XML

Join us for a groundbreaking session on how **AI Coding Agents** are changing the game for legacy modernization. We aren't just talking about code completion; we are talking about autonomous agents that can refactor, document, and migrate entire modules with precision. ​**🚀 Session: Modernizing Legacy Projects using AI Coding Agents** ​In this deep-dive session, we will explore how to leverage the latest generation of AI agents (like Cursor, Windsurf, Devin, or custom LLM pipelines) to tackle technical debt that would normally take months to resolve. ​**What We Will Cover:** * ​**Automated Refactoring:** How to use agents to identify code smells, untangle spaghetti code, and implement modern design patterns without breaking functionality. * ​**Language & Framework Migration:** Strategies for using AI to translate old syntax (e.g., Java 8 to 21, jQuery to React) while preserving business logic. * ​**Test Generation:** How to generate comprehensive unit and integration tests for legacy code that currently has zero coverage, ensuring a safe modernization path. * ​**Documentation Recovery:** Using AI to reverse-engineer documentation from undocumented legacy systems. ​**Why Attend?** Legacy modernization doesn't have to be a painful, multi-year slog. Come see how AI agents can act as your force multiplier, turning a daunting migration into a manageable, automated workflow.

### **Longevity Networking Dinner at Robertson Quay** hosted by Kamil Pabis Open networking session, pay as you go. Get to know other people interested in health, longevity, exercise, geroscience, medicine or radical lifespan extension and technological progress. Special guest Dr. Jake P. Taylor-King who works on age-related bone loss using singe-cell data and AI. Jan 28, at 7pm Bella Pizza 30 Robertson Quay, #01-09 Riverside View

🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS UG SINGAPORE MEETUP PAGE** 👉 **Please RSVP here:** 🔗 [https://www.meetup.com/aws-sg/events/312539597/](https://www.meetup.com/aws-sg/events/312539597/) 📌 **This event is hosted under the AWS Users Group Singapore.** 📩 All attendees **MUST** register via the link above to receive a confirmation email and secure access to the AWS Singapore building. ❗ Registrations on this Grafana Meetup page will **NOT** be considered valid for building entry. **👋 Hello Grafana & Friends!** This month, we are excited to partner with the **AWS User Group** for a collaborative evening of tech! We are bringing the worlds of **Observability** and **Cloud** together. You can expect a mix of sessions covering architectural deep dives, cloud best practices, and advanced monitoring techniques. **🚀 Grafana Feature Session:** **Topic:** **Lessons from Simulating AWS T3 CPU Throttling** **Speaker:** Goh Chun Lin – Grafana & Friends Community Lead, Singapore **Synopsis:** We often use AWS burstable instances (T3/T4g) to save money, but "Unlimited Mode" can mask architectural inefficiencies by converting performance bottlenecks into silent financial debt. In this session, we go beyond standard metrics to demonstrate **Predictive Engineering**. We will show how to use **Grafana** to visualise invisible infrastructure limits and expose the true cost of performance and how to use **Discrete Event Simulation** to predict architectural breaking points as well. **🤝 Full Agenda:** In addition to the Grafana session, we will be joined by speakers invited by the AWS User Group sharing insights on cloud and infrastructure at scale. **👉 Please check the [Main Registration Page](https://www.meetup.com/aws-sg/events/312539597) for the complete lineup of speakers and topics as they are announced!** See you there!

