Data Analytics

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-21may2026-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** As AI reshapes the future of defence, how do we stay ahead of machine-speed threats? Dive into the high-stakes world, where AI meets modern security, as we explore the critical intersection of AI-driven resilience and the next frontier of digital warfare. This session unpacks what it takes to stay "In Command" in an increasingly complex landscape, covering the evolution of security operations, strategic leadership, and the transition to post-quantum security. By connecting technical innovation with strategic leadership, we provide the insights needed to navigate today’s dynamic threat landscape. [Join us](https://go.gov.sg/stackmeetup-21may2026-mc) to gain the practical tools to fortify your organisation and lead with confidence in this new era! **Programme** 6:30pm: Networking 6:55pm: Opening Announcements 7:00pm: The Threat Landscape Shift with Claude Mythos By Sean Lim, Security Engineer, Vectra AI 7:10pm: Overwhelmed to 'In Command': How AI‑Driven Defence Empowers Modern SecOps By Jason Heng, Regional Director, Rapid7 7:20pm: Power the Agentic Security Operations Center (SOC) By Jeff Yeo, Leader Solution Engineering, Splunk 7:30pm: Can You Trust Your AI Agents? Evaluation-driven AI for Cyber Intelligence Operations By Simeon Tan, Co-Founder and CTO, Protos Labs 7:40pm: Transitioning from Red to Blue in the AI Era: The CISO Navigator By Terence Teo, Chief Information Security Officer, Ministry of Sustainability and the Environment 7:50pm: Beyond the Hype: What Post-Quantum Security Actually Looks Like in Practice By Regal Star, CEO, ZENTARA Technologies 8:00pm: Closing 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-21may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

Welcome to Singapore **AgentCamp 2026**! Organized by the Global AI Community, this global initiative brings together AI enthusiasts and developers to learn, share, and grow their AI knowledge. Join us for an action-packed 5-hour evening filled with expert-led presentations, real-world engineering insights, and practical, hands-on learning. We’ll be covering everything from low-code AI development in Copilot Studio to pro-code orchestration and AI security. Whether you're taking your first steps in AI engineering or you are looking to build an autonomous agentic SOC, we have an incredible lineup of Experts ready to share their expertise. ### 🗓️ Event Agenda (Note: As this is a highly interactive session, the first hour will act as a buffer to help everyone get set up with their environments before the tech sessions begin!) **4:00 PM \| Welcome\, Setup & Logistics** Arrive, get comfortable, and use this time to get your infrastructure ready. Our team will be on the ground to help you with activating your Azure subscription, getting used to the GitHub repo, and prepping your environment for the Hands-On Lab! **5:00 PM \| Click\. Configure\. Deploy\. Your First AI Agent in 90 Minutes** (Low-Code Session) 🗣️ **Speaker:** Pardha Sardhi Komanduri, Sr. Solutions Engineer **5:40 PM \| Building Agent Orchestration Using Microsoft Agent Framework** (Pro-Code Session) 🗣️ **Speakers:** Sithu Kyaw, Sr. Solutions Engineer & Jana Lee, Solutions Engineer **6:20 PM \| Break & Networking** Grab a bite, stretch your legs, and connect with fellow AI enthusiasts. **7:00 PM \| Hands\-On Lab \(HOL\): Building Agentic Apps from Low to Pro Code** 🗣️ **Conducted by:** Zafir, Solutions Engineer Put theory into practice! One comprehensive lab covering the overarching concepts from the previous sessions. You can take what you've built home with you. **8:00 PM \| Security & AI Engineering: Building an Autonomous Agentic SOC** 🗣️ **Speaker:** Joe Tan, Sr. Solutions Engineer **8:45 PM \| Closing & Open Q&A** **9:00 PM \| Event Concludes** ### 💻 What to Bring & Prerequisites * **Your Laptop:** This event features a 1-hour Hands-On Lab, so bringing your own device is a must! * **GitHub Account:** Please ensure you have an active GitHub account. * **Azure Subscription:** You will need an active Azure Subscription. **Don't have one? We've got you covered!** We will provide a free subscription invite code at the event. **RSVP [HERE](https://konfhub.com/checkout/sg-gai-may-2026-agentcamp) to secure your spot! See you there!**

