yoga mat*** * A small towel * Water * Optional ground sheet/picnic mat or large garbage bag. We may practise on the grass. If you might be uncomfortable laying your yoga mat over the grass (which tends to be damp), do bring something to place under your mat. * Insect repellent will be a good idea **Location** **Meeting point.** We'll meet at the open lawn where the **Bougainvilleas and Bamboo collection** is. Look out for my *yellow* bag. * If you are coming from the **Botanic Gardens MRT Exit A** (circle line), (1) enter the gate then walk through Trellis Garden. (2) Take the middle path. (3) Turn right once exiting Trellis Garden. (4) Look out for the bamboo trees. Then walk on the stone path. (5) You should see the open lawn with bougainvilleas. (6) Look out for my Yellow bag. * If driving, the nearest carpark is near Melati Gate. Google map: [https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6](https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6) **Note: In case of rain or otherwise, the session shall be cancelled and not proceed. I will try my best to inform you of such cancellation via your registered email at least 45 minutes before the session. I appreciate your understanding on this. Your fee will be refunded if the class is cancelled due to rain.** **Release and waiver of liability** By your getting a ticket to this event, you: \- consent to the voluntary participation in the yoga session conducted by the organiser; \- understand that you should consult a physician before participating in the yoga session;\- recognise that it is your responsibility to notify the organiser of any serious illness or injury before the yoga session; \- will not perform any postures to the extent of strain or pain; \- assume full responsibility for any risks\, injuries\, or damages\, known or unknown\, which I might incur because of the yoga session; \- knowingly\, voluntarily\, and expressly waive any claim you may have against the organiser\, for injury or damages that you may sustain because of participating in the yoga session\. **Photography/videography** Photos and/or videos may be taken during the class. The photos/videos may be put up in the public domain for publicity purposes. If you do not wish to have your photo/video used, please inform me during the class.

### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson ###

Most of us were told to think critically at school. Almost none of us were taught how. That gap was always there. It's just that now you're making hundreds of decisions a day inside systems specifically designed to exploit it. Feeds that reward reaction over reflection, content that's optimised to feel true rather than be true, and AI that can generate a convincing argument for almost anything. The cost of not thinking carefully has never been higher. Neither has the pressure not to bother. In this discussion, we visit this topic with the intent of simply thinking about it, because we believe this is the first step against a quiet avoidance of a very real problem. ***Some questions we'll be sitting with:*** * When did someone last genuinely change your mind — and what did it take? * Is there a difference between thinking critically and just being difficult? * Are you choosing what to learn based on who you are, or who you think you should be? * How is AI changing the way you think? * Can you think clearly about something you care deeply about? * What would you believe differently if you'd grown up somewhere else? **What to expect** The format is conversational. We sit in a circle. There's a short provocation to open ie a reading, a question, a claim worth disputing. Then we talk. A facilitator keeps things moving and honest. Sessions run two hours. This is Session One. It's free. Seating is intentionally capped at 20 so the conversation stays real. Come with an open mind and connect with like-minded people. **The Postmodern Place** is a monthly discussion community for people who want to engage seriously with ideas. Philosophy, society, culture, the forces shaping how we live. We read carefully, argue honestly, and try to leave with a clearer picture than when we walked in. No academic background required. No prior reading necessary. The only thing you need to bring is a willingness to think out loud with strangers.

Hello Gophers! Our **Ultimate Software Design and Engineering** workshop will be held on **20 May 2026**, before our GopherCon Singapore 2026 conference. Ardan Labs' popular Ultimate Software Design class is back for probably the final year! We've specially requested for William Kennedy to continue teaching this class, because we believe that strong fundamentals would be even more necessary than ever in the age of AI. You can buy tickets for the conference and this workshop at our [GopherCon Singapore 2026 website](https://2026.gophercon.sg/). Workshop description follows: This class teaches you how to engineer production-level software in Go leveraging the power of a domain-driven, data-oriented architecture that can run in Kubernetes. From the beginning, you will pair-program and read code with the instructor as he walks through the design philosophies and guidelines for engineering software in Go. With each new feature that is discussed, you will learn how to think about, read, maintain, manage, and debug code. The core of this class is to teach you how to handle and reduce the spread of complexity in the systems you are building. If one of your biggest challenges is maintaining consistent coding standards across your codebase, maybe because team members have different levels of Go experience and are coming from different programming backgrounds, this course is for you. You will learn a set of idiomatic coding standards that everyone can adopt and apply to your existing projects. #### What a student is expected to learn: ##### Deploy First Mentality: We begin to focus on service design with a focus on the ability to maintain, manage, and debug the service in Kubernetes. * Design Philosophy, Guidelines, What to Expect * Project Layers, Policies, and Guidelines * Prepare Project ##### Domain-Driven, Data-Oriented Architecture: We talk about the data-driven, data-oriented architecture. We discuss the design philosophy, guidelines, and semantics of how the three layers of App, Business, and Storage work together. * Architecture Review * Applying and Implementing Firewalls * Data Flow Trust vs Non-Trust * Data Shaping and Data Validation * Developer Isolation with Domains * Extending Functionality through Composition

