High Scalability Computing

**Register now to attend next meetup =>**[https://konfhub.com/ksug-sg-2026-02-11](https://konfhub.com/ksug-sg-2026-02-11)**<=** We're excited to welcome you to the upcoming **KSUG.AI Singapore Meetup** — happening both in-person at **[Datadog](https://www.datadoghq.com)**[ ](https://www.nutanix.com/)office and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 **Latest promotions** discovered by our community! * **50%** off [Linux Foundation](https://gk.ksug.ai/) EXPIRED, [Get Notified](https://ksug.ai/?notify&ref=meet) for next BIG one! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Keeping An I on your AI: LLM Observability with Datadog by [Dewi Sendjaja](https://www.linkedin.com/company/95053109/admin/page-posts/published/?share=true#), Sales Engineer, Datadog. * **Topic 2:** Real-Time Combinational Analytics with Apache Kafka®, Apache Flink® and StarRocks by [Cheng Sun](https://www.linkedin.com/company/95053109/admin/page-posts/published/?share=true#), Solutions Architect - talk sponsored by **CelerData**. * **Topic 3**: Cloud-Neutral Agentic AI for Kubernetes by [Sivaiah Yakkanti](https://www.linkedin.com/company/95053109/admin/page-posts/published/?share=true#), Platform Engineer. * **Quiz time:** nice swags giveaway Food and drinks will be provided between **6 and 6.30 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Datadog](https://www.datadoghq.com)**, @**[Confluent](https://confluent.io/)**, @**[KodeKloud](https://ksug.ai/kk/?ref=meet)**!. **[Register here](https://konfhub.com/ksug-sg-2026-02-11) to secure your spot!** See you all there! **Location:**[ Datadog Singapore Office, 38 Beach Road, 10 South, #10-11, Level Beach Tower, 189767](https://maps.app.goo.gl/5w5bG9VksCPZgdmu7) Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟏𝟖𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://ksug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

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

*Only for Fully Vaccinated* 3 tables booked • $4 payment/pax is required • Preferred payment by PayNow to my mobile 96200515 • Pass it to me during/after the game. Participants: Preferably from lower Intermediate to upper Intermediate level; No age limit. REMARKS: In sport wear and bring your own bat. Balls and net are provided. Please update your RSVP at least one day before so the members who are on the waiting list won't be deprived of the chance to participate. For those who are in the waitlist, please do cancel your waitlist to not joining if you decided not going. Reason for the waitlist may automatically be RSVPed when any RSVPed member cancelled to not joining and you would become depriving those who are in the waitlist too if you did not turn up for the TT meetup. Thanks for your understanding and support!

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

🎤 The Premium Vocal Class in Singapore Meet the No.1 Korean Vocal Trainer since 2012 “Bring the song you cannot sing now — I’ll make sure you can. If not, I’ll refund.” ⸻ Why Choose LIM MIRI (林美利)? ✨ Singapore’s Top Korean Vocal Coach • 13+ years of teaching (since 2012) • Holder of National Level 1 Vocal Training Certificate • Winner of Busan MBC Hyunin Music Competition 🏆 • Vocal coach of the 2024 Best Song Award Winner • Professional singer & teacher with international stage experience ⸻ N-in-1 Premium Class With one coach, you can master all genres: • 🎼 Classical vocalisation • 🎷 Jazz vocalisation • 🎤 Pop, K-pop, J-pop, C-pop • 🎸 Rock vocalisation 👉 No need for multiple teachers. 👉 A single, streamlined premium program to cover every vocal style. ⸻ The Guarantee: High Notes, Real Voice 🎶 +5 Keys Up in Chest Voice — Guaranteed If you can’t reach the high notes with your real voice (진성), I will refund. That’s how confident I am. Bring the songs you cannot sing now — you’ll sing them flawlessly within my training. ⸻ More Than Singing — A Voice for Life This is not just about singing. I also provide speech correction & vocal health training for: • Professionals who lose their voice easily when speaking • Students struggling with presentation & public speaking • Anyone who wants a clear, powerful daily voice 👉 When your voice changes, your whole life becomes happier. ⸻ The Premium Experience 💎 Every session is 3x more effective than ordinary classes. 💎 In just 4 lessons, you will discover your inner voice. 💎 A deep, high-quality curriculum designed originally for students preparing to debut as professional singers in Korea. This is not a casual hobby class — it’s a transformational premium program that delivers results. ⸻ Courses 💎 Trial Session 40 minutes — only $20 🎤 1:1 Premium Coaching $550 / 1 pax / 4 lessons / 45 min each 🎶 2 Pax Group Session $350 / each pax / 4 lessons / 50 min each ⸻ Start Now 🎵 Don’t miss the chance to learn from the best Korean vocal trainer in Singapore. 📩 Contact me today and experience the class that no one else can offer. ⸻ 🔖 #PremiumVocalClass #LuxuryTraining 🔖 #Kpop #Pop #Jazz #Classical #R&B #Cpop #Jpop 🔖 #HighNoteGuarantee #LifeChangingVoice whatsapp 89553824