🚀 **Kicking Off 2026 Together – First AWS Meetup of the Year** Hello AWS Community! A new year is here, and we are starting 2026 the best way we know how, by coming together to learn, build, and share real world AWS experiences. Join us on **Thursday, 29th January 2026**, for the first AWS User Group Singapore Meetup of the year at the AWS Singapore Office, IOI Central Boulevard. This meetup marks the beginning of another exciting year for the community. Expect fresh perspectives, practical cloud lessons, and conversations shaped by what teams are building right now. Whether you are setting goals for the year ahead, exploring new architectures, or simply reconnecting with fellow builders, this is the perfect place to start 2026 strong. Let us set the tone for the year ahead and grow together as one AWS community. 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ Confirmed attendees will receive a confirmation email before the event titled **"AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – January 2026"**. You must present this email at the Level 1 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 📅 **Date**: Thursday, 29th January 2026 🕡 **Time**: 6.30pm 📍 **Location**: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Lessons from Simulating AWS T3 CPU Throttling** *📌 Goh Chun Lin - Grafana Community Lead, Singapore* Chun Lin explores the CPU Credits system of AWS burstable instances (T3) and the architectural risks of the credit system. The session combines observability techniques with Amazon CloudWatch, Grafana, and Discrete Event Simulation (DES) to reveal how to visualise and model the token bucket algorithm in AWS. **✅ Automate and Optimize your Kubernetes / EKS** *📌 Amit Pahwa - Director, Solutions Engineering - APAC Cast AI* **✅ The Real Battle Begins After You Build the Agent** *📌 Lahiru Ratnayaka - Software Engineer (Leading Southeast Asian Bank)* Building an AI agent is just the beginning. This session looks beyond the initial build to explore the challenges that emerge as agents move toward real-world use and how AWS Bedrock AgentCore fits into this journey from an engineering perspective **Workshop Track:** 🚨 Complete **BOTH** Steps to Confirm Your Workshop Registration! 1. RSVP on Meetup 2. Fill out this [Google Form](https://forms.gle/dLkxS26dJQ1dunPr9) ✅Topic: Amazon GuardDuty & Amazon Detective 📌Host: *Loi Liang Yang – Principal Security Specialist Technical Account Manager, Amazon Web Services (AWS)* This workshop is a deep dive in threat detection and response use cases for Amazon GuardDuty and Amazon Detective. Amazon GuardDuty is a threat detection service that continuously monitors your AWS accounts and workloads for malicious activity. Amazon Detective simplifies the investigative process and helps security teams conduct faster and more effective investigations. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

⚠️ **REGISTRATION IS REQUIRED VIA [THIS GOOGLE FORM](https://forms.gle/fKG6vXcPmNK1APP39)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ **ABSTRACT** Conference badges are more than just simple cards. Combining cyber security challenges with creative hardware electronics, #BadgeLife is a growing movement that bridges the gap between the digital and physical security. At this meetup, we will explore the history of #BadgeLife with Singapore’s local scene rapidly carving out its own unique identity. **ABOUT BADGELIFE QUARTER** Badge Life Quarter provides a focused gathering for those curious about the intersection of cybersecurity, hardware hacking, and electronics design. No prior experience in electronics design or soldering is required. Whether you are a seasoned engineer or a complete beginner, this meetup is the perfect starting point. **SPEAKERS** * **Terence Chan** \| Terence is a 3rd year NUS Computer Engineering student\, and also an electronic badge enthusiast\. He has made various Electronic Badges for NUS Greyhats GreyCTF and other similar events\. He is also currently interning at Espressif Systems as a Digital IC Designer\. [Linkedin Profile](https://www.linkedin.com/in/terence-chan-zun-mun/) **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre) **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

**LEARN MANDARIN WITH US** **和我们一起学华语/普通话** Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you. The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up. **欢迎会说华语/普通话的朋友** 我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组，帮助来自世界各地的朋友学习华语/普通话。 *** GETTING THERE Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3. LOCATING US INSIDE THE FOOD COURT Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group × DevOps Columbus** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS, Columbus HashiCorp User Group, and DevOps Columbus meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

## Details \#\# Learn Infrastructure\-as\-Code \(the FUN Way\) — Through Minecraft 🎮☁️ **Joint Meetup: DevOps Columbus - Azure CBUS - Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint DevOps Columbus, Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. \#\#\# What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time \#\#\# Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

### 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/)