Performance Monitoring

👋 Hello AWS User Group Community! Join us on Wednesday, 29th April 2026, for our April meetup at the AWS Singapore Office, IOI Central Boulevard! Our speakers will share their experiences and insights from modernizing existing applications, designing enterprise agent architectures, and taking generative AI ideas from prototype to production. If you're experimenting with AI agents, exploring generative AI architectures, or simply curious about how others are bringing these ideas into real-world systems, this meetup is for you :) 📢 **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 – April 2026**."* You must present this email at the Level 1 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. 📅 **Date:** Wednesday, 29th April 2026 🕡 **Time:** 6:30 PM 📍 **Location:** AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** **✅ Evaluating GenAI Applications in Production with AWS Bedrock Evaluations** **📌 Speaker: Vishesh Kumar, Principal Architect, AWS** Without evaluation, all GenAI is "taking shots in the dark." Learn the six criteria for effective GenAI evaluation frameworks and how Amazon Bedrock Evaluations bridges the PoC-to-production gap with built in and custom metrics. **✅ Solving Real-Life Problem using Agentic AI and AWS cloud** **📌 Speaker: Senthil Baskaran, Emerging Technology Architect** Parents in Singapore receive dozens of school event PDFs via ParentsGateway each term and manually re-entering every date, time, and location into their calendars is tedious and error-prone. One PDF upload, two taps, and every event is in your calendar — that was the goal. School Event Processor — an AI-powered web app that extracts calendar events from school PDF letters and adds them directly to Google Calendar. Built with Next.js 15 (App Router), TypeScript, Tailwind CSS, AWS Bedrock (Claude Sonnet 4.5), OpenAI GPT-4o as fallback, NextAuth v5 (Google OAuth), pdfjs-dist for client-side PDF rendering, and AWS Amplify for hosting, the app was designed to solve a common, everyday pain point for parents. **✅From Idea to Interactive Map: Building AWS Community Globe** **📌 Speaker: Jagateesvaran Rajoo\, Software Engineer \| AWS Cloud Club Core Team at SIT** In this session, Jaga will share the story behind AWS Community Globe, an interactive project designed to make it easier to discover AWS Community Heroes, Community Builders, User Groups, and Cloud Clubs around the world. He will walk through the idea behind the project, how he designed and built the experience, the tools and technologies used, and some of the lessons learned while turning a simple idea into a working community discovery platform. 💡 **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!

# NHK Symphony Orchestra Special Concert NHK Symphony Orchestra, Tatsuya Shimono, Kyohei Sorita (Japan) Synopsis: https://www.esplanade.com/whats-on/festivals-and-series/series/classics/nhk-symphony-orchestra-special-concert “The NHK is noted for its precision and polish...” - Frank Kuznik, Bachtrack To commemorate the 60th anniversary of diplomatic relations between Singapore and Japan, the NHK Symphony Orchestra, representing Japan, will perform in Singapore for the first time in 24 years. Kyohei Sorita, who won second prize at the 2021 International Chopin Piano Competition, will make his Singapore debut with a performance of his signature piece, Prokofiev's *Piano Concerto No. 3*. The programme features a diverse selection of works, including a Japanese orchestral piece by Yuzo Toyama, German repertoire for which the orchestra is renowned, and *Peter Grimes: Four Sea Interludes, Op. 33a* by Benjamin Britten themed around the “sea”—a symbol of connection between the two countries. **Programme:** Yuzo Toyama – *Divertimento for the Orchestra* Sergei Prokofiev – *Piano Concerto No. 3 in C major, Op. 26* Intermission Richard Strauss – *Don Juan, Op. 20* Benjamin Britten – *Peter Grimes: Four Sea Interludes, Op. 33a* Tickets fast selling out : https://www.esplanade.com/whats-on/festivals-and-series/series/classics/nhk-symphony-orchestra-special-concert PLEASE BUY YOUR OWN TICKETS. PLEASE PM ME YOUR CONTACT FOR EASIER COORDINATION. [ Note: This is a meet up in person, any no-shows will be flagged as such and may be removed]