Welcome to Singapore **AgentCamp 2026**! Organized by the Global AI Community, this global initiative brings together AI enthusiasts and developers to learn, share, and grow their AI knowledge. Join us for an action-packed **5-hour evenin**g filled with **expert-led presentations**, real-world engineering insights, and practical, **hands-on learning**. We’ll be covering everything from low-code AI development in Copilot Studio to pro-code orchestration and AI security. Whether you're taking your first steps in AI engineering or you are looking to build an autonomous agentic SOC, we have an incredible lineup of Experts ready to share their expertise. 🗓️ **Event Agenda** (Note: As this is a highly interactive session, the first hour will act as a buffer to help everyone get set up with their environments before the tech sessions begin!) **4:00 PM \| Welcome\, Setup & Logistics** Arrive, get comfortable, and use this time to get your infrastructure ready. Our team will be on the ground to help you with activating your Azure subscription, getting used to the GitHub repo, and prepping your environment for the Hands-On Lab! **5:00 PM \| Click\. Configure\. Deploy\. Your First AI Agent in 90 Minutes** (Low-Code Session) 🗣️ **Speaker:** Pardha Sardhi Komanduri, Sr. Solutions Engineer **5:40 PM \| Building Agent Orchestration Using Microsoft Agent Framework** (Pro-Code Session) 🗣️ **Speakers:** Sithu Kyaw, Sr. Solutions Engineer & Jana Lee, Solutions Engineer **6:20 PM \| Break & Networking** Grab a bite, stretch your legs, and connect with fellow AI enthusiasts. **7:00 PM \| Hands\-On Lab \(HOL\): Building Agentic Apps from Low to Pro Code** 🗣️ **Conducted by:** Zafir, Solutions Engineer Put theory into practice! One comprehensive lab covering the overarching concepts from the previous sessions. You can take what you've built home with you. **8:00 PM \| Security & AI Engineering: Building an Autonomous Agentic SOC** 🗣️ **Speaker:** Joe Tan, Sr. Solutions Engineer **8:45 PM \| Closing & Open Q&A** **9:00 PM \| Event Concludes** 💻 What to Bring & Prerequisites * **Your Laptop:** This event features a 1-hour Hands-On Lab, so bringing your own device is a must! * **GitHub Account:** Please ensure you have an active GitHub account[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fdocs.globalai.community%2Fazure-client.html)]. * **Azure Subscription:** You will need an active Azure Subscription. **Don't have one? We've got you covered!** We will provide a free subscription invite code at the event. ***Only 80 seats are available.*** **RSVP [HERE](https://konfhub.com/checkout/sg-gai-may-2026-agentcamp) to secure your spot! See you there!**

Douby Ghaut . Will share Venue details when you RSVP and leave your contact for invitation

**\*\*This post is for announcement purposes only. To register, visit [https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/](https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/)** **📍Titansoft has moved to a new location at 15 Harvey Road.** AI is not just knocking on the door; it has already broken it down. Traditional project management—gantt charts, routine scope tracking, and basic WBS generation—is being automated at a terrifying speed. We are facing an extinction-level event for the "administrative PM." In this new world order, Agile is no longer just a framework; it is your only survival mechanism. The irreplaceable human elements of Agile—adaptability, complex decision-making, and navigating human chaos—are the only shields against being completely replaced by algorithms. In this session, we will face this harsh reality and discover together how we can leverage AI rather than being replaced by it. We will explore four cutting-edge, AI-powered approaches designed to augment the irreplaceable human PM. Join us to understand why you must evolve your Agile mindset today, or risk becoming obsolete tomorrow. **ABOUT THE SPEAKER** **Tao Chun Liu** (also known in the community as "PM Mayor") is a Global AI Subject Matter Expert (SME) with 9 years of hands-on experience in AI project implementation and over 10 years in Project Management. He is the Founder of PM Mayors. With over 6,000 hours of teaching and mentoring experience, Tao Chun specializes in bridging the gap between advanced AI capabilities (such as AI Agents and Vibe Coding) and practical Agile methodologies.

**Let’s meet for dinner and simply talk about life.** **This meetup is about slowing down after a long day, enjoying a simple, good meal together, and having relaxed, meaningful conversations. We can share stories, experiences, thoughts about life, or just chat about anything that comes to mind.** **Everyone comes from a different journey, and sometimes it’s really nice to sit down with a few friendly people, listen, laugh, and connect.** **This is not a networking event — just a casual dinner with people who enjoy genuine conversations and meeting new friends.** **Come with a friendly spirit and let’s enjoy a simple evening together. Sometimes friendships begin over the most ordinary dinners. 🍲😊** *******Important note:** **Strictly no MLM, sales, insurance, investment solicitation, or any misaligned intention.** **Anyone attending with the intention of collecting contact numbers, pitching products, or recruiting are not welcomed. This space is for authentic engagement only.*******

## 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/)

## 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.

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!**

Are your blood pressure, blood sugar, or cholesterol levels quietly rising — even though you “feel fine”? Most people don’t take action until it starts affecting their daily life… Low energy, poor sleep, stubborn weight gain, and relying more on medication. It doesn’t have to get to that stage. Join our **offline health sharing session** and discover simple, practical ways to manage the “3 Highs” — without extreme diets or complicated routines. You’ll learn: • Easy lifestyle shifts to support healthier numbers • Smarter nutrition choices that fit your daily routine • How to build sustainable habits for long-term wellness Imagine waking up with more energy, thinking more clearly, and feeling confident that you’re back in control of your health. Whether your goal is prevention, improvement, or maintaining long-term wellness — this session will give you actionable steps you can start immediately. Seats are intentionally limited to ensure a focused, high-quality experience. 👉 Secure your seat now — message us or register today before spots are filled.

