DIYbio

Halo Data Engineers Singapore! We are excited to welcome **Jason Jebanesan JEBANESAN** from **Credit Agricole CIB** & **Kelvin Kok,** from **Axrial** to talk about: ***Stop Tuning Your RAG Start Orchestrating - by Jason*** RAG was supposed to fix hallucinations, instead it introduced a new class of silent production failures. Tuning won't save you. RAG is a control-plane problem, and MCP is the wire underneath. ***10x Your Data Engineering: Rapid Glue ETL Prototyping with Kiro - by Kelvin*** ​The longest mile in data pipeline construction is building the transformation layer. Manually configuring AWS Glue jobs can bottleneck an entire project. In this lightning-focused talk, we’ll show you how we use Kiro to completely bypass the boilerplate. We will walk through how we feed technical constraints into Kiro to rapidly generate highly optimized AWS Glue ETL logic, ensuring efficient execution while keeping developer velocity at an all-time high. **Expected agenda:** **6.30pm - 7.00pm** \- Registration\, Food & Networking **7.00pm - 7.45pm** \- Presentation & QnA by Jason **7.45pm - 8.30pm** \- Presentation & QnA by Kelvin **8.30pm – 9.00pm** \- Post\-event Networking Hope to you all soon! Cheers! DESG

## Details **♟️ Geek Out, Stress Out 🎯** **Note:** If you are hosting games, you can create a session under this event via this URL: [https://playbojio.vercel.app/](https://playbojio.vercel.app/) Ready to flex that board game brain? This night is for the seasoned gamers, the engine-builders, the tableau tacticians, and the worker placement pros. We're diving into the deeper end of the tabletop pool—**strategy games that challenge, engage, and maybe even melt your brain (in a good way).** Whether you're plotting your next move in a Euro classic or trying out a hot new release, this is your space to **go big on games** and connect with fellow strategy lovers. Bring your A-game, bring your favorite titles to share, and let’s get into the good stuff. **Venue:** Geekster **Time:** 7pm to 11pm (Every Thu) **Address:** 100 Lorong 23 Geylang #03-02 S388398 (Near to Aljunied MRT, take the shorter path at Atrix Bulding) **Fee:** Option A: Roll 2 dice and the sum will be the entry fee Option B: S$8 per entry Both options come with **ONE** complimentary drink **🎲 Play Arena Rules 🎲** 1️⃣ Max capacity: 24 people (excluding Geekster). RSVP is first come, first served. If you can’t make it, please de-RSVP so others on the waitlist can join. ✅🔄 2️⃣ Be respectful—no excessive noise or aggressive behavior. 🚫🎭 3️⃣ You’re welcome to bring your own games! Just make sure they’re ***clean*** and ***mold-free***. Comment below with what you're bringing. 😊🎲 4️⃣ Handle all games with care. Damage to Geekster’s games may incur a replacement fee. 💸⚠️ 5️⃣ No outside food or drinks (except plain water). Keep food and drinks away from games. 🚱🍔 6️⃣ Feeling unwell? Please stay home. Hosts may deny entry if needed. 🤒❌ 7️⃣ Keep an eye on your belongings; management isn’t responsible for lost items. 🎒👀 8️⃣ Theft = police report + permanent ban. 🚔🚨 Please join our **Telegram** group here for more details/updates: [https://t.me/+6r-3vSQcxwNjZjM1](https://t.me/+6r-3vSQcxwNjZjM1) **CONNECT WITH US!** **📌 Follow us on** [IG](https://www.instagram.com/geekster.sg/) **📌 Check out our latest arrivals and pre-orders on our** [website](https://www.geekster.sg/)

**What if healing was already in your hands?** And what *is* healing, really? Come explore these questions with us at **Experiencing Reiki,** a gentle, welcoming session open to everyone, whether you're completely new or already familiar with Reiki. This is a beautiful entry point to discover the power of Reiki and reconnect with your inner world. You'll receive a **Heart Chakra Attunement**, awakening the natural flow of Reiki energy through your hands. And if you’re already a Reiki student? You’re absolutely welcome—after all, can we ever have too much heart-opening energy? We’ll close with a **group healing session**, intuitively guided by the collective theme that arises. Come as you are. Leave with more than you expected. Energy Exchange: SGD25 or USD19.50 For more details: http://www.simplyreiki.sg/experience.html For other self-healing events or courses that are upcoming: http://www.simplyreiki.sg/schedule.html

## Struggling to Get Leads from People Who Don’t Know You? You’re posting content… trying different strategies… maybe even using AI tools… But still not getting consistent leads or customers. If that sounds familiar, this session is for you. ## How AI Can Help You Attract Cold Leads (Without Overcomplicating It) In this live, in-person workshop, you’ll learn simple and practical ways to use AI to: * Reach cold audiences more effectively * Generate interest without sounding “salesy” * Create content that attracts potential customers * Approach lead generation in a clearer, more structured way Everything will be explained in a beginner-friendly manner — no technical background required. ## Imagine Having a Clearer Way to Attract Customers Instead of guessing what works… You’ll start to see how to: * Turn strangers into interested leads * Use AI to save time and effort * Build a simple approach to attract potential customers This session focuses on practical understanding — not theory. ## Secure Your Seat This is a small-group, in-person session to ensure quality learning and interaction. 👉 Reserve your seat now to learn how to start attracting leads and customers using AI.

