Firewalls

**For ages 13 and above.** This class is designed to train those who wish to be able to able to defend themselves as a modern day warrior. The class is exciting and brutally effective. Practitioners will learn how to fight seamlessly from stand up to the ground, using a mix of street style striking and kicking, takedowns, to ground grappling, even against a knife being drawn while on the ground. Whether it be one attacker or multiple attackers, participants will learn how to use relative positioning and the environment to defend and create the opportunity to escape. What if your attacker was to draw a knife or worst, a machete? You will learn to use street style weapons like knife, machete or stick to defend yourself, or improvised weapons like bags, chairs, umbrellas, bottles, hammers etc. No pre-requisites needed but generally an interest in martial arts. The classes consist of currently 7 topical series: ​ * Striking/Kicking Series * Gun Disarming Series * Ground Defence Series * Takedown Series * Knife Series * Control and Restraint Series * Tomahawk/Machete Series ### **Address** 144 Robinson Road, #05-01, Singapore 068908 ### **Schedule** Saturdays 430PM - 630PM ### **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.

### **Pickleball Sunset Mixer! 🏓🎉** An evening of dinks, drinks (after maybe), and your shot at pickleball glory. *** **📍 Location:** 317 Outram Rd, Holiday Inn Singapore Atrium, Singapore 169075 🕖 **Time:** **5PM - 7PM** 💵 **Cost:** $22 per person ($5 paddle rental if you don’t have your own trusty weapon). **Early bird rate ($16 excl paddle if you confirm five days with payment before the event)** To lock in your spot and avoid the dreaded FOMO, hit up the payment link below: 📲 **Early Price: [expired]** 📲 **Normal Price: [https://hitpay.link/kuurij](https://hitpay.link/kuurij)** ✅ **Spots are only confirmed when payment is in.** If you usually pay cash, no worries, just continue with that. ⚠️ **Cancellation Policy:** Please give at least 24 hours’ notice for cancellations to receive a refund. No refunds for no‑shows or cancellations within 24 hours, unless the whole event is rained out. ### What’s the Plan? We’re going Round Robin style, which is just a nice way of saying you’ll keep playing and meeting new people until your arms fall off. #### 🎮 What’s the Game Plan? Here’s how the courts are split: 🎾 **1 Beginner Court** (*For newcomers or those preferring a relaxed pace*) * Learning court lines, scoring, and basic rules. * Can sustain short rallies and demonstrate basic strokes but still working on consistency. 🏅 **1 Intermediate Court** * Solid consistency, mid-pace rallies * Shot placement is improving, but still work-in-progress * Great for those ready to level up 🏆 **Official Tournament Balls:** All games will be played using **Franklin X-40 tournament balls** for consistency and a high-quality playing experience. **Paddle Queue System:** To keep things fair, players will place their paddles in line in box to indicate their turn in the respective court. **Rules of the Game**: * **Switch It Up**: After every match, you’ll get a new partner and new opponents. * **Scoring**: First to 15 points, rally style (no need to keep track of who’s serving—so much simpler lah). * **Timing**: Each match is capped at 15 minutes, so don’t peng san trying to win. * **Be Nice**: Keep it friendly—this isn’t the SEA Games, okay? *** ### **Why You’ll Love It:** * Play with a variety of kakis and test your skills. * End the day with new friends and maybe a snack after. *** **What to Bring:** * Your paddle (or rent one—we’re not judging). * Water bottle—don’t faint halfway * Your best “aiyah nvm” attitude when the ball goes sideways. 🔔 **Friendly Reminder:** Pickleball is a social and physical activity, please be mindful of your own safety and physical limits. Participation is at your own risk. Stay hydrated, warm up properly, and don’t paiseh to rest if you need to. 💪 🎟️ RSVP Now – Spaces Are Limited!

**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.

Join us as we explore some bookshops around Bras Basah and Bugis! Did you know that you can use your SG Culture pass credits to buy SG Lit books? See details here: [https://www.youtube.com/watch?v=YCvoJ846bb4&t=2s](https://www.youtube.com/watch?v=YCvoJ846bb4&t=2s) We will visit Kinokuniya at Raffles City, the Bras Basah Complex (which is full of bookshops!), the National Library, and end with an optional dinner and chat. Come browse, buy, or just chat and meet some new people! **Meeting Point**: Books Kinokuniya at Raffles City. **Address:** 252 N Bridge Rd, #03-22/23, Singapore 17910311 **Meeting Time**: 5.30 pm **Tentative Plan:** 30 mins of free and easy at each of these locations: Kino at Raffles City and BrasBasah Complex. Brief stops at National Library and maybe the Kino at Bugis. **Late Comers:** Catch up using the Live Locator in the Telegram Channel\*. **Total walking distance**: About 1.5 km **Total exploration time:** about 2hrs **Optional Dinner and Chat**: about 1hr at some budget friendly place nearby. **\*Telegram Channel:** Join [Walk, Chat, Explore SG](https://t.me/+rIuiiEM9j6oyNzI1) [https://t.me/+rIuiiEM9j6oyNzI1](https://t.me/+rIuiiEM9j6oyNzI1) **for updates. The Live Locator will be posted there.**