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

**Register here (subject to approval):** **[https://luma.com/mu4wsv8t](https://luma.com/mu4wsv8t)** *This is an in-person event. Successful Registration is subject to approval.* **ABOUT** **In association with [Women's Dev Singapore](https://www.meetup.com/women-devs-sg/), [Zenika](https://www.linkedin.com/company/zenikasingapore/) presents A Practitioner’s Perspective:** ​Scalability is often treated as a purely technical challenge — something to solve with the right architecture, tools, or infrastructure. In reality, it is just as much about how we think. In this talk, \*\*[Fion ](https://www.linkedin.com/in/fion-sim-8427741b0/)\*\*shares her journey of learning to design for scalability through real-world experience — navigating evolving requirements, growing systems, and the trade-offs that come with them. Rather than focusing on deep technical patterns, the session explores the decision-making process behind building systems that can grow sustainably. Through practical examples, she will reflect on: * How to recognise when scalability becomes a concern * Balancing simplicity vs. future-proofing * Breaking down systems into manageable, evolvable components * Learning from constraints, failures, and iteration This session is designed for developers who are early to mid in their journey, or anyone looking to strengthen their intuition around building systems that don’t just work today — but continue to work as they scale. **About the Speaker - [Fion Sim](https://www.linkedin.com/in/fion-sim-8427741b0/):** Fion is a fullstack web developer focused on building robust, scalable applications across the modern web stack. She has hands-on experience with frontend frameworks such as Next.js and Angular, and develops backend microservices using Node.js and Prisma. Driven by curiosity and continuous learning, Fion is particularly interested in how systems evolve over time — and how thoughtful design decisions can support long-term scalability and maintainability. 📍 **Venue:** This meetup is brought to you by Zenika Singapore, 20 Bendemeer Rd, #03-10 BS Bendemeer Centre, Singapore 339914. **NOTE: Successful Registration is subject to approval. Sign up here:** https://luma.com/mu4wsv8t **EVENT SCHEDULE:** **6:30 PM - 6:45 PM:** Registration + Networking **6:45 PM to 6:55 PM:** Intro to WDS **7:00 PM to 7:10 PM:** Intro to Zenika **7:15 PM to 8:15 PM:** Learning to Design Systems for Scalability by Fion Sim, Zenika + Q&A **8:15 PM onwards:** Networking + Phototaking **TERMS & CONDITIONS** * Zenika Singapore reserves the right to amend these Terms and Conditions at any time. * Although very unlikely, please note that Zenika Singapore reserves the right to cancel or reschedule the event if necessary. However, in case of a cancellation, Zenika Singapore will inform all attendees one day in advance and will endeavor to provide an alternative date. * Please note that photographs and/or videos will be taken at this event for marketing, publicity, and archival purposes. Should you have any concerns with your image being captured or used, please approach one of our staff members. * Zenika Singapore owns the sole copyright of all content. * You will be added to our mailing list upon registration of this event and will receive updates on our next events and open positions at Zenika.

**Registration Link:** https://luma.com/mu4wsv8t Scalability is often treated as a purely technical challenge, something to solve with the right architecture, tools, or infrastructure. In reality, it is just as much about how we think. In this talk, Fion shares her journey of learning to design for scalability through real-world experience: navigating evolving requirements, growing systems, and the trade-offs that come with them. Rather than focusing on deep technical patterns, the session explores the decision-making process behind building systems that can grow sustainably. Through practical examples, she will reflect on: * How to recognise when scalability becomes a concern * Balancing simplicity vs. future-proofing * Breaking down systems into manageable, evolvable components * Learning from constraints, failures, and iteration This session is designed for developers who are early to mid in their journey, or anyone looking to strengthen their intuition around building systems that don’t just work today but continue to work as they scale. **Agenda** 6:30 PM - 6:45 PM: Registration + Networking 6:45 PM to 6:55 PM: Intro to WDS 7:00 PM to 7:10 PM: Intro to Zenika 7:15 PM to 8:15 PM: Learning to Design Systems for Scalability by Fion Sim, Zenika + Q&A 8:15 PM onwards : Networking + Phototaking + Clean-up

Join us for recreational softball training (throwing, fielding, batting practice, game play). Bring your glove and water for hydration. If you don't have a glove, let us know so we will bring our spare glove. Kindly sound out that you are from Meetup.

Hi everyone, We will be having our monthly meetup event on 2nd May Saturday at 2pm at Tiger Brokers office pantry area located at 1 Raffles Place, Tower 2, #35-61, Singapore 048616. Near Raffles Place MRT. Look for Mr Teddy Lee when you reach the place. My hp no. is 9645 7493. This is a networking and talk event for everyone interested in AI or ChatGPT and to discuss about the latest developments in the use of AI in Finance. You can join our LinkedIn group at [https://www.linkedin.com/groups/14301790/](https://www.linkedin.com/groups/14301790/) and also our Telegram group at [https://t.me/+oJTJ-6fBKs04MTI1](https://t.me/+oJTJ-6fBKs04MTI1) Agenda 2pm Registration and networking session 215pm Sharing by Speaker from Tiger Brokers 3pm Sharing by Speaker from AAIA Mr Peter Ong 345pm Networking session 4pm End of event Note: Please bring along your name cards for networking purposes or exchange your LinkedIn profile is also possible.