We are launching a new Beach Tennis Group Class every **Wednesday from 745–945 PM at Pasir Ris Park**. Whether you’re completely new to the game or an experienced player looking to sharpen your skills, this session is designed for **all levels**: * Beginners will learn the fundamentals — strokes, movement, and coordination on sand. * Intermediate and advanced players can work on strategy, consistency, and competitive drills. You can register your interest here: [https://form.jotform.com/pacificbeachtennis/pbta-sign-up](https://form.jotform.com/pacificbeachtennis/pbta-sign-up), or contact Luke at 9476 5258 to register

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

Welcome to my sailboat. **Please read this notice**. These are crew opportunities, not for passengers, non-swimmers, people afraid of the water or get seasick. Bring a change of clothes, a towel, a hat, non-marking footwear with heelstrap and sunblock. There is a toilet and drinking water on board. Participants like to contribute to expenses in appreciation of this opportunity. **Also**, please confirm your attendance by SMS or Whatsapp on Saturday for sailing on Sunday, to avoid no-shows and missed sailings. No-shows deprive others of a place, so be responsible and remove your reservation if you are not attending, and please do it in good time. Places unconfirmed by Saturday will not be reserved, and I can't wait for you if I'm not sure you're coming. Keep me informed and reply to my messages. Don't be late. Thank you. Derek 9807-5827.

🎤 The Premium Vocal Class in Singapore Meet the No.1 Korean Vocal Trainer since 2012 “Bring the song you cannot sing now — I’ll make sure you can. If not, I’ll refund.” ⸻ Why Choose LIM MIRI (林美利)? ✨ Singapore’s Top Korean Vocal Coach • 13+ years of teaching (since 2012) • Holder of National Level 1 Vocal Training Certificate • Winner of Busan MBC Hyunin Music Competition 🏆 • Vocal coach of the 2024 Best Song Award Winner • Professional singer & teacher with international stage experience ⸻ N-in-1 Premium Class With one coach, you can master all genres: • 🎼 Classical vocalisation • 🎷 Jazz vocalisation • 🎤 Pop, K-pop, J-pop, C-pop • 🎸 Rock vocalisation 👉 No need for multiple teachers. 👉 A single, streamlined premium program to cover every vocal style. ⸻ The Guarantee: High Notes, Real Voice 🎶 +5 Keys Up in Chest Voice — Guaranteed If you can’t reach the high notes with your real voice (진성), I will refund. That’s how confident I am. Bring the songs you cannot sing now — you’ll sing them flawlessly within my training. ⸻ More Than Singing — A Voice for Life This is not just about singing. I also provide speech correction & vocal health training for: • Professionals who lose their voice easily when speaking • Students struggling with presentation & public speaking • Anyone who wants a clear, powerful daily voice 👉 When your voice changes, your whole life becomes happier. ⸻ The Premium Experience 💎 Every session is 3x more effective than ordinary classes. 💎 In just 4 lessons, you will discover your inner voice. 💎 A deep, high-quality curriculum designed originally for students preparing to debut as professional singers in Korea. This is not a casual hobby class — it’s a transformational premium program that delivers results. ⸻ Courses 💎 Trial Session 40 minutes — only $20 🎤 1:1 Premium Coaching $550 / 1 pax / 4 lessons / 45 min each 🎶 2 Pax Group Session $350 / each pax / 4 lessons / 50 min each ⸻ Start Now 🎵 Don’t miss the chance to learn from the best Korean vocal trainer in Singapore. 📩 Contact me today and experience the class that no one else can offer. ⸻ 🔖 #PremiumVocalClass #LuxuryTraining 🔖 #Kpop #Pop #Jazz #Classical #R&B #Cpop #Jpop 🔖 #HighNoteGuarantee #LifeChangingVoice whatsapp 8955 3824

