Kali

Hey AWS Security fam 👋 **Our goal remains the same: bring security and cloud practitioners together.** Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster. Want to speak next time? We are lining up lightning talks and deep dives for upcoming meetups — 30-minute sessions, interactive by design. New voices welcome: operators, builders, blue/red/purple teamers, platform folks. If you have shipped it, broken it, or fixed it, we want to hear it. (Ping the organizers / DM us after you RSVP.) 🎤 **Speakers** ✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center** 📌 Alfred Koh - Senior Manager, Fintech This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams. ✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda** 📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns. ✅ **Automating Secure Access Across Your AWS Ecosystem** 📌 Deddy Gunawi - APJ Solution Architect, Okta In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts. 🧭 **Event Details** 📅 Date: Wednesday, 8th April 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🛂 **Registration & Check-in (Important)** Watch for an email titled: AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – April 2026 Show this email at Level 1 Concierge to access Level 5 for verification. Walk-ins: Only if capacity allows. Confirmed registrations get priority. No confirmation email = walk-in; entry not guaranteed. 🙌 **What to Expect (and why it’s worth your evening)** * 30-minute interactive sessions — no death-by-slides * Live Q&A & show-and-tell — bring questions, tooling, and war stories * Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs 🍕 **Agenda & Housekeeping** 6:30 PM — Pizza & drinks (vegetarian + halal options) Talks — Start right after dinner Networking — Meet builders, defenders, and platform folks 📸 Photos/recordings may be used for future promo Pro tip: Arrive early to skip queues and snag a good seat 🎁 Swag & promo codes — stay till the end for giveaways

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Jurong East (NS1/EW24)

**About the Event** Costs are rising. Talent is fragmented. The old way of building teams is breaking. We’re bringing together founders, investors, and operators to talk about how global companies are actually being built today. **\*\*RSVP [HERE](https://luma.com/591xiiuu)\*\*** **Event Topic** A smarter way to build global companies using Southeast Asia as your talent and growth engine. **Agenda (2 hours)** **-Welcome (5 mins)** ​-**Panel Talk (45 mins)** How to build high performance global teams without burning cash • [e-America](https://e-america.org/): entering and scaling in the US market • [Mamba Partners:](https://www.mambapartners.com/) what investors look for in scalable teams • [TalentHero](https://talenthero.co/): what works (and fails) in offshore teams ​Topics: • What’s broken in hiring today • Where companies waste money scaling teams • What to offshore vs what not to • Why some global teams work and others fail • How investors really think about offshore teams • Southeast Asia: cost advantage or strategic edge -​**Q&A (10 mins)** -​**Networking (60 mins)** Drinks. Light bites. No structure. Just high quality people and conversations. **\*\*RSVP [HERE](https://luma.com/591xiiuu)\*\***

🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS SECURITY MEETUP PAGE** 👉 **Please RSVP here:** 🔗 https://www.meetup.com/aws-sg-security/events/313260322/ 📌 This event is hosted under the **AWS Security Users Group Singapore**. 📩 All attendees **must register** via the link above to receive a confirmation email and secure access to the venue. ❗ Registrations on other meetup pages will **not** be considered valid. **Hosted by AWS User Group Singapore x AWS Security Users Group Singapore** Hey AWS Community, April brings us another security focused AWS Meetup, hosted in collaboration with the AWS Security Users Group Singapore. Expect an evening of practical security discussions, real world lessons, and strong community energy at the AWS Singapore office. This meetup brings together cloud and security practitioners who are building, operating, and securing systems at scale. Security is broad. Cloud moves fast. Let us meet in the middle, share what works, what breaks, and how teams can ship safer and faster on AWS. Whether you work in development, operations, architecture, or security, this session is designed to leave you with ideas you can apply immediately. 📅 Date: Wednesday, 8th April 2026 🕡 Time: 6.30pm – 9.00pm 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Speakers** ✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center** 📌 Alfred Koh - Senior Manager, Fintech This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams. ✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda** 📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns. ✅ **Automating Secure Access Across Your AWS Ecosystem** 📌 Deddy Gunawi - APJ Solution Architect, Okta In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts. 📸 Kindly note that photographs and recordings captured during the event will be used for future promotional purposes. 🍕 **Agenda & Housekeeping** 💡 Pro Tip: Arrive early to avoid queues and secure your seat for the sharing sessions! 🍕 Pizza Time: Dinner starts at 6.30pm, enjoy pizza and drinks before the talks begin. 🎤 Talks start around 7.00pm 🍻 Post-Event Networking: Stick around to meet fellow builders, practitioners, and experts. 🎁 Swag & Promo Codes: AWS swag and giveaways await those who stay till the end! 🔗 Connect with us: Meetup: [AWS Security Users Group Singapore](https://www.meetup.com/aws-security-users-group-singapore/) 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) 📬 Enquiries: [aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)

