Data Warehouse

We start 2026 with an evening that covers a range of topics at the frontier of AI - and please note that the topics below are "subject to change" depending on new model releases, etc... Talks: **"Nested Learning; mHC/Engram and Sub-1bit Compression" - Martin Andrews** In his talk, Martin will outline several interesting recent works: (a) Nested Learning from Google (which follows on from their TITANS paper at NeurIPS); (b) mHC and Engram from DeepSeek, which may be foreshadowing an upcoming release; and (c) "LittleBit: Ultra Low-Bit Quantization" which had flown under the radar until NeurIPS itself... The goal is to explain a little of both the "why" and the "what" behind this research. **"The Big Shift: From "Bigger Models" to "Smarter Systems"" - Sam Witteveen** In this talk, Sam will go through some of the papers and topics covered at NeurIPS and in general research over the past few months that cover how in the race for AGI, research is moving to Agentic Systems rather than just Big Models **"EmergentDB: What if Your Database Learned Like an LLM?" - Rach Pradhan** In his lightning talk, Rach will describe his highly-rated entry into the recent DeepMind Gemini Hackathon held in Singapore. His "EmergentDB" is a proof-of-concept vector database that uses MAP-Elites (Quality Diversity) to automatically discover optimal index configurations. Instead of hand-tuning HNSW parameters or guessing at partition counts, the idea is that the database evolves configurations specific to your data with impressive speedups over alternatives. **FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event **ALSO:** Sign-ups are on **MeetUp** this time! Registration here should be FREE - if MeetUp requires you to sign up for a subscription somehow, let us know! (We haven't heard of this happening for registrations via their mobile app, FWIW). \-\-\- 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. 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.

Hey AWS Security fam 👋 A new year, a new meetup, and plenty to look forward to. January is here — and we are kicking off 2026 with fresh stories, new faces, and another night of security and cloud in action at the AWS Singapore office. **Our goal remains the same: bring security and cloud practitioners together.** Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster. Want to speak next time? We are lining up lightning talks and deep dives for upcoming meetups — 30-minute sessions, interactive by design. New voices welcome: operators, builders, blue/red/purple teamers, platform folks. If you have shipped it, broken it, or fixed it, we want to hear it. (Ping the organizers / DM us after you RSVP.) 🎤 **Speakers** ✅ **Building and Securing Systems at Scale - Lessons from Cybersecurity Practice** 📌 *Gaurav Keerthi – CEO, StrongKeep* Gaurav will share lessons from building and securing systems at scale, drawing from his experience across national digital infrastructure and his current work in cybersecurity. He will reflect on real world security challenges, how cloud has shaped security decisions, and what practitioners should focus on as systems grow in complexity. ✅ **AI Security Operations: AWS Frontier Agents + Custom Agent Development with Bedrock AgentCore and Kiro** 📌 *Loi Liang Yang – Principal Security Specialist Technical Account Manager, Amazon Web Services (AWS)* Loi explores how teams can deploy enterprise AI security using two complementary approaches on AWS. He will show how ready to use AWS AI Investigative, DevOps, and Security Agents can be enabled quickly for autonomous threat detection, while custom agents built with Bedrock AgentCore and Kiro handle unique security needs. You will see how combining managed and custom agents enables scalable, practical AI powered security operations that actually work in real environments. ✅ **Accidentally Exposed MCP Servers: Lessons From a Real Incident** 📌 *Mayank Nauni – Cybersecurity Researcher* Mayank shares findings from a real investigation into Model Context Protocol servers unintentionally exposed to the public internet. He will explain how these exposures happen, what internal context can leak, and why this matters even outside traditional OT environments. The session concludes with practical steps to secure MCP on AWS, including private VPC deployments, identity controls, and continuous posture checks. 🧭 **Event Details** 📅 Date: Thursday, 15th January 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🛂 **Registration & Check-in (Important)** Watch for an email titled: AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – January 2026 Show this email at Level 1 Concierge to access Level 5 for verification. Walk-ins: Only if capacity allows. Confirmed registrations get priority. No confirmation email = walk-in; entry not guaranteed. 🙌 **What to Expect (and why it’s worth your evening)** * 30-minute interactive sessions — no death-by-slides * Live Q&A & show-and-tell — bring questions, tooling, and war stories * Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs 🍕 **Agenda & Housekeeping** 6:30 PM — Pizza & drinks (vegetarian + halal options) Talks — Start right after dinner Networking — Meet builders, defenders, and platform folks 📸 Photos/recordings may be used for future promo Pro tip: Arrive early to skip queues and snag a good seat 🎁 Swag & promo codes — stay till the end for giveaways

