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Powering AI Agents/Apps w context data from more than just default vector search
Welcome back to our meetup in April. The date is right before the GITEX AI Asia conference held at the Marina Bay Sands Convention Centre.
* **06:00 PM** Registration, dinner, networking
* **06:30 PM** Talk starts
Talk #1: Powering AI Agents/Apps with contextual data from more than just the default vector search
Description: Most solutions showcase vector search as the default search mechanism to power AI applications. But it is often not the most effective solution. In this demo, we will showcase different search techniques and hybrid approaches for retrieving contextual data with MongoDB.
Talk #2: Real Practical RAG, from Demo to Production - in a 10,000-person organization and an intelligence org
Moving from controlled demos to real-world deployment exposed several challenges that are easy to underestimate. In clean demos, our prompts/queries are often well-formed and datasets are neatly curated, and we test the happy paths.
But real users behave very differently. We observed clear gaps between how users express intent and how that intent is represented in the embedding space (leads to irrelevant/missed retrievals). This made retrieval design and chunking strategy critical: how documents are split, indexed, and ranked directly impacted whether the system could “understand” a query.
Additionally, as the dataset scaled with many similar or overlapping documents, retrieval became noisier - every vector is similar to a lot other vector - making it harder to consistently surface the right information.
These challenges highlight that building a production-ready RAG system is not just about ensuring our datasets and RAG method works, but also user's intent and behavior.
TBA: We will have a 2nd speaker talking about AI in real use cases in intelligence orgs either in this meetup or the next meetup. More details for the 2nd speaker are still being prepared.
Pickleball Group Class (Intermediate)
Our classes are led by certified instructors who will teach you the proper techniques and strategies to help you dominate on the court. You will have a great time getting some exercise, meeting new people, and improving your pickleball game in a way that is efficient and impactful.
### **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
Board Games & Chill – Tuesday at Open Sourced
Craving a midweek reset? Slide into Board Games & Chill - our weekly Tuesday night hangout, the vibes are relaxed, and the conversation’s always fun.
We’ve added **11** new board games — come by, play a few rounds, and help with new ideas!
Come solo or bring a friend. It’s low-pressure, good food, and great company — perfect if you’re new in town, working nearby, or just need a breather from the grind.
**Venue:** Open Sourced
**Website:** [www.opensourced.so](http://www.opensourced.so)
**Date:** Tuesday
**Time:** 6.30pm-9pm
**Location:** 10A Perak Road, Singapore 208131
Pickleball Group Class (Beginner)
Ready to learn a fun and exciting sport while getting some exercise? Our pickleball group classes offer a welcoming and supportive environment where you can learn and improve your skills while also making new friends. Our certified coaches will guide you through the basics of the game and help you to develop your technique and strategy. So, whether you are a seasoned athlete or just starting out, come join us for a thrilling and energizing game of pickleball!
### **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
Professional Business Networking
**NTU Alumni Club / VIbe@6**
**2 Handy Rd, #06-10 The Cathay, Singapore 229233**
Meeting Investment: S$70 (Refreshments included)
**To register, use the form in the URL**
https://fly.bniorigins.sg/visit
• What we'll do
The Purpose
Let's network and connect businesses using a well-structured and efficient format.
We meet to network and also learn new skills. It's not just about exchanging contact information, but we also share experiences and other business contacts to help each other grow.
**A Guide for New Visitors**
• BE ON TIME
Our meeting starts at 8.00am sharp and ends at 9.30am. Please come at 7:45am for the networking session.
• FARM & COLLABORATE
We gather together not to hunt business deals from one another but rather to explore means and opportunities to build our businesses through referrals and collaborations together. We appreciate that you don't push your business to our members and other visitors.
• PREPARE A 15-SECOND INTRODUCTION
Don't worry, despite sitting through numerous meetings, some of us are still as nervous as you. Just share a little about yourself, what you do, and how you can collaborate with the people present. 15 seconds go by really quickly anyway.
• STAY FOR OPEN NETWORKING
Don't be in a hurry to rush off after 9.30am. Many of our members and visitors stay for open networking well after the meeting, so do stay on and mingle with us for another 30 minutes to an hour.
• MOST IMPORTANTLY, COME WITH AN OPEN MIND
What makes BNI unique and efficient is the system and structure in place for business owners like us. Come with an open mind and understand why we are willing to sign up for the chapter and meet every week at 7.45am.
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IN PERSON! From Streams to Insights: Kafka, Flink & Modern Analytics
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)
🎉 After Work Social – Meet New Friends and Dine and Chill
# 🎉 After Work Social – Meet New Friends, Dine & Chill
**Good conversations.**
**Comfort food.**
**New connections.**
Instead of another evening scrolling through your phone, come join a relaxed social night where strangers become friends over food, drinks, and easy conversations.