Meet: HarbourFront MRT control station (**NE1** \|\| **CC29) facing B1 Vivocity** When: Thursday 4 Jun 5 pm \*\*This is a Rain or Shine event. Please take a good lunch or bring along some snacks if you feel hungry along the way. Where there are thunderstorms, we will adjourn for coffee or early dinner. We will resume the walk once the rain subsides. Please be punctual. You are encouraged to be slightly early to avoid disappointments. There will be 5 minutes grace for attendance taking. Please remember that we cannot wait because this would be unfair to those already present. Let's go find an old abandoned Polis Post before it's demolished! See you there! :-) What to bring: \- Shades \- umbrellas \- Water \- Good walking shoes \- Long pants preferred \- Mosquito Repellent Event communication will be through the event chat. Please check the event chat on the day of the event so that you will be updated on any changes. Please be sure to RSVP responsibly to help those who are on the waitlist get the chance to come for the walks. ***You should confirm your RSVPs the day before the event to allow those on the waitlist time to schedule for the event.*** Thank you for your kind understanding. Disclaimer: Your physical well-being is your responsibility. Exercise care while you walk. Please let me know when you feel unwell and need to drop out. Walking comes with a risk of personal injury. ***By joining the walk, you accept responsibility for your safety and join the walk at your own risk. The organizer(s) will not be responsible or held liable for any accidents or injuries during or arising from the event.***

Hey Guys, For this run - we will be running at Tampines towards IKEA for dinner! Approx. Distance: 5km Meeting location: Tampines MRT Exit B (ignore the glitch stated under 'location') Dinner location: Tampines IKEA And in the spirit of the Run-to-Eat club, we will end off the run with a satisfying dinner close by. Hope to see you guys soon! ((: *Notes: 1) No locker services will be provided 2) Unable to wait for latecomers

**Longevity Workout: HIIT, Yoga & Networking** Join SG Healthy Longevity Meetup x HIITYOGADETOX for a rejuvenating community event focused on movement, connection, and longevity science. Start the day with an energising outdoor workout at Fort Canning Park Exercise Station, combining HIIT — high-intensity interval training — yoga, and detox-inspired practices. After the session, we’ll head to Funan Mall Food Court for lunch, networking, and an informal discussion on health, vitality, and the science of living well. This event is designed for anyone interested in fitness, healthy ageing, longevity research, and meaningful community connection. Come ready to move, meet like-minded people, and spend a refreshing day exploring practical ways to support long-term wellbeing. Date: 6 June Time: 10:30 AM onwards Workout Location: Fort Canning Park Exercise Station Lunch & Networking: 1:00 PM at Funan Mall Food Court **Schedule** 10:30 AM — Workout session at Fort Canning Park Exercise Station 1:00 PM — Lunch, networking, and sharing on longevity science at Funan Mall Food Court

Please buy tickets at [https://filmhouse.sg/film/50/amoeba/](https://filmhouse.sg/film/50/amoeba/) before Let's meet at the sitting area at 630pm, for 7pm show \-\-\- "Amoeba" 2025 \| 98mins \| \(R21\) \| Drama Directed by Tan Siyou \| Starring Ranice Tay\, Nicole Lee Wen\, Lim Shi\-An\, Genevieve Tan At an authoritarian all-girls school, four misfit teens form a secret gang. Their fumbling rebellion unearths buried desires and the quiet violence of growing up in contemporary Singapore. In English with English and Mandarin dual subtitles. Rated R21 for Mature Content.

Let’s enjoy a burst of colour this June holiday—the National Orchid Garden is offering free admission for a limited time period for Singaporeans, PRs, Work Permit Holders, local students, and Dependant Pass holders. Wander through thousands of orchids in bloom and soak in the cool, leafy calm of the Botanic Gardens. 💛 It’s the perfect chance to enjoy a refreshing, nature‑filled break amid vibrant blooms. 🌈 To protect your privacy, we do not collect telephone numbers 📵. Communication will be through the Event Chat. Kindly check for any updates, especially on the day of the event. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. 🚶🚶‍♂️ *Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being 🚸, and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all. 😊 Thank you.