**For ages 13 and above.** ### **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 ###

Come enjoy yr beer, music, art fringe activities & make new friends! **[Tix link Heineken Afterwork: First Sip House - RSVP tix is required to attend](https://s.klook.com/c/mwYgmLJ9y2)** **[Official instagram Page](https://www.instagram.com/reel/DYFFu2oM75x/?igsh=MndjbWpndWRwdmti)** ***Items to bring*** 1. Umbrella (Optional) 2. Water bottle (Optional) Attire: Smart Casual attire Tentative Program Schedule (subject to changes) 4.30pm: Meet at Maxwell mrt Ctrl Stn 4.45pm: Head off to Dinner nearby 5pm - 6pm: Early Dinner (Optional) 6.15pm: Arrive at 36 Keong Siak Road & enjoy dance DJ music, Pure Malt Beertail & Bites (tix at different price), snack, drinks, venue/activities exploration 9.30pm: Head off for fun bonding over traditional desserts/chillax (Optional) 10.30pm-11.30pm: Home sweet Home time Please READ everything below We want to ensure a fun and happy gathering where u can let down yr hair and be yrselves. RSVP event Confirm yr attendance \*U will receive a whatsapps msg from me via contact no * Transfer $4 (for lady) & $5 (for men) as admin fee via Paylah/Paynow to me * Send yr screenshot pic of yr Paylah/Paynow transferred fee details to me * I will add u into the whatsapps channel upon fulfilling the condition \*No refunds given for admin fee. Yr slot can be replaced with another person If anyone wants to accompany u as guest, pls ask him/her to pay $4 or $5 admin fee too \*Important note No harassment and false accusations will be tolerated among members. Please refrain from ptv msging members

**For ages 18 and above.** This class is for those who already know the rules and are ready to take their game to the next level. We’ll dive into fundamental strategies and essential tactics to sharpen your decision-making, improve board vision, and enhance your overall gameplay. Through practical exercises, pattern recognition drills, and real-game applications, you’ll develop a deeper understanding of key tactical themes like forks and pins. Whether you’re looking to outplay your friends, compete in tournaments, or simply refine your skills, this class will help you build a strong foundation for long-term improvement. **Topics covered:** **Week 1:** Opening Principles **Week 2:** Double Attack **Week 3:** Pins **Week 4:** Checkmate Patterns ### **Address** 39 Jln Pemimpin, #01-05, Singapore 577182 ### **Schedule** Saturdays 630PM - 830PM ### **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.

HI EVERYONE. The Wolf King has finally returned. And this time… he’s hungry again. After a long disappearance, steps back into the shadows — bringing with him the hunt, the chaos, and the mind games you’ve been missing. New players, veterans, bluffers, quiet killers… all are welcome. Just remember not everyone here is human. ## 🩸 LETTER FROM THE WOLF KING Listen well, fragile villagers. I have been away… but the hunt never stopped. The forest has grown silent, and my pack has thinned. But now, under the rising blood moon, we gather once more. Some of you will stand with me. Most of you will fall. You may think this is a game — but when night comes, you will learn the difference between hunter… and prey. Come. Sit at my table. Let me see if you survive the night. Sincerely, Wolf King Details: New Players, can come earlier! (from 1pm) Time: 1pm - 6pm (5 hours) Venue: Goodspeed Game Cafe @ Ang Mo Kio Block 710a #02-2625 , (5 mins walk from MRT station) Above 24 hour 思家客Scarlett Supermarket。 **Entry fees : $12/- with 1 can and free flow of snacks !**

**For ages 7 to 11.** The Asgard Foundation Trial class is designed for complete beginners aged 7 to 11. Aspiring fencers will undergo a specialized introduction program, with all necessary equipment provided. Fencers will be able to understand basic fencing concepts and execute fundamental technical actions by the end of the course. They will be eligible to join the U12 program upon completion. ### **Address** 9 Tagore Ln, #03-11, Singapore 787472 ### **Schedule** Sundays 1230PM - 230PM ### **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.