**Friday is our open co-working day.** ​​Friday is our open co-working day. Arrive anytime from 10AM — bring your laptop, grab any open seat, stay as long as you like. ​Most people show up after lunch and settle in before The Stage. It's quiet, focused, and builder- and founder-led. **The Stage @ 1.30pm:** Trusted Actuators First ​**Speaker:** ​*Yaokai Jiang, [Momen](https://momen.app/?utm_source=luma)* ​Description: Why a single prompt-to-app agent needs domain-ready tools first. ​After the session, we go back to work. Register here: [Luma Event Page](https://luma.com/1yx31g56?utm_source=meetup)

**Register here**: https://forms.gle/1yXmoUSSFdcTz3tN9 **Her Code, Her Cause** is a one-day vibe coding hackathon organised in conjunction with National Women's Health Month. It is a community initiative by **Women Devs SG**, in partnership with **Open Government Products** under the **Stewards for Good** programme. This event brings together women of all professional backgrounds to address real-world social challenges through structured collaboration and AI-powered tools. No prior coding experience is required. **Problem Statements** \~ This year, we will be working on challenges submitted by our non-profit partners: * **Society Against Family Violence (SAFV)** * **Breast Cancer Foundation (BCF)** Problem statements will be shared with registered participants in advance so you can review them before the event. Teams will be formed based on your area of interest so that work can begin promptly on the day. **What to Expect** * A morning session introducing vibe coding fundamentals and AI-powered tools * Structured team-based work on real problem statements from the field * Access to domain experts and facilitators throughout the day * A full day that includes meals, peer learning, and meaningful collaboration **Who Should Attend** \~ This event is open to women at any stage: engineers, designers, product managers, strategists, communicators, and those with no technical background at all. If you care about the issues, you belong here. **🔔 Spaces are limited. RSVP to secure your place.**

Join us for an 8km “off the beaten track” hike through a quiet pocket of greenery where the city fades into soft, natural calm. The route is easy to follow and sprinkled with a few muddy patches, so good shoes and a bit of adventure spirit will help. Do come prepared for mosquitoes, as this area is more natural than manicured. This walk is best for participants who are relatively healthy, comfortable with longer distances and have no fitness concerns 💪. If you’re ready for fresh air and a trail that feels refreshingly different from the usual paths, come set out on this quiet adventure with us. 🌿✨ This Meetup group is a community-led group by volunteers, who enjoy the Great Outdoors (GO) and would like to share the GO with u too! 🤎✌️😃 This is a free community walk, created simply for the joy of exploring together. To keep the spirit of the walk genuine and relaxed, we don’t involve donations, promotions, or sales of any kind. We warmly ask everyone to be punctual and considerate of fellow walkers, so that the journey remains smooth and enjoyable for all. 😊😊 Late cancellations or no-shows may affect your priority for future walks. 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 page. Kindly check for any updates, especially on the day of the event, so that you will be updated on any changes. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. 🚶🚶‍♂️ As part of Meetup's enhanced privacy/ security measures, the meeting point will now be visible to attendees only. Exercise care while you walk. Please inform us when you feel unwell and need to drop out. *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. 🙏

**GopherCon Singapore 2026** **ANNOUNCEMENT – Tickets via [website](https://2026.gophercon.sg/) only.** The international Go programming language conference for Singapore and Southeast Asia is back. GopherCon Singapore 2026 will be held on **20 to 22 May 2026**. We are very excited to once again meet like-minded Go developers from Singapore, other parts of South-East Asia, and the rest of the world. Keep a lookout on the website for our speakers and agenda update. You can still sign up for the conference or a conference + workshop. Sales are happening fast. *The end time at 10pm takes into account the After-party Event which will take place after the conference at a venue which will be made known soon. Attendees will need to show their conference passes for the After-Party event.* See you there! Cheers! GoSG for GopherConSG 2026

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online 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/215625630917731?p=vxNb3zudhNj0S6Cg0v)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 ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*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.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** TBD

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

Most people use AI like a search box: they type one sentence, hope for the best, and get frustrated when the answer is generic, wrong, or useless. But getting better results from tools like ChatGPT, Claude, Gemini, and other AI systems is not about memorizing magic prompts. It is about learning how to give the AI better context. In this beginner-friendly session, we’ll break down how to make AI dramatically more useful by improving the way you communicate with it. You’ll learn how to give clearer instructions, provide examples, set constraints, ask for better output formats, and use follow-up questions to turn a mediocre answer into a genuinely useful one. We’ll cover practical techniques you can use immediately for work, learning, writing, coding, planning, research, and everyday problem solving. We’ll also touch on why these same ideas show up in more advanced AI systems, including RAG, agents, evaluations, and AI workflows. No technical background required. Bring your curiosity, your questions, and maybe one real task you wish AI was better at helping you with. **What you’ll learn:** * Why “better prompting” is really about better context * How to structure requests so AI gives more useful answers * How to use examples, constraints, and output formats * How to iterate when the first answer is not good enough * How these skills connect to more advanced AI workflows This meetup is for anyone who wants to move beyond basic ChatGPT usage and start getting more practical value out of AI. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.