**Hosted by AWS User Group Singapore x AWS Security Users Group Singapore** Hey AWS Community, A new year is here, and so is our first meetup of 2026. Expect new speakers, practical security insights, and plenty of energy at the AWS Singapore office. This meetup brings together both security and cloud practitioners. Security is broad. Cloud moves fast. Let us meet in the middle, share what works, what breaks, and how we can build safer and faster on AWS. Whether you work in development, operations, architecture, or security, you will walk away with ideas you can apply the next day. 📅 **Date:** Thursday, 15th January 2026 🕡 **Time:** 6.30pm – 9.00pm 📍 **Location:** AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Speakers** ✅ **Building and Securing Systems at Scale - Lessons from Cybersecurity Practice** 📌 *Gaurav Keerthi – CEO, StrongKeep* Gaurav will share lessons from building and securing systems at scale, drawing from his experience across national digital infrastructure and his current work in cybersecurity. He will reflect on real world security challenges, how cloud has shaped security decisions, and what practitioners should focus on as systems grow in complexity. ✅ **AI Security Operations: AWS Frontier Agents + Custom Agent Development with Bedrock AgentCore and Kiro** 📌 *Loi Liang Yang – Principal Security Specialist Technical Account Manager, Amazon Web Services (AWS)* Loi explores how teams can deploy enterprise AI security using two complementary approaches on AWS. He will show how ready to use AWS AI Investigative, DevOps, and Security Agents can be enabled quickly for autonomous threat detection, while custom agents built with Bedrock AgentCore and Kiro handle unique security needs. You will see how combining managed and custom agents enables scalable, practical AI powered security operations that actually work in real environments. ✅ **Accidentally Exposed MCP Servers: Lessons From a Real Incident** 📌 *Mayank Nauni – Cybersecurity Researcher* Mayank shares findings from a real investigation into Model Context Protocol servers unintentionally exposed to the public internet. He will explain how these exposures happen, what internal context can leak, and why this matters even outside traditional OT environments. The session concludes with practical steps to secure MCP on AWS, including private VPC deployments, identity controls, and continuous posture checks. 🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS SECURITY MEETUP PAGE** 👉 **Please RSVP here:** 🔗 [https://www.meetup.com/aws-security-users-group-singapore/events/312353393/](https://www.meetup.com/aws-security-users-group-singapore/events/312353393/) 📌 This event is hosted under the **AWS Security Users Group Singapore**. 📩 All attendees **must register** via the link above to receive a confirmation email and secure access to the venue. ❗ Registrations on other meetup pages will **not** be considered valid. 📸 Kindly note that photographs and recordings captured during the event will be used for future promotional purposes. 🍕 **Agenda & Housekeeping** 💡 Pro Tip: Arrive early to avoid queues and secure your seat for the sharing sessions! 🍕 Pizza Time: Dinner starts at 6.30pm, enjoy pizza and drinks before the talks begin. 🎤 Talks start around 7.00pm 🍻 Post-Event Networking: Stick around to meet fellow builders, practitioners, and experts. 🎁 Swag & Promo Codes: AWS swag and giveaways await those who stay till the end! 🔗 Connect with us: Meetup: [AWS Security Users Group Singapore](https://www.meetup.com/aws-security-users-group-singapore/) 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) 📬 Enquiries: [aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)

Join us to grow personally and professionally, share knowledge, and build meaningful relationships with fellow business minds committed to continuous development. **7pm - 730pm:** Opening Networking **730pm - 745pm:** Introduction by Host **745pm - 815pm:** Hot Seat Networking **815pm - 930pm:** Opening Networking Here, you'll find a supportive space to expand your knowledge, connect with like-minded individuals, and unlock your full potential through meaningful networking and development opportunities. Whether you're just starting to explore entrepreneurship or have years of experience to share, join us to learn, grow, and succeed together.