In collaboration with Offbeat, we’re creating a welcoming space where young professionals and newcomers in Singapore can connect naturally in a casual dining environment.
No pressure.
No awkward networking.
Just real people and good vibes.
***
# 🍻 Early Arrival Perk
🎁 **First 10 guests to arrive receive a complimentary drink on us.**
Come early, grab your drink, and ease into the evening.
***
# 💬 What to Expect
This isn’t the kind of event where people stand around awkwardly holding their drink.
We help the room flow naturally so conversations start easily.
✔ Meet **12–20 new people** in one evening
✔ Light guided introductions to break the ice
✔ Relaxed dining & drinks atmosphere
✔ Reserved space for our group
✔ Open mingling throughout the night
Coming alone? That’s completely normal.
Most people do — and by the end of the night, you won’t feel like you came alone.
***
# 👥 Who Should Join
This event is perfect for:
• Young professionals **18–39**
• Locals, expats & newcomers to Singapore 🌏
• People looking to expand their social circle
• Anyone who enjoys meaningful conversations over loud nightlife
This is **not a dating event** — just a social space to meet new people.
***
# 🕒 Evening Flow
**6:30 PM – Arrival & Welcome**
Grab a drink and meet a few friendly faces.
**7:00 PM – Social Introductions**
Short guided introductions to help conversations start naturally.
**7:15 PM onwards – Chill & Mingle**
Reconnect with people you clicked with or continue chatting over food and drinks.
***
# 🎟 Entry
**SGD 10 per person**
Your ticket helps us:
• Secure the venue space
• Manage group size
• Maintain a comfortable social atmosphere
✨ RSVP required
***
# 🎲 Optional Social Game
We may run a light-hearted mini social game during the night.
Participation token: **SGD 2 (optional)**.
Small prizes, fun moments, and a great way to spark conversations.
***
# 🌆 Why Join?
Singapore is a fast-paced city.
But the best friendships often start with a simple conversation.
After Work Social creates a relaxed space where:
✨ You meet people outside your usual circle
✨ Conversations go beyond small talk
✨ You leave the night with real connections
***
🚫 **Community Reminder**
This is a **social after-work gathering**, not a business networking event.
Please **no MLM promotions, insurance selling, or business pitching during the event** so everyone can relax and enjoy genuine conversations.
***
**Come dine. Chill. Meet new people.**
Prostate Cancer Health Talk with Dr. Peter Lim | Free Event for Men 40+
Prostate cancer is the most common cancer among men in Singapore. Most men have no symptoms in the early stages — and by the time they do, it may already be advanced. **Early detection saves lives. And it starts with knowing your risk.**
This April, take the most important step for your health and join us for a free, expert-led talk by **Dr. Lim Huat Chye Peter** — one of Singapore's most respected urologists and founder of the Society for Men's Health (Singapore).
**📅 Date:** Saturday, 11 April 2026
**🕑 Time:** 1:30 PM – 4:00 PM
**📍 Venue:** Farrer Park Hospital, Connexion, #16-06 (Viv Hall)
**💰 Admission:** FREE
**If you're a man over 40, this talk is for you.**
Most men avoid talking about their health — until it's too late. Don't wait for symptoms. Prostate cancer is highly treatable when caught early, but the window matters. This is your chance to get straight-talking, expert guidance in a relaxed, open setting where all questions are welcome.
**What you'll learn:**
* What prostate cancer is and how it develops silently
* Who is at risk — and why men over 40 need to act now
* When and how to get screened, and what tests to expect
* Treatment options and the latest advances in urological care
* How to have the conversation with your doctor — and what questions to ask
Come alone, or bring a father, brother, husband, or friend. The men in your life need to hear this.
**Seats are limited. This event is free — but your health is priceless. Register now before it's too late.**
Mix & Mingle: Coffee, conversation & New Connection
**Looking to meet new people in a relaxed, no-pressure setting?**
Join us this Thursday for a laid-back coffee session where conversations flow naturally and connections happen effortlessly. Let’s have a good coffee, easy vibes, and meaningful chats.
Whether you're exploring new ideas, growing your network, or simply want to spend your afternoon meeting like-minded people, this is the perfect space to unwind and connect.