A fun and hands on introduction to LEGO® SERIOUS PLAY®, ideal for those who have not experienced the method before. After being welcomed by experienced facilitator Sean Blair, you will explore building models as an individual and as a group. You will become practiced at several methods of communication and learn to hear and understand others, all using LEGO! Leave with a free pdf copy of the book "SeriousWork" - a hands on guide to using LEGO® SERIOUS PLAY® yourself (5\*\*\*\*\* reviewed book that sells for £25 on Amazon https://www.amazon.co.uk/Facilitate-Meetings-Workshops-Serious-Method/dp/0995664706) Ideal for those who are interested in participatory leadership, better communication and creativity. If you have attended a taster workshop before, you are welcome to attend but please note this introductory workshop will be a similar experience. **PLEASE ONLY SIGN UP IF YOU COMMIT TO ATTENDING THIS EVENT.** PLEASE NOTE - This event runs 15:00-17:00. The venue will be Furama Riverfront Hotel, 405 Havelock Rd Singapore, 169633 · Singapore

🏛️ **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/Dsjl0cwLVxR4tw1jTC1Osx?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/Dsjl0cwLVxR4tw1jTC1Osx?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/Dsjl0cwLVxR4tw1jTC1Osx?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/Dsjl0cwLVxR4tw1jTC1Osx?mode=gi_t) 👈 Follow us on [Instagram](www.instagram.com/practicalphilosophyclub/) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

**\*\*This post is for announcement purposes only. To register, visit [https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/](https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/)** **📍Titansoft has moved to a new location at 15 Harvey Road.** AI is not just knocking on the door; it has already broken it down. Traditional project management—gantt charts, routine scope tracking, and basic WBS generation—is being automated at a terrifying speed. We are facing an extinction-level event for the "administrative PM." In this new world order, Agile is no longer just a framework; it is your only survival mechanism. The irreplaceable human elements of Agile—adaptability, complex decision-making, and navigating human chaos—are the only shields against being completely replaced by algorithms. In this session, we will face this harsh reality and discover together how we can leverage AI rather than being replaced by it. We will explore four cutting-edge, AI-powered approaches designed to augment the irreplaceable human PM. Join us to understand why you must evolve your Agile mindset today, or risk becoming obsolete tomorrow. **ABOUT THE SPEAKER** **Tao Chun Liu** (also known in the community as "PM Mayor") is a Global AI Subject Matter Expert (SME) with 9 years of hands-on experience in AI project implementation and over 10 years in Project Management. He is the Founder of PM Mayors. With over 6,000 hours of teaching and mentoring experience, Tao Chun specializes in bridging the gap between advanced AI capabilities (such as AI Agents and Vibe Coding) and practical Agile methodologies.

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-21may2026-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** As AI reshapes the future of defence, how do we stay ahead of machine-speed threats? Dive into the high-stakes world, where AI meets modern security, as we explore the critical intersection of AI-driven resilience and the next frontier of digital warfare. This session unpacks what it takes to stay "In Command" in an increasingly complex landscape, covering the evolution of security operations, strategic leadership, and the transition to post-quantum security. By connecting technical innovation with strategic leadership, we provide the insights needed to navigate today’s dynamic threat landscape. [Join us](https://go.gov.sg/stackmeetup-21may2026-mc) to gain the practical tools to fortify your organisation and lead with confidence in this new era! **Programme** 6:30pm: Networking 6:55pm: Opening Announcements 7:00pm: The Threat Landscape Shift with Claude Mythos By Sean Lim, Security Engineer, Vectra AI 7:10pm: Overwhelmed to 'In Command': How AI‑Driven Defence Empowers Modern SecOps By Jason Heng, Regional Director, Rapid7 7:20pm: Power the Agentic Security Operations Center (SOC) By Jeff Yeo, Leader Solution Engineering, Splunk 7:30pm: Can You Trust Your AI Agents? Evaluation-driven AI for Cyber Intelligence Operations By Simeon Tan, Co-Founder and CTO, Protos Labs 7:40pm: Transitioning from Red to Blue in the AI Era: The CISO Navigator By Terence Teo, Chief Information Security Officer, Ministry of Sustainability and the Environment 7:50pm: Beyond the Hype: What Post-Quantum Security Actually Looks Like in Practice By Regal Star, CEO, ZENTARA Technologies 8:00pm: Closing 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-21may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