**For ages 13 and above.** ***Teens Basketball (Ages 13-18) – “Elite Development”*** For teens looking to take their game to the next level, we focus on advanced skills, footwork, game strategy, and competitive play. This class includes structured training in shooting techniques, ball-handling, defense, and game IQ, preparing players for school teams, competitive leagues, and beyond. ***Adult Basketball (Ages 18+) – “Game Ready”*** Whether you’re a beginner or an experienced player, our adult sessions provide skill development, fitness training, and competitive play. These sessions focus on shooting accuracy, defensive strategies, and game execution, ensuring players stay sharp and active. ### **Address** 195B Punggol Rd, Singapore 822195 Punggol Rd, Singapore 822195 ### **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.

**One Life, One Solo Adventure – Bhutan** Tired of waiting for the perfect travel companions? Escape the hustle of city life and find your peace in Bhutan’s tranquil beauty. It’s time to reconnect with nature, rediscover yourself & refresh your mind, body, & soul. Join our Bhutan tour and embark on a meaningful solo adventure, where you can meet like-minded travelers from all walks of life. This is more than just a trip – it’s an opportunity to share stories, make new friendships and expand your network while experiencing the breathtaking beauty of Bhutan. No matter your background, everyone is welcome to come together and create unforgettable memories in one of the world’s most happiest countries. **Why Bhutan trip?** Bhutan, often referred to as the **"Land of the Thunder Dragon,"** is renowned for its stunning landscapes, rich Buddhist culture, and commitment to Gross National Happiness. Nestled in the Himalayas, it boasts breath taking views, traditional dzongs, and vibrant festivals that celebrate its unique heritage. With a focus on sustainable tourism, Bhutan offers an authentic experience, from trekking through pristine nature to exploring ancient monasteries, all while enjoying the warm hospitality of its people. This trip to Bhutan is perfect for everyone—whether you're traveling solo, with family, friends or as a couple, YOLO. **Tour Highlights** * Visit one of Bhutan's most iconic landmarks **Tiger's Nest Monastery**, perched on a cliff **3,120 meters** above sea level. * Visit to **Punakha Dzong** the "**Palace of Great Happiness**" is a magnificent fortress at the confluence of the **Pho Chhu and Mo Chhu** rivers. * Enjoy authentic dinner/ lunch with a local family at a farm house. * Hoisting of prayer flags at **Dochula pass (3100 m)** which offers panoramic views of the Himalayan range, including the **108 memorial chortens** (stupas) built in honour of Bhutanese soldiers. * Meditation at **Dochula Caves** and **Buddha Dordenma** (the highest Buddha statue in the world). **Trip Details:** **Dates-:** **Every Sunday.** **Only need 5 days leave.** 2 nights Thimpu, 2 nights Punakha & 2 nights Paro. **Group Size:** Limited to 15 dream travelers (min 4 to go). Private tour option also available. **Flight:** Only one direct Drukair flight goes from Singapore to Paro. There are connecting flights to Paro either from Bangkok or New Delhi. We will help you to book your flight. **Early Bird Price:** **SGD 2188** (SGD 500 deposits thereafter the price is **SGD 2388**). **Refund Policy:** The deposit is refundable within 3 days after the trip confirmation mail sent to you. After that, it becomes non-refundable. Full amount refunded if we don’t meet minimum no of pax. **Inclusions:** * 3 Star hotel accommodations on twin/double sharing basis. * All Meals-: Daily breakfast, lunch & dinner. * Sustainable Development Fee (SDF) to the Government of Bhutan * Bhutan Visa Fee * Certified English Speaking Bhutanese Guide for your entire stay. * All ground transportation * All entrance fees * All internal taxes and charges. * Mineral Water while traveling. **Exclusions:** * International flights and personal travel insurance * Personal expenses (shopping, optional activities like spa, massage, archery, horse riding, porter etc). * Items of a personal nature, such as laundry, telephone calls, room service, alcoholic & non-alcoholic beverages, etc. * Single room supplement, Child or adult in triple sharing room. * Other meals during the trip (other than stated above). **Note-: There will be a surcharge fee if travel date falls in any Bhutan major festivals, X-Mas, New Year period (hotels increase their cost during this period).** **REGISTRATION AND PAYMENT:** **1.** RSVP NOW **2.** Transfer a small Deposit of **$500** to grab our **Early Bird Offer** to: **Dream Valley Pte Ltd via:** **A)** PAYNOW to UEN: **202413187D** **B)** Through ATM/Online to: Dream Valley - Current Acct: **11352440801** Bank Name: ANEXT Bank Pte. Ltd. Bank Code: 9742 Bank Industry Code: ANTPSGSGXXX **3.** Once you've transferred, WhatsApp **Vinny (Hp. 85062629)** your proof of payment. **(IMPT: INDICATE THE EVENT & YOUR MEETUP NAME).** Your slot is now confirmed and you'll be invited to the Trip Briefing/ Q & A Session once RSVP closes. **4.** This is a "First to transfer, first to Confirm" basis. The sooner we can confirm this Trip, the more everyone saves. **Disclaimer, Indemnity and Terms of Participation:** **PLEASE READ FOLLOWING LINKS FOR OUR T&C’s BEFORE YOU RSVP:** [https://dreamvalleydestination.com/terms-and-conditions/](https://dreamvalleydestination.com/terms-and-conditions/) [https://dreamvalleydestination.com/privacy-policy/](https://dreamvalleydestination.com/privacy-policy/) By participation on this trip, I agree to & accept **Dream Valley’s** terms and conditions. We reserve the right without prejudice to return payment at any time and not permit participation - without the obligation to explain or give any reason. This Trip is organized by **Dream Valley Pte Ltd** **(TA License: 03794).** **Stay Connected: Follow our latest trips and updates:** Check out this Linktree! - https://linktr.ee/Dreamvalleydestination?utm_source=linktree_profile_share [https://dreamvalleydestination.com](https://dreamvalleydestination.com)