**For ages 18 and above.** Transform your body and mind with our Graceful Shoulders, Supple Hips yoga class, where we focus on enhancing mobility, strength, and flexibility in your shoulders and hips. This class blends therapeutic yoga practices with mindful movements to gently open and strengthen these crucial areas of your body. Whether you're dealing with stiffness, recovering from injury, or simply aiming to improve your overall well-being, this class is designed to cater to all levels and abilities. In each session, guided by experienced instructors, you'll explore a sequence of gentle yet effective yoga postures aimed at releasing tension, improving flexibility, and strengthening muscles around the shoulders and hips. These practices not only enhance physical health but also cultivate mindfulness and relaxation, providing a profound sense of well-being that extends beyond the mat. Whether you're new to yoga or a seasoned practitioner, our inclusive environment welcomes everyone seeking to nurture their body and mind. Expect to leave each class feeling revitalized, with newfound ease in your movements and a deeper connection to your inner self. ### **Address** 163 Telok Ayer St, #03-01, Singapore 068616 ### **Schedule** Thursdays 515PM - 615PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

Boxing is a combat sport that utilises punches, footwork, and head movement. Also known as “The Sweet Science”, it is best known for its efficiency of hitting without getting hit. Students will be taught the proper mechanics behind generating fast and powerful punches, as well as evading punches through evasive movements and footwork. Classes are taught in a controlled and conducive environment to ensure the safety of all members. ### **Address** 701A Yishun Ave 5, #02-01A, Singapore 761701 ### **Schedule** Thursdays 530PM - 630PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

​\*\*[Moment of Now] Workshop by Thribe x Cloop\*\* ​ ​Step into the **[Moment of Now]**, a transformative workshop led by **Gerra and Lin from Thribe** that invites you to slow down and rediscover the beauty in the discarded. In this hands-on session, we move beyond traditional crafting to explore the intersection of circularity and self-expression. You will be guided through the process of turning textile waste into a unique Cloop Identity Tag. ​[By](https://tag.by/) assembling fragments of fabric, you'll learn to see identity as a beautiful patchwork of experiences. Join us for a session of mindful creation, where every weave is an act of presence. Location: 22 New Industrial Rd #06-22- Direction here: [bit.ly/CloopPrimax](https://bit.ly/CloopPrimax)

#### **Attention:** Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? #### **Interest:** 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. #### **Desire:** 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*. #### **Action:** 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!

Join us for recreational softball training (throwing, fielding, batting practice, game play). Bring your glove and water for hydration. If you don't have a glove, let us know so we will bring our spare glove. Kindly sound out that you are from Meetup.

**⚠️ REGISTRATION IS REQUIRED VIA [THIS SIGN UP FORM (LUMA)](https://luma.com/bwg0i788) ⚠️** — **ABOUT THE RANGE VILLAGE** ​The Range Village is a community driven cyber range interest group aimed to provide community curated Cyber Range content for people who are interested in practicing their cyber skills such as active directory testing, lateral movements, defence evasion, and provisioning of an attack infrastructure. We live in a world where cybersecurity education is within a Google search or a GenAI prompt, but the access to a certain range or resource to practice those skills can be costly to individuals who are not in the position to self-fund a paid cyber range or premium access range. **ABSTRACT** The workshop will cover: 1. ​Introduction to Active Directory 2. Active Directory Attacks 101 **SET UP INSTRUCTIONS FOR PARTICIPANTS** Participants will need to bring their own laptop with a Kali Linux virtual machine **AGENDA** * ​10:30 \| Door opens * ​11:00 \| Workshop starts * ​12:00 \| Mini lunch break * ​12:45 \| Workshop continues * ​13:45 \| End of workshop \- start of hangout * ​16:00 \| End of event **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre/) **LEAD FACILITATOR** **Sim Cher Boon \|** Cher Boon is a Security Engineer at Grab and the Co-Founder of the Range Village community group. He has competed in multiple CTFs, both locally and overseas, spoken at local and overseas conferences on security topics, and now focuses on developing the next generation of cyber talents through guidance and meetups. **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)

Register at [bit.ly/gdgsg-jan26](https://bit.ly/gdgsg-jan26) \-\-\- Join us for an exclusive session with Thorsten Schaeff, Developer Relations Engineer at Google DeepMind. This isn't just another overview; it’s your first look at the next generation of multimodal models and the tools that will redefine your development workflow. What to expect: * Meet Gemini 3: Be among the first to explore the capabilities of the latest Gemini 3 family, including the highly anticipated Nano Banana Pro model. * Defy Gravity: Discover Google Antigravity, the new tool designed to remove friction from your build process. * Master the Studio: A guided walkthrough of Google AI Studio to help you prototype faster and smarter. Whether you are an AI researcher or a mobile developer looking to integrate on-device smarts, this session will equip you with the knowledge to accelerate your work. #GoogleDeepMind #GoogleForDevelopers #GDGSingapore