Please be reminded that participants should already know at least all Hiragana, Katakana letters and basic grammar.
Important points to remember: 

(1) Participation for the purpose of dating or solicitation is also strictly prohibited. 

(2) We are usually seated somewhere in front of the fruit and juices store 

Q. Do I need to pay?
A. No! All the native Japanese participants are volunteers.
【日本語を教えるボランティア募集】
・このグループでは一緒に日本語を教えてくれるボランティアを募集しています。
・今のところは隔週１回、水曜日に開催していますが、ボランティアが増え次第、頻度を増やしていこうと考えています。
・今のところ中級、上級レベルの学習者がメインで、日本語を使い会話練習するだけなので、日本語を教えたご経験が無くても問題ありません。
・興味がある方は、気軽に参加下さい。

**For ages 8 and above.** These 3 traditional martial art forms will be taught during the 2 hour class: * Kalaripayattu * Silambattam * Adimurai **About Kalaripayattu** Thought to be one of the most ancient martial arts in recorded history, Kalaripayattu is derived from two words, “Kalari” signifying battlefield or arena and “payattu” which translates to the words ‘practice’ and ‘exercise’. **About Silambattam** Hailing from the region of Tamil Nadu (India) where it emerged around 1000 BCE, Silamabattam is a popular variant of weapon-based martial arts which is performed with the aid of specific weapons, primarily Rattan staffs, short sticks, deer horns and swords. **About Adimurai** Adimurai is a generic term applied for the indigenous martial arts of the Indian/Tamilian archipelago. Adimurai in general refers to the sport of using techniques derived from Indian and Tamil martial-arts. It uses kicks and boxing-mannered punches to defeat an opponent in ways that are analogous to standard present-day boxing. The manipulation of joints as well as certain locking techniques also form the basis of Adimurai. ### **Address** 448 Serangoon Rd, Singapore 218138 ### **Schedule** Sundays 2PM - 4PM ### **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.** IKMF Krav Maga training helps you defend yourself effectively on the streets. Below are just some of the reasons why Krav Maga classes at IKMF Singapore will benefit you. 1\. There are no rules in street attacks\, so imagine what we will do to the attacker\. 2\. No one wants to get in a fight\, so prevention & de\-escalation will be taught too\. 3\. You're lucky if there's just 1 attacker out in the streets\. To better prepare yourself\, we train with the mindset of potentially facing multiple attackers\. 4\. Did I mention weapons? Who says attackers can't possess knives/sticks/guns? ### **Address** 767 Upper Serangoon Rd, #01-05, 534635 Singapore (Kali Majapahit Martial Arts studio) ### **Schedule** Saturdays 4PM - 530PM ### **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.

**�� CONQUER GUNUNG BEKOK @953M, CHALLENGE YOURSELF TO REACH TO THE SUMMIT.** **�� 11 Apr2026 (Sat 615am-11pm)** **⚠️[CONFIREMED TRIP, LIMITED SLOTS AVAILABLE]** **– DON’T MISS OUT!** **�� BOOK NOW (FAST RESPONSE)** **�� WhatsApp: 94884478 �� RSVP via Meetup** **[https://www.meetup.com/lets-go-travelling-hiking/events/313185340/](https://www.meetup.com/lets-go-travelling-hiking/events/313185340/)** **✨Conquer one of Johor’s top peaks:** ��Stunning 360° panoramic summit ��Challenge yourself with a rewarding jungle trek �� Epic photos at the peak **⛰️ HIKE DETAILS:** �� Gunung Bekok Summit @ 953m �� Distance: 14KM Loop / Duration:\~10 Hour �� Difficulty: 6.5 / 10 (Moderate Challenge) **�� PAYMENT:-** ��PayNow: $xx to UEN: 201727764C Wilfred Go Travelling & Hiking Pte Ltd OR Bank Transfer: DBS Current Account: 0029069789 �� AFTER PAYMENT: WhatsApp 94884478 screenshot receipt ��LICENSED TOUR OPERATOR. TA License No: 03066 Wilfred Go Travelling & Hiking Pte Ltd **INCLUDE:** \* 1 Event Host \* Mountain Guide/s \* 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 **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:** **Saturday (D)** 615am –Gather at Marsiling MRT Bus Stop 620am-Depart 630am-Woodlands Custom 650am-Depart JB Custom 9am-Commence Hike 930am: ETA jungle line 10am: CP Kolam Hijau 11am: CP Kolam Tengas 1130am: CP Akar Liana 1230pm:Gunung Bekok summit & Packed Lunch 1pm: Start descend 530pm: ETA foothill 6pm: Dismiss 630pm- Wash up & Get Change 7pm-Yong Peng Dinner (Included) 8pm- Depart to JB Custom 1030pm-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.

