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**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-04-22](https://konfhub.com/ksug-sg-2026-04-22) **<=** **Latest promotions** discovered by our community! * **35%** OFF **[Linux Foundation](https://lf.ksug.ai/)** Sitewide Code: **EARTH26AI** * **20%** OFF **[FinOps](https://ksug.ai/finops)** Certs Code: **KSAI_20** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Singapore Meetup** — happening both in-person at **[Datadog](https://www.datadoghq.com/)** office and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** AI in continuous delivery - how governance risk and compliance cannot be secondary by **[Harsh Sabikhi](https://www.linkedin.com/in/harshsabikhi/)**, CRO & **[Matthew Casperson](https://www.linkedin.com/in/mattcasperson/)**, Principal SE @**[Octopus Deploy](https://octopus.com/)** * **Topic 2:** Fix issues faster with Datadog MCP by **[Araavind Senthil](https://sessionize.com/app/organizer/speaker/14470/f7120176-90a9-47d4-a1c7-e570323502a5)**, SE @**[Datadog](https://www.datadoghq.com/)** * **Topic 3:** KubeVirt Unleashed: Virtual Machines Meet Kubernetes by **[Siva Yakkanti](https://sessionize.com/app/organizer/speaker/14470/c1e9cf57-b025-47ee-b805-40a743337fc2)** * **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/)**, @**[Octopus Deploy](https://octopus.com/)**! **[Register here](https://konfhub.com/ksug-sg-2026-04-22) 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/CPWigPswds1mM9px6) 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** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ 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.

**ARE YOU LOOKING TO DOUBLE OR TRIPLE YOUR BUSINESS IN 2023?** Network with over 100 committed business owners and get the right business deals. BNI is the world’s leading business referral organization with over 296,182 members in over 10,851 BNI Chapters worldwide. In 2021 alone, BNI Members shared over 12.6 million valuable new client referrals and generated over $19.4B (USD) in revenue. We are a member-focused business referral network that works. You will develop long-lasting relationships with like-minded business professionals, create opportunities through referral marketing and grow your business skills. During the meeting, you will have the chance to present a short introduction about your business and share what type of referrals you are looking for. You will also have the opportunity to listen to other members' presentations and learn about their businesses and referrals. Venue: Civil Service Club @Tessensohn 60 Tessensohn Rd Singapore 217664 Visitor Meeting Fee: $58 (Singapore Dollars) Visitor Registration Link: [https://www.eventbrite.sg/e/25-apr-24-bni-synergy-weekly-networking-meeting-tickets-816176264177](https://www.eventbrite.sg/e/25-apr-24-bni-synergy-weekly-networking-meeting-tickets-816176264177) When submitting the form, please state that the member who invited you to the event is Chong Soon Onn. For more information about BNI, click here: [What is BNI? \| How BNI Helps Small Businesses Grow \| Visit a Chapter](https://www.youtube.com/watch?v=JTLWbaIKJuw&t=5s) If you have any questions, please feel free to WhatsApp me at 98394575 or Email soononn@kashacademy.com

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: Bencoolen (DT21)

**AI for Business: Casual Chat & Networking Session** *** ### **Event Description** Join us for a relaxed and engaging session where we bring together individuals interested in **business and AI** to connect, share, and learn from one another. This is not a formal workshop—it’s a **casual discussion and networking session** designed to spark ideas, exchange experiences, and explore how AI can be applied in real business contexts. *** ### **Objective of the Session** * Bring together like-minded individuals interested in business and AI * Create a space for open sharing and discussion * Explore how AI can be used to start or improve a business * Build meaningful connections within the community *** ### **What to Expect** * Short introductions from participants * Open discussion on: * Business ideas and challenges * How people are currently using AI * Opportunities to leverage AI in business * Informal networking *** ### **Who Should Join** * Aspiring entrepreneurs * Business owners and SME leaders * Professionals interested in AI * Anyone curious about building or improving a business *** ### **Format (Simple Flow)** 1. Welcome & intro (5–10 mins) 2. Quick participant introductions (15–20 mins) 3. Guided discussion (30–40 mins) 4. Open networking (remaining time)

