Data Integration

Join us for an evening of deep technical insights into the future of AI-assisted software development. This meetup brings together industry leaders to explore cutting-edge approaches to agentic engineering, from specification-driven development to preserving human flow states in AI-powered workflows. **Venue:** Suntec Tower 3, 8 Temasek Boulevard, #30-01/02, Singapore 038988 **Date:** 25 Feb **Schedule:** * 6:00 PM - 7:00 PM: Registration & Networking * 7:00 PM - 9:00 PM: Speaker Sessions & Q&A ## Featured Speakers **Sergey Saburov, Director of Software Engineering, Acronis** **Topic:** *Spec-Driven Development: Modern Strategies for Human-AI Collaboration* Dive into an in-depth comparison of specification-first methodologies in the era of AI-assisted engineering. This session evaluates different approaches to Spec-Driven Development (SDD), contrasting rigid, blueprint-heavy frameworks with lightweight, iterative change-tracking systems. Sergey examines practical workflows—from initial design to automated implementation—discussing how treating specifications as the "Source of Truth" helps teams eliminate technical debt, minimize AI hallucinations, and maintain architectural integrity in complex codebases. **Sanjeev Solanki, NLP Lead Engineer (AI),** **Constructor Technology** **Topic:** *AI Research Assistant: From Papers to Production with Agentic AI* This talk explores how AI can go beyond chatbots to become a structured research collaborator. We’ll look at an AI Research Assistant that reads papers, analyzes code, understands datasets, and generates executable plans using multi-agent orchestration. Learn how agentic workflows and context engineering help reduce hallucinations and bridge the gap between research ideas and production-ready solutions. **Ake, Developer Experience Director, Chainstack** **Topic:** *Building a Flow State Companion for Agentic Coding* We as humans have the capability of entering flow states—the deeply productive, creative, and rewarding sessions that almost always produce the best results. Flow requires consciousness. AI doesn't have one, and it can easily snap yours. Multi-instance agents, parallel workflows, and orchestrated swarms are TikTok for builders. In this talk, Ake shares his experience building a solution to protect flow, navigating the intricacies of cognition and metacognition along the way. ## What to Expect * Cutting-edge insights into AI-assisted development workflows * Practical strategies for human-AI collaboration * Networking opportunities with engineering leaders and practitioners * Q&A sessions with industry experts **Registration opens at 6:00 PM. We look forward to seeing you there!**

With the rise of AI, software and application development is changing fast. Today, it’s less about whether you code in Vue, React, or another framework—it’s about **how you leverage AI-driven development** and which languages and frameworks work best with LLMs. At this meetup, we’ll explore how AI is transforming software development. Even if you focus solely on frontend, you’ll discover new approaches and practices that can reshape the way you build applications. Join us to discuss **Agentic Engineering** and the new horizons AI opens for developers!

Register at [bit.ly/gdgsg-feb26](httos://bit.ly/gdgsg-feb26) \-\-\- The world of coding just changed. Again. Are you still wrestling with syntax while the "vibes" are passing you by? Join us for GDG Singapore’s Monthly Meetup #2602, a high-octane Build with AI session where we trade manual labor for pure creative intent. This is the Vibe-Coding Evening — where your ideas move from "brain to build" faster than you can hit Ctrl+S. **⚡ Why Vibe-Coding?** Vibe-coding isn’t just a trend; it’s a superpower. It’s about using AI to handle the heavy lifting while you act as the Conductor of the Code. If you’ve ever wanted to build a complex app just by talking to your machine, this is your night. \*\* Bring Your Laptop!\*\* This isn't a "sit back and watch" kind of night. We want you in the IDE, experimenting with the newest models, and seeing how far your creativity can go when the boilerplate is gone. Are you ready to build the future, or are you still debugging the past? #BuildwithAI #GoogleForDevelopers #GDGSingapore \-\-\- By attending this event, you acknowledge that you have [read and agreed to follow these security guidelines](https://bit.ly/devspace-security). We appreciate your cooperation in keeping our office and community space safe and welcoming for everyone. Let’s focus on building the future — safely and responsibly!

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: Holland Village (EW21/CC22)

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-26feb2026-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 STACK Meetup, hear from the GovTech’s Data Practice and SG Gov teams on how data platforms are engineered to optimise the sharing of data sets to create smarter workflows and deliver more efficient, future-proof government services.​ ​ Learn from real-world examples of logical data harmonisation and find out how a game-changing approach to overcoming data silo challenges helped URA urban planners work collaboratively. Go on a journey with Singpass as they explore the tech side of shifting analytics workflows and optimising user experience with security, speed, and accessibility in mind. ​ ​ Stay on for a dynamic Panel Discussion featuring insights from industry partners on the future of data sharing too!​ Join us today. Seats are limited so **[sign up](https://go.gov.sg/stackmeetup-26feb2026-mc) now!** **Programme** 6:30pm: Networking (Light food available) 7:00pm: Introduction By STACK Community 7:05pm: Opening By Yap Ghim Eng​, Head of Data Practice, GovTech Singapore 7:15pm: Building URA's Planning Sectorial Data Hub (PSDH)​ By Blossom Tang​, Senior Systems Analyst, Design & Planning Lab,​ Urban Redevelopment Authority (URA)​; and Ng Lee Ning, Data Engineer, Data Practice, GovTech Singapore 7:35pm: Singpass Data Platform: Data-Driven Decisions with ML & AI​ By Ian Ho​, Senior Manager, Data Science, Singpass​, GovTech​ Singapore; and Syahri Ikram Ismail, Data Engineer, Singpass, GovTech Singapore 8:05pm: Panel Discussion Panellists * James Toh, Solution Engineer, Snowflake * Simon Tschöke, Senior Solutions Architect, Databricks Moderator * Yap Ghim Eng, Head of Data Practice, GovTech 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-26feb2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