Hi everyone, Ever wished you had a personal AI assistant that knows you, remembers your preferences, and works 24/7 across your favourite messaging apps? In this hands-on beginner workshop, Ray Han — who runs multiple AI assistants for his own businesses — will walk you through building your own personal AI assistant using OpenClaw, the open-source AI agent platform. **What you'll learn:** · What OpenClaw is and why it's different from ChatGPT · Set up your own AI assistant (two methods — 1-click cloud and full local install) · Connect it to Telegram or WhatsApp · Give it memory, personality, and your own instructions · Real demos of what a configured assistant can actually do **What to bring:** Laptop (not tablet) with Chrome browser. No coding experience needed. Wi-Fi provided. **Who is this for:** AI-curious professionals, founders, and anyone who wants a personal AI that works for them — not just a chatbot. Speaker's profile: Ray works in a MNC, where he leads enterprise AI strategy. Outside work, he runs multiple businesses — including a TCM clinic and professional training consultancy — each with its own AI assistant built on OpenClaw. Ray is an AI practitioner, not a theorist. His AI assistants manage his content library, monitor markets, coach his fitness, and handle daily operations across his ventures, also helping to shape this event. He's currently writing a book on building personal AI assistants.

Greet the morning with stretches and postures to awaken your body and mind. After a long and busy work week, we all looked forward to a good weekend to rest and refresh. We like to invite you to join us for an energizing 75 minutes Hatha Flow session, while being surrounded by plants and nature. This session is suitable for beginners, intermediate or regular practitioners of Hatha Yoga. **PLEASE RESERVE YOUR MAT SPACE HERE OR SCAN THE QR CODE IN THE PHOTO ABOVE:** https://bit.ly/404V1DZ **IT IS IMPORTANT THAT YOU REGISTER SO THAT WE CAN MANAGE THE NUMBER OF ATTENDEES. ONLY PARTICIPANTS REGISTERED IN THE LINK ABOVE WILL BE ADMITTED.** A token fees of S$10 will be charged for each session. Detailed directions and information will be sent via a reminder email all who have registered on Friday afternoon. Please do look out for it in your inbox or spam mail box. We will meet at actual practice venue in Fort Canning Park, Fort Canning Green at 8.20am and begin the session at 8.30am. Do come dressed comfortably. Bring your own mat, water bottle, insect repellent and a smile. See you there ! Wishing you happiness and health, Robin taivanyoga@gmail.com **FAQ:** **What should we bring?** Do come dress comfortably for stretching exercises, bring along your yoga mat and full water bottle. If you are concern about mosquitoes or insects, please bring along some insect repellant as well. **Is this session suitable for all?** This is an intermediate level yoga session, we strongly advise that you should seek medical advise from your doctor if you have undergone recent medical procedures and / or suffering from chronic medical condition before participating in this session. We will not be liable for any injuries or worsening of your condition. If you are not sure, we suggest that you should avoid this session until your medical condition has improved. **Is this session free?** No, we will be charging a token fee of S$10 for each session, which will go towards defraying the administration fees of booking platforms.