Come as you are. Grab a coffee. Start a conversation. ☕
**Important: Please Read Before Registering**
To keep the vibes friendly and the conversations meaningful, we are strictly limiting each host to only 5 guests. Because spots are so limited, we ask all attendees to follow these conditions:
**Connect with us:**
Meetup: https://www.meetup.com/members/387832029/
Facebook: https://www.facebook.com/williaestate/
Instagram: https://www.instagram.com/williaestate/
Tiktok: https://www.tiktok.com/@willia.estate
**Respect the Seat : If you register but find you can no longer make it, please edit your attendance to remove your name.** This allows someone on the waiting list to join the conversation!
Build Your Personal AI Assistant with OpenClaw
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.
Learn AI · Build Wellness · Create Wealth
Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person?
Join us for this exclusive live meetup where we bring together forward-thinking business owners, wellness advocates, and digital entrepreneurs.
You’ll learn how to use AI tools to simplify your marketing, boost your online presence, and grow your income—all while promoting better health and balance in your life and business.
Picture a vibrant room filled with positive energy, powerful insights and real collaboration opportunities.
You’ll walk away with practical AI strategies, valuable connections and an inspired vision for building a wellness brand that truly works for *you*.
Don’t miss this in-person opportunity to learn, network and elevate your wellness business.
RSVP now to secure your seat—spaces are limited for this live meetup!
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IxDA Chat ‘n Pancakes
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!
Spring Social Bowling League 🥳 20% Discount for NEW Bowlers!
☀️ **Shake Off the Winter Chill** **\- Bowl With Us\! 20% off for NEW bowlers\!**
Our 6-week spring social bowling league starts in **April** \- trade social hibernation for strikes\, beers\, and new friends\! Whether you're looking to unwind after work\, meet new people\, or just have a fun night out with pals\, this league is perfect for everyone\! Chill times\, cold drinks\, and plenty of chances to connect with others\. No matter your skill level\, this league is all about having fun and meeting new friends\. **;)**
**🗓 Thursday evenings \|📍 AMF Sawmill Lanes \| 💵 $79 *(while Early Bird is active)***
**🚨NEW to the league??** Use discount code (**MU2P26**) for 20% off - $63.20 *during Early Bird*
**💻 League Info & Registration**: https://bit.ly/ColumbusBowling
**Why Join?**
🎉 It’s only 6 weeks - perfect for a low-commitment social plan
🍻 Great mix of people in their 20s-40s, plus post-game hangs at the bar
🎳 Zero pressure - gutter balls totally welcome!
👕 Free league shirt if you sign up early
🧠 Weekly trivia w/ prizes
💬 Super social - join solo or w/ friends!
**Want in?**
Join our Meetup team Gutter Dusters 👉 **Click here to join** https://tinyurl.com/23auxkaq
Or start a team of your own with a few friends - we’ll all be hanging out either way!
📅 League Dates (Thursday evenings): April 16, April 23, April 30, May 7, May 14, May 21
***(The MeetUp event date is deadline to register for the league.)***
**Cost & What’s Included:**
✔ $79 Early Bird registration - **NEW bowler?? Get 20% off with code: MU2P26**
✔ 6 weeks of bowling (1–3 games/week)
✔ Shoe rentals & full league setup
✔ Trivia, prizes, and great people
👉 **SIGN UP NOW**
💻League Info & Registration: https://bit.ly/ColumbusBowling
🤑Use promo code MU2P26 to save 20%
📸 Follow the fun on Instagram: https://bit.ly/BowlingLeague-IG
📩 Questions? Contact the league: http://bit.ly/2nKHno7
Spots are filling fast – don’t miss out on the fun times!
Central Ohio Radio Enthusiasts - WiFi HaLow: Introduction and Practical Use
Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected.
This month we have **WiFi HaLow: Introduction and Practical Use** with **Alex Barbur**.
Details are are [core.radio](https://core.radio).
Yarn Social at Northwest Library
If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.
Prompt vs. Paintbrush
AI is changing how art is made. But when does it stop being your work and start being the machine’s?
This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation?
We encourage audience participation during this event that will be moderated by Chris Slee.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)
Humanist Program
The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event.
We will be hearing from Becca Powell, Director of Advocacy and Outreach at Unchained At Last, an organization whose mission is dedication to ending forced and child marriage in the United States through direct services and systems change. Unchained At Last's mission clearly meshes and addresses several of our Humanist Ten Commitments. Becca will educate us about an issue many of us may not be familiar with--but should be.
Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk.
Going forward our meetings will be hybrid. You can meet us in-person or attend online
Join Zoom Meeting
[https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1)
Meeting ID: 878 3656 4953
Passcode: 760812
One tap mobile
+19292056099,,87836564953#,,,,\*760812# US (New York)
+13017158592,,87836564953#,,,,\*760812# US (Washington DC)
The formal presentation will start at noon



