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!

**[CONFIRMED TRIP]** **⛰️ BUKIT MOR 摩山 227m LEISURE HIKE + MUAR 麻坡** **📅 Date: 2 May 2026 (Sat)** **Promo: $120/person, Usual:$130/person** [https://www.meetup.com/lets-go-travelling-hiking/events/313681182/](https://www.meetup.com/lets-go-travelling-hiking/events/313681182/) **💰 EVENT COST** **• $130 / pax** **• $120 / pax (3 or more sign up & pay together)** **💳 PAYMENT:** PayNow to UEN: 201727764C Wilfred Go Travelling & Hiking Pte Ltd Or Bank Transfer: DBS Current Account: 0029069789 📲 After payment, WhatsApp 94884478 with screenshot receipt **🏢 TA License No: 03066 TA Name: WILFRED GO TRAVELLING & HIKING PTE LTD** **⛰️HIKE DETAILS:** **Bukit Mor Hill (柔佛州 摩山)** a small village in Parit Jawa, about 18km (\~25 min) from Muar. • Elevation: 227m • Duration: \~1–1.5 hours • Difficulty: Easy / Leisure ✨ Enjoy a relaxing hike with scenic viewpoints overlooking a lake, plus fun photo signages along the trail. Perfect for beginners and casual hikers! **🍜 MUAR FOOD & SIGHTSEEING** Muar is one of Malaysia’s most popular foodie destinations, known for its rich heritage, local coffee, and pre-war architecture. **🍽️ Highlights:** • Glutton Street 贪吃街 – Local street food paradise (fried carrot cake, kuey chap & more) • Hua Nam Chinese Kopitiam – Classic local breakfast spot • Otak-Otak Cheng Boi 阿梅麻坡乌达 – Famous grilled otak-otak (fish, prawn, squid) • Sai Kee 434 Kopitiam – Aromatic coffee, toast & soft-boiled eggs • Wetex Parade – Shopping & leisure time **To Connect With Us:** **1\. Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg)** **2\. Whatapps Channel:** **[https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l)** **3\. Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar)** **INCLUDES:** \* Transportation Van < 14 person Bus >15 person \* Group Dinner is only included if group-size is 10 or more \* Mountain Guide/s \* 1 Event Host **EXCLUDES:** \* Personal Insurance \* Items Not Mentioned In Itinerary include massage etc \* Dinner is at own cost if group-size is less than 10 persons • Driver Tipping, No obligation To Give **To Connect With Us:** **1\. Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg)** **2\. Whatapps Channel:** **[https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l)** **3\. Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar)** **Suggested Itinerary:** Sat, (D) 645am-Marsiling MRT Bus Stop 650am-Depart from Marsiling MRT 730am-JB Custom 745am-Stop over breakfast and packed lunch 1030am-Briefing & Commence Hike 2pm-Toilet Wash-up & Get-Change 3-5pm-Muar Sightseeing Tour 6pm-Dinner @ Yong Peng Restaurant 7pm-Depart 830pm-JB Custom 10pm-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.