**Path to an AI-first organization: The state of play** *with May Xu, Regional Head of Technology - APAC, Thoughtworks* Are you struggling to see a measurable impact from AI adoption in your software delivery process? Many organizations get stuck at the "individual productivity" stage, missing the massive value found at the team and enterprise levels. In this talk, May will explore the strategic evolution from AI-assisted tasks to a truly AI-first team and organisation. This session is designed for tech leaders and practitioners who want to move beyond the hype and build high-functioning, AI-enabled delivery teams. **What you’ll learn:** * **Defining the AI-first vision:** A clear understanding of what defines an AI-first team and AI-first organization. * **Six key shifts:** The changes you need to make to build an AI-first team. * **Six core capabilities:** How organizations can bridge the "enterprise scaling chasm" and unlock AI value at scale. **About the speaker** **May Xu** is the Regional Head of Technology, APAC at Thoughtworks. A leader in applying AI to evolve software delivery, she advises clients on large-scale digital transformations and shapes regional tech strategy. With a focus on AI-first approaches, May partners with client organizations to build scalable digital capabilities by focusing on technology, people and business outcome. **Agenda** 6:45 pm Registration and networking 7:00 pm Path to an AI-first organization: The state of play by May Xu 7:45 pm Q&A and networking 8:15 pm Event closes **Event Details** **📅** Date: Wednesday, April 22, 2026 🕡 Time: 6:45 - 8:15pm (Talk starts at 7pm) 📍Venue: Thoughtworks Singapore office, 18 Cross Street, #12-01 18 Cross, Singapore 048423 🍕 Light refreshments and beverages will be provided **To join us, please RSVP on Meetup and [register via this link](https://office.habitap.one/#/event?token=U1O2U9O5UCPYGPGB&officeCentreId=734) to receive your building access QR code for the event day.** We hope to see you there! *\*Disclaimer:* *Photographs, videos or recordings may be taken and used by Thoughtworks at this tech talk. Thoughtworks may use these photos, videos or recordings in public transmissions such as in media accounts, digital platforms, brochures, websites and other publication materials. If you have any concerns with being photographed, filmed or recorded, please let the onsite photographer, videographer or event organizer know. For further information, please refer to Thoughtworks' Privacy Policy listed in our website: [www.thoughtworks.com](http://www.thoughtworks.com/)*

**Social Mix @ Tanjong Pagar**— Learn, Chat & Connect 🍃 Ever wanted to practice Korean but didn’t know where to start — or who to speak with? Join us for a casual and welcoming Korean social night in Singapore, where native Korean speakers and learners come together to chat, learn, and make new friends 🤍 ✨ What to expect: • Small group conversations with a 1:3 ratio (1 native speaker : 3 learners) • Relaxed, guided discussions — no pressure, no judgment • Open mingling sessions to meet more people throughout the night • A safe space to practice Korean at your own pace Whether you’re just starting out or already learning, this is a space to build confidence, pick up real-life expressions, and connect with others who share the same interest. Come for the language, stay for the people 🇰🇷💬 Location: TBC! 싱가포르에서 한국어가 그리울 때, 혹은 새로운 인연을 만나고 싶을 때 어디로 가야 할지 고민하셨나요? 🤍 어색함 1도 없는 분위기에서 외국인 친구들에게 한국어도 알려주고, 현지 친구들과 찐한 인연을 쌓고 싶은 분들을 위한 'Social Mix'에 여러분을 초대합니다! 🇸🇬🇰🇷 ✨ 우리 모임은 이래요! • 황금 비율 소그룹 대화: 한국인 1명과 학습자 3명이 한 팀이 되어 깊이 있게 소통해요 (1:3 비율 사수! 🤝) • No Pressure, No Judgment: 정해진 정답은 없어요! 가벼운 가이드를 따라 편하게 수다 떨며 자신감을 북돋아 주는 힐링 타임 🍃 • 자유로운 네트워킹: 정해진 세션이 끝나면 더 많은 사람과 밍글링하며 인맥을 넓힐 수 있어요. • 언어 그 이상의 커넥션: 한국어를 매개로 모였지만, 결국 남는 건 좋은 사람들! 한국어 튜터가 되어주셔도 좋고, 그냥 새로운 친구가 필요해서 오셔도 좋아요. 가벼운 마음으로 오셔서 리얼한 표현도 공유하고, 싱가포르 생활 꿀팁도 나눠봐요! 🙌