**Reiki is for everyone—and it's beautifully simple to learn.** Imagine having the ability to recharge your energy, reduce stress, and support healing, anytime, anywhere. That’s the power of Reiki. Here are just a few of the many benefits people experience with Reiki: * Boosted energy and vitality * Deep relief from stress and anxiety * A lasting sense of peace and calm * Greater physical, mental, and emotional well-being And the best part? Reiki works for *all* living beings—including animals and plants. 🌿✨ **Reiki 1 Beginner** is the foundational level that activates the Reiki flow in your hands—for life. Perfect for anyone ready to support their own health and vitality or offer healing to others. No spiritual or religious background is required—just an open heart and a willingness to learn. This **2-day workshop** is fun, informative, and hands-on. You’ll learn the traditional Usui Reiki system, and gain confidence in giving Reiki to yourself, others, and even your furry or leafy friends. **What you’ll learn:** ✔ Introduction to energy and healing ✔ Usui Reiki history and lineage ✔ 4 Reiki Attunements ✔ Chakra balancing techniques ✔ Full-body and first aid Reiki treatments ✔ Giving Reiki to others, animals, and plants ✔ Intuitive healing techniques If you’ve been looking for a gentle yet therapeutic way to bring more peace, balance, and healing into your life—this is it. **Ready to begin your Reiki journey?** https://www.simplyreiki.sg/reiki1.html

🗓️Midweek Power Workout ⏳60-minute session 🎟️ New Participant Benefit 💪🏻Resistance Training with Certified Instructor Event Details 🗓️ Every Saturday 🕥 10:30 AM – 11:30 AM 📍 Aperia Mall, Level 3, Open Plaza Elevate your fitness journey with our professionally guided resistance training session, led by a certified instructor. This structured and progressive workout is designed to safely challenge your muscles beyond their usual limits—helping you build strength, enhance endurance, and improve overall physical performance. Whether you are new to strength training or looking to refine your routine, this session provides expert guidance in a supportive and motivating environment. 🎟️ New Participant Benefit First-time attendees receive a complimentary body composition analysis to establish a fitness baseline and support personalized goal-setting. Why Join Us? Build muscular strength and endurance Improve bone density and joint stability Boost metabolism and energy levels Enhance balance and coordination Support cardiovascular health Complement the management of chronic conditions such as diabetes Our goal is to help you develop sustainable strength, improve muscle tone, and achieve better overall fitness—one session at a time. What to Bring: Yoga mat Towel Water bottle Take the first step toward a stronger, healthier you. We look forward to welcoming you this Saturday. Disclaimer: Participants are encouraged to consult a healthcare professional before starting any new exercise program, especially if they have existing medical conditions or injuries. By attending, participants acknowledge that they are voluntarily engaging in physical activity and assume responsibility for their own health and safety. The organiser and instructor shall not be held liable for any injury or medical condition arising from participation.

Join us for a relaxed evening as we start with dinner at Lau Pa Sat , then head over to the 2006 I-Light festival to explore the light installations around Marina Bay . It’s an easy night of walking and checking out some fun interactive displays by the waterfront, along with good company. This is a free community walk, led by volunteers who enjoy the Great Outdoors (GO) and would like to share them with u too! ![🤎]() Kindly RSVP responsibly to give others a chance to join. The 'going' list may not necessarily follow a strict sequence.  To protect your privacy, we do not collect telephone numbers . Communication will be through the Event Chat. Kindly check for any updates, especially on the day of the event. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. ![🚶]() \*Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being , and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all.  Thank you.  Photo credit: I-Light 2026

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

**Get your creative flow going with a Sunday Afternoon Maker Meetup!** Whether you are looking to carve out dedicated creative time, wanting to get a lingering project across the finish line, or just looking to chat with fellow local makers—this is the space for you. 🧵 **What to Bring** Bring any art or craft project you are currently working on, as long as it is portable and quiet. Think: * **Yarn & Thread:** Knitting, crochet, embroidery, cross-stitch, hand-sewing, mending. * **Paper & Sketching:** Sketchbooks, adult coloring books, watercolors, bullet journaling. * **Digital:** Tablets, iPad drawing, laptop writing/design. * *Please note: Because we are meeting in a shared public space, no power tools, sewing machines, or high-odor materials (like strong solvents or spray glues), please!* **📍 Where to Find Us** * We will be meeting at **Columbus Metropolitan Library - Martin Luther King Branch** in **Meeting Room 1**. Room is reserved under **CBUS Maker Meetup.** **⏱️ Timeline** * **1:00 PM:** Arrive, grab a seat, get settled, and do a quick round of introductions so we can see what everyone is working on. * **1:15 PM - 3:00 PM:** Open maker time! Chat, craft, relax, and swap creative ideas. **⚠️ A Note on RSVPs** Space for this first meetup is strictly limited to 10 spots. If your plans change and you can no longer attend, please update your RSVP to "Not Going" as soon as possible so someone on the waitlist can grab your spot. We ask that you try to give at least 48 hours' notice if you need to cancel. *** **We can't wait to meet you and see what you're making! All skill levels welcome.**