The hot topic this month is OpenClaw - and making sure that you too can "feel the AI". Talks: **"Lessons from OpenClaw" - Sam Witteveen** In this talk, Sam will break down how OpenClaw works, its key components and the lessons that you can take from it for building your own personal agents with personality, tools, skills and the stack used to create a successful system. **"Coherent Multi-agent Trajectory Forecasting in Team Sports with CausalTraj" - Teoh Wei Zhen** Can we predict how a basketball play unfolds in the next few seconds? In this lightning talk, Wei Zhen will present \*CausalTraj\*, his AAAI 2026 workshop paper on generative modelling for sports analytics - jointly modelling all interacting entities in the game to achieve SoTA performance and laying the foundation for controllable gameplay simulation. **"MobileClaw - Agents in your Pocket" - Martin Andrews** Martin has been playing around with something that "is like a personal agent system (just a hobby, won't be big and professional like OpenClaw) for web+mobile." Expect (at minimum) some vibe coding war stories - and (at maximum) a live demo! **FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event \-\-\- Talks will start at 7:10pm (entry at 6:45pm) and end at around 9:00pm, at which point attendees can come up to the front for a bit of a chat with each other, and the speakers. Due to some recent security incidents at the venue please take note of the new DevSpace security procedures [https://bit.ly/devspace-security](https://bit.ly/devspace-security) Attendees will not be admitted later than 15min after the talks have started. As always, we're actively looking for more speakers - both '30 minutes long-form', and lightning talks. For the lightning talks, we welcome folks to come and talk about something cool they've done with keras, PyTorch, JAX and/or Deep Learning for 5-10mins (so, if you have slides, then #max=10). We believe that the key ingredient for the success of a Lightning Talk is simply the cool/interesting factor. It doesn't matter whether you're an expert or an enthusiastic beginner: Given the responses we have had to previous talks, we're sure there are lots of people who would love to hear what you've been playing with. If you're interested in talking, please just introduce yourself to Martin at one of the events.

**\*\*\* Please register at** [https://shorturl.at/df4dn](https://shorturl.at/df4dn) **\*\*\*** **Super-Individual Secret Club (SISC): The Money Laundering AI Chapter** 📅 27 February 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 [https://shorturl.at/df4dn](https://shorturl.at/df4dn) We’ll explore how Money Laundering and AI intersect — AI as both a powerful tool for detecting illicit flows and a force that can automate financial crime at scale. Are we entering the era of algorithmic crime and algorithmic enforcement? **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** [https://shorturl.at/df4dn](https://shorturl.at/df4dn)

\*KonneXion Klub\* Not just an event, a new way to connect. More human than LinkedIn More effective than Tinder More alive than a Polyglot Club Deeper than a simple after-work drink It will take place in a sky bar, where the city fades away and conversations rise above the clouds. \*When?\* Thursday 26 February 6.30pm \*Where?\* Skybar at Seacare Hotel Level 16 S 169875 \*For Booking\* WhatsApp Franck +65 8030 0497

🔥 **You asked, we listened - our free n8n Intro to Automation workshop is back by popular demand!** 📌 **Secure your spot for this free workshop by registering here: [lew.ag/workshops/intro-to-automation](lew.ag/workshops/intro-to-automation)** 📍 The workshop will take place around Cuppage Rd. **Exact venue details** will be shared via email with confirmed participants closer to the event date. \-\-\-\-\-\-\- **🛠️ About the Workshop** At Le Wagon, our mission has always been to help professionals future-proof themselves in an ever-changing world. As AI continues to evolve at breakneck speed, it’s becoming increasingly difficult - especially for busy working individuals - to keep up with what’s relevant, and the risk of falling behind is real. That’s why we created this workshop - a fast, hands-on way to learn and stay relevant with practical & essential skills you can apply at work & daily life. Join us for our free hands-on n8n 1-day workshop where you’ll learn how to **build your own automations using n8n** \- without writing a single line of code\. In just 3 hours, we’ll teach you how to create simple automations and AI agents using real-world examples, automate tasks in your work and daily life, and optimize workflows to work smarter, not harder. \-\-\-\-\-\-\- **This is your chance to:** ⚡️ Experience the real power of creating your own automations & AI agents (fair warning: they’re addictive). 🧠 Actively stay relevant without the overwhelm, whether you’re just curious or future-focused. 🤝 Connect with people who care about learning continuously and adapting to how work is evolving. 🌍 Open to anyone from any background! No prior tech experience needed. \-\-\-\-\-\-\- **Please note:** 👉 **Spots are limited**. Register your interest early to secure a seat. 👉 You will need to have a **paid LLM tool** for this workshop. We will register for n8n on the workshop day itself. 👉 The workshop will be held at Cuppage Rd area. The **exact venue details** will be emailed to participants who have confirmed their spot through the registration link provided. *** See you there ☺️

The March Ohio North Database Training user group meeting will be held on **March 3rd, 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/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)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**: Updates and 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.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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

Join us and work remotely together with like-minded UX folks. This is a last minute opportunity to get out at one of our favorites, [Junto](https://thejuntohotel.com/)! Plenty of seating is available in addition to a connected coffee shop and restaurant. I will be there 10-12 for sure, maybe longer. Feel free to come and go anytime during the day, and don't forget your charger and headphones!

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**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** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)