👋 Hello AWS User Group Community! Join us on Wednesday, 20th May 2026, for our May meetup at the AWS Singapore Office, IOI Central Boulevard! We’re bringing the community together again for an evening of sharing, learning, and connecting — stay tuned as we finalise the session lineup 👀 📅 Date: Wednesday, 20th May 2026 🕡 Time: 6:30 PM 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Lessons Learned Deploying an LLM-Powered Knowledge Assistant** 📌 Speaker: Hairizuan Noorazman, DevOps Engineer Engineering teams often lose time navigating fragmented Jira and Confluence documentation. To address this, an LLM-powered chatbot was built on AWS — using ECR, EKS, and Amazon Bedrock. The initial RAG approach quickly surfaced critical issues such as data leakage in vector stores, prompt injection, and broken access controls. This session breaks down these failure modes and explores a pivot to a Model Context Protocol (MCP) integration with Atlassian, allowing queries over live data instead of duplicating it. Attendees will gain practical insights into RAG vs MCP trade-offs and a reference AWS architecture for building safer LLM systems. ✅ **Kiro IDE Best Practices in SDLC and Scrum Sprint DevSecOps** 📌 Speaker: Tim Wu, Senior GTM Specialist SA AI/ML An AI-powered development environment that embeds enterprise standards directly into your workflow. See how Kiro transforms traditional SDLC approaches through its Five-Element Architecture, making compliance, security, and best practices automatic rather than afterthoughts. Kiro provides ready-to-use configurations that enforce guardrails while accelerating development. This session focuses on live demonstrations to show you exactly how steering files, hooks, skills, subagents, and MCP integrations work together in real enterprise scenarios. ✅ **Running AI agents that control computers: AWS architecture for sandboxed autonomous execution** 📌 Speaker: Sahil Sharma, Applied AI Enthusiast Agents that browse, click, and type need more than an API call- they need isolated sandboxes, warm container pools, and an architecture that scales. This deep dive covers how 14 AWS services come together to run autonomous computer-use agents safely and fast in production. 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ ✅ Confirmed attendees will receive a confirmation email before the event titled *"**AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – May 2026**."* You must present this email at the Level 2 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

**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.

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

**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

## Candle Making Night at The Arcane Foundry \| Design Your Own Custom Candle **SPECIAL PROMOTION**: Buy 3 and get 1 Free! Step into The Arcane Foundry and create your own custom candle from start to finish. This is a laid back, hands-on experience where **you’ll blend fragrances, choose your vessel, and pour your own candle using 100% soy wax**. Whether you’re coming solo or with friends, it’s designed to be simple, creative, and a good time. We’ll walk you through the entire process, from picking your scents to choosing between a traditional cotton wick or a crackling wood wick. You can go with one fragrance or mix your own blend to create something completely unique**. No experience needed**, just show up and we’ll handle the rest. While your candle sets, feel free to hang out, play a game, explore the shop, or just relax and talk. Drinks and snacks are available, and the atmosphere leans into the **fantasy**, **dark academia**, and **gothic horror** vibe The Arcane Foundry is known for. Learn More: [Candle Making in Columbus, Ohio at The Arcane Foundry](https://thearcanefoundry.com/candle-making/) *** ### What to Expect: * Guided candle making experience * Choose your own vessel, wax, wick, and fragrance * 100% soy wax candles * Optional drinks and snacks * Time to relax while your candle cools *** ### Important Notes: * Please arrive on time so we can start together * Candles will need time to set before taking home * This is a beginner-friendly event *** ### RSVP Required Reserve your spot on Meetup to lock in your seat. **Candle Making** (includes vessel, your choice of wick, wax, scented oil, labels and lids) 5oz Glass Jars $15 8oz Candle Tins $25 12oz Glass Candles $35 12oz Amber Jars $40 16 oz Skull or Jack o Lantern Candle Mugs $65 (Limited Edition!) **All materials included. You just bring yourself (and your drink of choice).** **Payments accepted:** * Credit Card * Venmo: @Daclaud-Lee * Cashapp: $DaclaudL

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.