We shall do 7 cycles IWT around Bedok Reservoir Park then brisk walk to ECP to do another 5 cycles of IWT before we walk to Mountbatten MRT or Old Airport Road Food Centre for lunch. Interval Walk Training (IWT)—alternating fast-paced walking with slow, recovery-paced walking—is a highly effective, low-impact workout that improves cardiovascular fitness, boosts metabolism, and strengthens muscles. It is superior to steady walking for lowering blood pressure, improving aerobic capacity, reducing visceral fat, and enhancing insulin sensitivity. **Key Health Benefits of Interval Walk Training (IWT):** * **Improved Cardiovascular Health:** IWT strengthens the heart and enhances blood circulation by raising and lowering the heart rate, similar to a high-intensity interval training (HIIT) session. * **Superior Metabolic Control:** It is particularly effective for managing blood sugar and increasing insulin sensitivity, making it ideal for managing or preventing type 2 diabetes. * **Weight Management & Metabolism:** The "afterburn effect" from high-intensity intervals continues to burn calories after the workout ends, aiding in fat loss. * **Increased Aerobic Capacity & Physical Fitness:** Studies indicate that switching paces consistently improves overall stamina and endurance better than continuous walking. * **Muscle & Bone Strengthening:** It strengthens the legs and core, while improving bone density, which is crucial for preventing osteoporosis in older adults. * **Improved Mental Health:** It aids in stress reduction, improves sleep quality, boosts energy, and elevates mood through the release of endorphins. * **Accessible and Sustainable:** The training is low-risk and highly adaptable to various fitness levels, making it popular for improving longevity and mobility in adults over 60. https://www.brownhealth.org/be-well/interval-walking-health-benefits-japanese-walking-method You will brisk walk pass the following parks: \- Bedok Reservoir Park \(IWT 4\.5 km\) \- Bedok Town Park \- Bedok Reservoir Road Neighbourhood Park \- Siglap Park Connector \- East Coast Park \(IWT 2\.5 km\) \- Mountbatten MRT Station \- Old Airport Road Food Centre \(Lunch\) Date: 2 May 2026 (Sat) Registration Time: 7.45 a.m. Start Time: 8.00 a.m. Start point: Bedok Reservoir MRT Station Exit A (Ground level) End Time: 12:45 - 1 p.m. End point: Mountbatten MRT / Old Airport Rd Food Centre Lunch: Old Airport Road Food Centre (Optional) Where to meet at start point? Bedok Reservoir MRT Station EXIT A (Ground Level) Hydrate yourself well 1\~2 days before actual day by drinking 2L to 2.5L of water daily. Do moderate exercise throughout the weeks. Remember to drink 300ml of water with some salt the night before the walk. Drink another 300ml of water first thing in the morning on actual day of the walk. Things to bring: 1\. Minimum 1L of water 2\. Poncho and umbrella 3\. Sun block lotion 4\. Sun hat or cap 5\. Money for lunch 6\. MRT card or taxi fare home 7\. Phone and power bank 8\. Muscle rub 9\. Blisters plasters 10\. Light snacks like nuts & energy bar 11\. Face towel

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

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!

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

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**

The Unity of Columbus Resource Group for the Homeless is seeking compassionate volunteers who would like to help serve and uplift members of our homeless community. This group is dedicated to sharing kindness, resources, and support with individuals who may be experiencing difficult circumstances. Anyone with a heart for service is welcome to join us as we work together to make a positive difference in the lives of others. Community members are also invited to contribute by bringing helpful items for those in need. Donations of items can be contributed at the meeting and will be distributed to assist members of the homeless community. Please consider joining us and sharing this opportunity with friends, family, or associates who may also wish to help. Learn more about Unity of Columbus at www.unityofcolumbus.org or call (614) 267-4959. Together we can extend compassion, dignity, and support to our community. 💛

Join us as we get together to see your choice of two VERY different movies – one sweet and wholesome – the other a terrifying folklore horror! Option 1 is the fun whodunnit-action-comedy-mystery led by Hugh Jackman, THE SHEEP DETECTIVES! Option 2 is the top-reviewed supernatural-horror-thriller starring Adam Scott, HOKUM! Here’s a description, trailer and plan for this event: THE SHEEP DETECTIVES: Every night a shepherd reads aloud a murder mystery, pretending his sheep can understand. When he is found dead, the sheep realize at once that it was a murder and think they know everything about how to go about solving it. The film is directed by Kyle Balda and take a look at this ensemble cast: Hugh Jackman, Nicholas Braun, Molly Gordon, Hong Chau and Emma Thompson and the voices of Julia Louis-Dreyfus, Bryan Cranston, Chris O'Dowd, Regina Hall, Patrick Stewart, Bella Ramsey, Brett Goldstein and Rhys Darby. TRAILER: https://www.youtube.com/watch?v=pyZI5oM6hWk HOKUM: In this film, a horror writer visits an Irish inn to scatter his parents' ashes, unaware the property is said to be haunted by a witch. It is written/directed by Damian McCarthy stars Adam Scott, Peter Coonan, David Wilmot, Florence Ordesh and Austin Amelio. Hokum premiered to rave reviews at this year’s SXSW Festival and is being release by Neon. It is earning a stellar 97% positive rating on Rotten Tomatoes, which calls it, “A classic haunted house story enriched with atmospheric folklore and perfectly-timed shocks!” TRAILER: https://www.youtube.com/watch?v=EVCIK_MPyhc PLAN: We’ll plan for a 7pm-ish showing of both films and will meet inside the theater lobby about 20 minutes before showtime. If the showtimes work out, we’ll try to get both groups together for a bite before the shows! Complete details and showtime will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan