Performance Monitoring

Looking for board game events in the West? Paul's Tabletop organizes sessions every 1st and 3rd Monday at the Clementi Zone 2 Resident Network. Join us for a fun and relaxed evening of board games, laughter, and great company. Whether you're a strategy pro or just learning the ropes, there's a seat for you at the table. 📅 **When**: Every 1st and 3rd Monday, 7.45pm 📍 **Where**: (Clementi Zone 2 RN) 343 Clementi Ave 5, #01-216, S120343 👥 **Who**: Open to everyone – all experience levels welcome! We’ll have experienced hosts at multiple tables running different games, so there’s something for everyone—from party games to more strategic play. If you’re new, don’t worry—there’s always someone happy to teach the rules! Best Part? All sessions are free! Just show up and play, don't need pay. **More on Paul's Tabletop:** Paul's Tabletop is an active board game community that holds regular tabletop sessions in the West. We currently host at Clementi, Queenstown and Tiong Bahru. We also organize regular board game retreats, events and auctions. Started by a crazy guy named Paul, our games are hosted by the community, for the community. Come join us and let's explore this wonderful world of cardboard together! We play a full range of games from Avalon/Secret Hitler/BOTC all the way to 18XX, Lacerdas, Splotters, TI4 and everything in between (Euros, Dungeon Crawls, 4X, Sandbox, LCGs, Co-ops etc). Our events are primarily organized on telegram, you can check it out [here](https://t.me/+tVrjvrmRl-RmMDc9). **Our Event Schedule:** Free for All Gaming @ Clementi Zone 2 RN - Every 1st and 3rd Mon Open Games @ Dundee Queenstown - Every 2nd and 4th Sun Under 3 Complexity @ Tiong Bahru Canopy - Every 1st and 3rd Thurs Open Games @ 348 Clementi - On Weds Note, sign ups on Meetup are not the final count as we primarily organize through [Telegram](https://t.me/+tVrjvrmRl-RmMDc9).

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!

### **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 ###

**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.

Discover the vibrant art of Brazilian Samba dance! Join 6 exciting sessions for only $250, plus a one-time $50 membership fee. Don't miss out on the rhythm and fun!

You're warmly invited to join **Hearts United** for a special afternoon of **prayer, connection, and community** with fellow Catholics (30-45yo). We highly encourage you to attend the **12:00pm Novena Devotion**, centering our hearts in prayer and reflection. Afterward, we’ll gather for an hour of relaxed **fellowship and mingling** — a chance to meet like-minded individuals who share your faith, values, and life stage. We’ll conclude our time with a **closing prayer**, lifting up the intentions of our group and giving thanks for the new friendships being formed. **Schedule:** ✝️ 12.00pm – Novena Devotion (attend at your own pace) 😄 12.30pm – Fellowship & Mingle (see comment below for location) 🙏 1.30pm – Closing Prayer 💬 **After-Novena Conversations** Let’s take a moment after the Novena to unwind, share our thoughts, and enjoy each other’s company. There’s no set agenda — just friendly conversations about faith, life, and everything in between. If you’re not sure where to begin, here are a few ideas to get things flowing: 🌿 **Faith & Reflection Topics** * What do you find most meaningful about attending the Novena? * What part of today’s homily spoke to you personally? * What helps you stay close to your faith when life gets busy? ☕ **Personal Growth & Connection Topics** * What qualities do you value most in friendship or community? * How do you like to spend your weekends or free time? * What’s something new you’ve tried recently or would like to learn? 💬 **Light & Fun Conversation Starters** * What are your hobbies or interests? * What’s your go-to comfort food after church? * If you could travel anywhere, where would you go? Whether you're new to the group or a returning friend, we look forward to seeing you there! Please feel free to introduce **Hearts United** to friends whom you know would be a great fit for this community. **With faith and friendship, *Hearts United***

Every Wed night HIIT or Yoga Transform yourself from simple to better From fat to slim, slim to fit Make it happen in your life Through our workout community Welcomed all to join Location: 250c Compassvale Time: 8pm-9pm Please bring your own yoga mat, water, wearing sport shoes. DM me if you need more details

These classes are not for first timers, but for climbers who want to build a strong foundation in bouldering to climb more intuitively. The classes will consist of: * 90 minute guided session * Guided mobility warm-up * Basic climbing techniques based on one of their five modules:Footwork, Body Positioning, Dynamic Movement, Route Reading, and Other Climbing Techniques ### **Address** 61 Robinson Rd, #05-03/04, Singapore 068893 ### **Schedule** Fridays 630PM - 8PM ### **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 had a badminton session at **Braddell Heights Community Club, behind NEX Shopping Mall,** on Tuesday night **5th May 2026**. Welcome all High Beginner and Low Intermediate players to join us for some badminton work out. * 7:30pm - 9:30pm * High Beginner and Low Intermediate Players. * Court 1 * 2 hours per session * S$10 per session * Shuttles provided (RSL Supreme) * Location: 50 Serangoon Avenue 2, #01-01, Singapore 556129 * Do join us if you are available.

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.

The topic for May is "Ink" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

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

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

**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: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

At Unity of Columbus, our Youth and Family Ministry nurtures the spiritual growth of children and families through love, joy, and practical spiritual teachings. Each Sunday, children explore timeless spiritual principles through stories, creative activities, music, and group sharing in a safe and welcoming environment. Our program encourages children to discover their own inner light, express kindness, and develop a personal connection with God. Together, we celebrate diversity, cultivate understanding, and inspire each child to live with purpose and compassion. Parents and families are invited to join in this uplifting journey of learning, laughter, and spiritual connection.

**Optional movie afterwards**