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

Gaming, AdTech, EdTech, Media Streaming, and FinTech are just a few of the workloads where high-availability cloud infrastructure matters. Whether you’re doing battle daily in one of these spaces or are just curious about ways to improve performance, meet us in Reston for an in-person discussion on bare metal cloud architecture. You’ll meet our product lead, James MacKenzie, who will walk through how modern bare metal serves as a control plane for hybrid and private cloud architectures. **What we will cover** * Ways to leverage bare metal, containers, and orchestration for better performance and predictable economics; * Real-world hybrid, disaster recovery, and data-intensive architectures; * Our approach to eliminating ingress and egress fees. **Who should attend** * Cloud architects and platform engineers; * DevOps professionals and infrastructure leads; * FinOps stakeholders managing data-heavy or hybrid workloads. **Why attend** This is a technical, architecture-first conversation. You will leave with a clearer understanding of high-availability cloud infrastructure and how organizations are scaling cost-effectively. Food and drinks will be provided. Space is limited to keep the discussion interactive.

Jan. 25 前行课：为什么学习？ 人生需要老师--善知识 踏入《广论》研讨班，对许多人来说是开启生命转变的契机。或许您也会好奇：在繁忙的工作与生活之余，投入时间研读佛典，究竟能为人生带来哪些实质的成长与收获？ 《广论》研讨班秉持着日常老和尚以心灵提升、圆满生命的目标，提供大众身、心、灵健康的学习环境与循序渐进的佛法课程。学员通过听师父的录音带和研讨交流，对佛法建立整体认识，全面的理解，同时学习如何将佛法智慧运用于生活中，打造幸福人生。 **《菩提道次第广论》简介** 佛法大全，给与您心灵滋养，人生方向 次第井然，引领您脚踏实地，步步向上 心智科学，帮助您认识自己，了解他人 幸福教育，教会您正确取舍，离苦得乐 生命教育，陪伴您创造希望，走向美好

## **1 Million Cups Loudoun Workshop: How AI Can Work for Your Business** **Wednesday\, January 28 \| 9:00 AM – 10:00 AM** **Venture X Loudoun – Ashburn** Artificial Intelligence is no longer just a buzzword — it’s a practical tool that businesses of all sizes can begin using today. Join **1 Million Cups Loudoun** for a special **workshop-style presentation** led by **Victor Meer of AI Prime** and **Jay Jay Billings of Band Gap AI**, designed to help entrepreneurs understand how AI can realistically support their business operations. This workshop will provide: * A clear, practical overview of what AI actually is * Real-world examples of how businesses are using AI today * Insight into where automation can save time and reduce friction * Guidance on how to start leveraging AI without needing technical expertise Whether you’re AI-curious, overwhelmed by the noise, or ready to explore automation in your business, this session will help you think clearly about where AI fits — and where it doesn’t. As always, coffee, conversation, and community are at the heart of 1 Million Cups Loudoun. ### What Is 1 Million Cups? 1 Million Cups is a national program powered by the Kauffman Foundation that brings together entrepreneurs and community members for weekly conversations that educate, support, and inspire. Loudoun’s chapter meets on the 2nd and 4th Wednesdays of each month. Join us on **January 14 at 9:00 AM** for coffee, connection, and a meaningful conversation about reimagining after-school education in Loudoun County. **We look forward to seeing you there.**

Join us for another session of our study group as we dive into the fascinating world of Large Language Models (LLMs) using the book **Build a Large Language Model from Scratch** from Manning. In this session, we will finish **Chapter 7: Fine-tuning to follow instructions**. In the last session, we talked about how to prepare the dataset for instruction fine-tuning and in this session we will perform the fine-tuning and evaluate the model afterwards. This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to build a strong foundation together. If you plan to work with the code on your own laptop during the session, try and set-up the environment ahead of time (https://github.com/rasbt/LLMs-from-scratch/tree/main/setup). We will be meeting at the North County Governmental Center this time that is across from the Reston public library.