## 🐺 Werewolf Relaunch Night – $12 Restart Special (Up to 5 Hours) Join us for an exciting **Werewolf** **(狼人杀)** game night in **Ang Mo Kio 宏茂桥!** Whether you're a seasoned player or completely new, this is the perfect opportunity to socialize, strategize, and experience real-life social deduction at its best. *** ### 💰 Entry Fee: $12 Includes 1 drink + light snacks 🍪 Additional $2/- per hour, for every extension. ### 🕒 Duration: Up to 5 Hours Game begins on time arrive early to secure your seat. *** ### 🔥 What to Expect ✅ Dedicated Game Moderator (New players welcome!) ✅ High-energy social deduction gameplay ✅ Intense discussions, bluffing & mind games ✅ A great place to meet new friends Ideal gameplay experience: 9–12 players per table. *** ### 📍 Location Good Speed Game Cafe 710A Ang Mo Kio Ave 8, #02-2625 3 mins walk from Ang Mo Kio MRT Station Located above 24-hour Scarlett Supermarket *** ### 📲 Stay Updated Join our Telegram group for seat confirmation & **latest** **updates**: [https://t.me/goodspeedgamecafe](https://t.me/goodspeedgamecafe) *** ### 🎥 New to Werewolf? Chinese version: [https://www.youtube.com/watch?v=zu_JeVdjOTM](https://www.youtube.com/watch?v=zu_JeVdjOTM) English version: [https://www.youtube.com/watch?v=TVyzwrDO1vw](https://www.youtube.com/watch?v=TVyzwrDO1vw)

**For ages 10 and above.** Get fit (strength and conditioning) while learning the valuable skills of self defense. The training will be fun but intense and the methods are designed to prepare you for practical street encounters, and to help you get out of threatening situations quickly with little or minimal injury should the need arise. The areas that these classes will cover will span into the following parts. They are: 1. Striking techniques 2. Basic grappling and ground defense 3. Escapes techniques (e.g. body, hand grabs, head locks, and chokes) 4. Joint locking and restraining techniques. 5. Pad work drills. There will be light sparring and simulations drills. Risks, situational awareness and self defense fundamentals are also designed in the syllabus and will be covered accordingly. ### **Address** 767 Upper Serangoon Rd, #01-05 Spazio @ Kovan, Singapore 534635 ### **Schedule** Sundays 1030AM - 1130AM ### **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.** The perfect opportunity for anyone new to fencing. * In this class, you will learn: * How to handle the foil blade safely * How to wear the protective gear * Fundamental footwork and bladework * Various offense and defense techniques * How to work with a partner in partner exercises * How to spar with others safely and effectively ### **Address** 231 Mountbatten Rd, BLK F, #01-01, Singapore 397999 ### **Schedule** Sundays 11AM - 12PM ### **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.** Want to hone your shooting skills to the next competitive level? Aiming to represent Singapore? Our experienced coaches have the proven track record in preparing young shooters for high-performance shooting. In 2019 alone, 5 youths training with our coaches qualified for training with the National Youth Team.**Address** Palawan Beach, Sentosa ### **Schedule** Sundays 1130AM - 130PM ### **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 10 and above.** Krav Maga is a self defense system employed by military and law enforcement around the world (including Singapore) due to its effectiveness. Classes are designed around real-world scenarios, ensuring you acquire practical skills—like disarming an attacker wielding a knife—after each session. ### **Address** 95 Joo Chiat Rd, Level 3 & 4 ### **Schedule** Sundays 1230PM - 130PM ### **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.

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

Join me for a small, mindful photography walk in nature. (**NOTE Time is 9:00 AM EST(Meetup is having technical Issue))** This is a slow, intentional gathering — not focused on fitness or perfect photography — but on simply pausing, observing, and being present. We’ll walk at a gentle pace, with moments of quiet, and a few light prompts to help you notice details you might normally miss. 📷 You don’t need any photography experience — a phone camera is enough. This is also not a business networking event. It’s a calm space to connect with nature and, if it feels natural, with like-minded people. 🌿 What to expect: • A slow-paced, relaxed walk • Moments of silence and observation • Simple reflection prompts 📍 Location: [ Red Trabue Nature Preserve] ⏱ Duration: \~90 minutes

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Not everyone will come. That is exactly why you should.** **Two for Tuesdays** is for the people who actually want to get out and do something instead of just talking about it. We’re kicking off the night with a one-hour social walk before Duckpin Social. **Expect a laid-back** But an Intentional 1 hour walk (2-3 miles), good people, and a better way to spend your Tuesday than staying home and doing the same thing you always do. **If the weather does not cooperate, we’ll move indoors.** **This is a paid event.** A small contribution helps keeps events sustainable and ensures those **who RSVP actually show up.** Payment **Link Found in comments** or you can pay on Venmo, Paypal, @WiseUnlimitedLLC or Cashapp $WiseUnlimitedLLC. Walk RSVP **$2** Walk / DuckPin Social **$5** Walk / DuckPin Social + 1 game of duckpin **$12** Please be sure **to Put Event and Event Date** in the note when paying RSVP Fee

**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