Hi all, join us for an easy pace social run (45 mins +/-) and evening drinks / dinner. Here’s the plan for the evening: * 7:00 PM: Meet at fatbird statue for our run (no bag drop avail). 🏃🏻🏃🏻‍♀️ * 8:00 PM: Head to neaby BK eating House behind boat quay for drinks / dinner. Thanks for signing up—we’re looking forward to a great time! Have a wonderful day ahead! 😎

Join us for SG Agentic Nights, a monthly meetup series spotlighting real-world AI implementation stories and community-driven learning — right here in Singapore. Each month, we bring together practitioners, builders, and curious minds to explore how AI is being applied across industries. Whether you're experimenting with agentic AI, deploying intelligent systems, or just starting your journey, this is your space to learn, connect, and grow. What to Expect: Talks by Practitioners - Learn from experts working on real AI implementation projects in Singapore and beyond. Community Q&A - Bring your questions and get direct insights from speakers and peers. Networking & Collaboration - Meet fellow AI enthusiasts, developers, and organizers shaping the local AI ecosystem. To attend this event please register here: [Agentic Nights](https://konfhub.com/sg-gai-apr-2026-meetup)

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!

**Feeling stuck in your career? Not sure what’s next?** You’re not alone. Join us for a practical and honest career talk where you’ll gain clarity, direction, and real insights on how to move forward. 💡 Whether you're: * Thinking of switching careers * Feeling lost or unmotivated * Or just exploring your options This session is for you. 📅 **Date:** 26 April 2026 (Sunday) ⏰ **Time:** 2:00 PM – 4:00 PM 📍 **Venue:** Near Macpherson MRT 🎯 Limited slots available – don’t miss out! Please fill up the google form if you are interested to join us: https://forms.gle/9tCqz2dyvJzfecKP9 We will text you to confirm your seat! Thank you ;-)

Are you walking correctly? Walking is one of the most natural human activities, but most of us aren't optimizing our stride for health and fitness. It’s time to turn your daily steps into a powerful, fat-burning tool. Join us early for the MetaWellness Fat-Burning Walking workshop. This session goes beyond a casual stroll; it is an active workshop designed to teach you the biomechanics of mindful, effective movement. Led by **JJ Mok, Accredited Mindfulness Coach**, you will learn how to align your body and mind to increase fitness, aid weight loss goals, and completely transform the way you walk. **What You’ll Learn in This Session:** * **👣 Proper Walking Technique:** Forget lazy strolling. We will teach you how to develop strong posture and an engaging, powerful stride that protects your joints and engages more muscles. * **🔥 Fat-Burning Principles:** Discover the specific techniques that turn a regular walk into a calorie-torching workout, helping you burn more energy with every step you take. * **🧘‍♀️ Breathing & Mindfulness:** Learn to integrate mindful breathing with your movement. This enhances mental focus, reduces stress, and helps naturally boost your metabolism. **Who Should Attend:** This session is perfect for anyone looking to improve their physical health, lose weight sustainably, or simply gain more energy from their daily routine. All fitness levels are welcome. **Event Details:** * **Time:** 7:30 AM – 9:00 AM * **Location:** [Entrance](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")/[Exit A](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") - [Botanic Gardens MRT Station](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") ([CC19](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") / [DT9](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")) * **Instructor:** JJ Mok, Accredited Mindfulness Coach **What to Bring:** * Comfortable walking shoes or trainers * Water bottle * Sun protection (hat/sunscreen) if outdoors * An open mind ready to learn! **Start your weekend with intention, movement, and vitality. Secure your spot today!**