Hello everyone! Join us for an IN PERSON Apache Kafka® x Apache Flink® meetup on Apr 10th from 6:30pm, hosted by Credit Agricole CIB in Singapore! **📍 Venue:** Mapletree Business City Blk 20 West 20 Pasir Panjang Road Singapore, 117439 , Level 13 \*\*\* **🗓 Agenda:** * 18:30pm-19:00pm: Food, Drinks & Networking * 19:00pm-19:30pm: Zabeer Farook, Technical Architect, Credit Agricole CIB * 19:30pm-20:00pm: ​Dominique Ronde, Staff Solution Engineer, Confluent * 20:00pm-20:30pm: Networking \*\*\* **💡 Speaker:** ​Dominique Ronde, Staff Solution Engineer, Confluent **Talk:** Guardians of the Stream: Kafka, Flink, and the Rise of GenAI **Abstract:** In this session we will explore how Kafka and Flink can seamlessly integrate with GenAI to build intelligent systems capable of real-time learning, automation, and decision-making. Discover the next frontier in data streaming and artificial intelligence, where Kafka, Flink, and GenAI take center stage in shaping the future of industries. **Bio:** ​**Dominique Ronde** is a Staff Solution Engineer at Confluent, a pioneer in enterprise event-streaming platforms. With previous roles as a Big Data Architect and Data Scientist at freeyou, SAP, and Allianz, Dominique brings deep expertise in digital transformation, Java, AWS, and Apache Kafka®. Since 2016, he has worked extensively with Apache Flink and currently serves as a subject matter expert in the APAC region. Dominique is a frequent speaker at conferences worldwide, with a recent focus on innovative data use cases in the insurance industry. Outside of work, he enjoys experimenting with Arduino microcontrollers, IoT home devices, and traveling. \-\-\-\-\- **💡 Speaker:** Zabeer Farook, Technical Architect, Credit Agricole CIB **Talk:** Natural Language Analytics in the Lakehouse : Why is it harder than it looks? **Abstract:** AI agents and the Model Context Protocol finally make natural language analytics on your lakehouse technically plausible — any LLM can discover your schema, plan a query strategy, and return results in seconds. But connect an agent directly to your Iceberg stack and something uncomfortable happens: it returns confident, fluent, wrong answers with no signal that anything is amiss. This talk demonstrates exactly why — wrong metric formulas, invented business terms, incorrect join paths — and introduces the architectural layer that fixes it: the unified semantic layer, exposed as an MCP API. A glimpse at what becomes possible when agents call meaning, not just schema. **Bio:** Zabeer is a seasoned Technology Architect with nearly 20 years of experience in enterprise software across FSI and fintech, including retail banking, wealth management, KYC, regulatory reporting, and payment systems. He brings strong expertise in digital transformation, legacy modernization, and data engineering, with hands-on experience in AWS, Kubernetes, Kafka, Flink, Spark, APIs, and DevOps. Actively contributes to the Singapore tech community, co-hosting Kafka meetups and delivering technical talks, with a strong focus on real-time data streaming and event-driven architecture. \*\*\* ***DISCLAIMER*** BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs. As the classroom is a mask-on setting, please be reminded that masks should still be worn at all times unless actively eating or drinking NOTE: We are unable to cater for any attendees under the age of 18. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](mailto:community@confluent.io)

Let’s try this popular Italian restaurant in Reynoldsburg. This is the menu: https://scaliristorante.com/#4e468054-0235-43e2-81c2-44e061341e9e

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

Ciao a tutt\*! Let's meet Monday at 6.30pm at the Upper Arlington Library (**Tremont** Branch) in **Meeting Room A** to speak in Italian for 1 hour.

**Our April novel is: *The Hong Kong Widow* by Kristen Loesch** **This month’s novel blends gothic atmosphere with historical fiction and chilling horror, set against the haunting backdrop of China. The book is 368 pages in print and 10 hours and 42 minutes on audiobook.** In 1950s Hong Kong, Mei is a young refugee of the Chinese Communist revolution struggling to put her past in Shanghai behind her. When she receives a shocking invitation—to take part in a competition in one of the city's most notorious haunted houses, pitting six spirit mediums against one another in a series of six séances over six nights, until a single winner emerges—she has every reason to refuse. Except that the hostess, a former Shanghainese silent film star, is none other than the wife of the man who once destroyed Mei’s entire life. It is promised the winner will receive a fortune, but there is only one prize Mei wants: revenge. Decades later, the final night of that competition has become an infamous urban legend: The police were called to the scene of a brutal massacre but found no evidence, dismissing it as a collective hallucination. Mei knows what she saw, but now someone else is convinced they know what she did. She must uncover the truth about the last night she ever spent in that house—even if the ghosts of her past are waiting for her there. . . .

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

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