**For ages 11 to 13.** ### **Address** 195B Punggol Rd, Singapore 822195 ### **Schedule** Saturdays 915AM - 1015AM ### **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 the inaugural meeting of the Columbus Vintage Computing Club (CVCC)! Get to know others in the vintage computing space and get hands on time with a Commodore VIC-20 and various Palm Pilot PDAs! We will use this time to get to know each other, share projects we've been working on and plan the future of the CVCC. We'll be at the Hilliard Library in Meeting Room 2A at 6:00 PM - 8:00 PM

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**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 **Abstract** TBD **YouTube Link** TBA

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ We are donation based. Every week we get together and work technical skills and live pressure testing. \ Almost all of the instructors have been in everything from altercations in the real world to the ring and some still compete in the cage. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 inside the whetstone rec in the auditorium, center upstairs in classroom B or outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1pm Wednesday 5:30pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ \ You must have a free leisure card for the rec center and must be registered for our class specifically .\ Wear workout clothing \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ Hope to see you soon :-).\ We are run off of donations. \ let me know if you have any questions :)

**NEW LOCATION: 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). Lonnie Morgan will be presenting information about the DLT Library. "The Python library `dlt` provides a powerful [REST API toolkit](https://dlthub.com/docs/dlt-ecosystem/verified-sources/rest_api/basic) to ingest data. Combined with our [LLM scaffolds](https://dlthub.com/workspace) and [MCP server](https://dlthub.com/docs/hub/features/mcp-server), you can build a custom connector for any of the 8k+ available sources in 10 minutes by following this guide. Building with LLMs is an iterative process. We will follow this general workflow and give practical tips for each step." See Our [Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com