**ANNOUNCEMENT – Registration via this [link](http://go.gov.sg/stackmeetup-23apr2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** In this edition of STACK Meetup [Data], move on to the next stage in your data journey - engineering trustworthy data quality. Hear about MDDI’s standards and metrics, which allow the SG Gov to enhance data quality and availability, manage data inter-dependencies, and ensure that data errors are corrected ASAP. Discover how GovTech Singapore applies AI-enabled tools for intelligent metadata and data quality rule generation to scale data management beyond reactive to proactive. Explore how to thrive in an AI-first reality with agentic AI agents and learn about an open source, data quality validation SDK by GovTech’s Data Practice team. The highly popular Panel Discussion segment will feature Panellists from the SG Gov and DBS Bank as they deep dive into strategic data management that allow scaling at the enterprise level. Join us for an evening of dynamic mingling with peers and experts in the data field and stay on for insightful Q&A segments, where our speakers can answer your burning questions. **[Snag your seat today](http://go.gov.sg/stackmeetup-23apr2026-mc)**! Who should attend: Data analysts, data architects, data and project managers, data engineers, data scientists, and data practitioners who are in the business of maintaining data systems and use data regularly. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Yap Ghim Eng, Head of Data Practice, GovTech Singapore 7:10pm: Data Provisioning Standards (DPS) and Data Reconciliation Protocol (DRP) for WOG By Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI​ 7:30pm: From Chaos to Confidence: Scaling GovTech’s Data Management with AI-Driven Data Quality By Anders Tay, ICT & SS Policy Specialist, Chief Data Office, Chief Information Office, GovTech Singapore; and Hyqel Razali, Data Analyst, GovTech Singapore 7:50pm: Data Engineering in the Agentic Era [Data Quality Edition] By James Teo, Data Engineer, Data Practice, GovTech Singapore 8:00pm: Panel Discussion Moderated by Yap Ghim Eng, Head of Data Practice, GovTech Singapore With Panellists: * Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI​ * Sachin Tonk, Deputy Director, Engineering Management, Chief Data Office, Chief Information Office, GovTech Singapore * Florent Juglair, Head of Data Management, DBS Bank 8:20pm: Rapid-fire Q&A By speakers: * Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI​ * Anders Tay, ICT & SS Policy Specialist, Chief Data Office, Chief Information Office, GovTech Singapore * Hyqel Razali, Data Analyst, GovTech Singapore * James Teo, Data Engineer, Data Practice, GovTech Singapore 8:30pm: End of STACK Meetup Click **[here](http://go.gov.sg/stackmeetup-23apr2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

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: Tiong Bahru (EW17)

### **📚 Wiser & Faster Club - Apr 2026 Meetup** See you at our April 2026 book sharing & discussion meetup. For regular participants, please note this Apr edition will be on a Sun (Versus our usual Sat) due to venue availability For anyone new to the group, Wiser Faster is a space for curious, growth-minded people to come together, share what they’ve learned from a great non-fiction book, and spark deeper conversations. Join us to build a quality network and accelerate your own growth! ### **What To Expect** **📍 Date:** Sun, 26 Apr 2026 **🕙 Time:** 11am–1pm **📌 Venue:** OCBC Bookxcess Level 4, Wisma Atria, Orchard Rd ( https://www.ocbc.com/personal-banking/ocbc-wisma-partners-bookxcess.page ) **👥 Group Size:** Small & focused (15-20pax) so everyone gets to contribute Rather than the _typical_ book club where everyone has to read the same book beforehand, WFC is a relaxed brunch-time huddle with 2-3 “Book Sharers” taking 15min turns to present insights from a piece of non-fiction that they’ve read which is followed by open discussion. Bring your curiosity and let’s bounce ideas around. ### **How You Can Join** **🙋 Learner**-Sit in, listen actively, and join the discussion if you feel like it **📚 Sharer**\- Read a non\-fiction book \(Or Podcast\, TED Talk\, etc\.\) that blew your mind? Present your key takeaways in 15min\-s\. **🎙️ Host**-For returning members keen to try light facilitation or emceeing *"We become good by reading. We become great by writing. We gain mastery by teaching"* ### **Agenda** * Introduce yourselves (15mins) * Sharer A (15mins) * Discussion A (30mins) * Break (15mins) * Sharer B (15mins) * Discussion B (30mins) * Group selfie and break off * Post-event meal, buy your own (OTOT) **[RSVP etiquette]** • Update your RSVP if you can’t attend to help with planning. • No-shows are unfair to those on the waitlist. • Consistent no-shows may result in blacklisting from future events 📩 *Interested in being a future sharer or Host? Let us know via this form https://forms.gle/8U3oJ64sfrieYxNb9* _Join our Telegram channel to talk to other WFC members and get the latest updates https://t.me/+Im6CfPzD60RlNTA1_ Let’s get Wiser, Faster - Together.

Let’s meet and share our thoughts about Carson McCullers’ novella, The Ballad of The Sad Café.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD