Machine Intelligence

We’re excited to be part of **“Agentic AI At Work”** — a community meetup happening on **14th May**. If you’re exploring how AI agents are being built and used in the real world, this is a great session to join and learn with the community. From the Redis side, we’ll be presenting: **“Building Production-Ready GenAI Applications with Redis.”** In this talk, we’ll share practical patterns to take GenAI apps beyond prototypes — covering common challenges like **latency, cost, and accuracy**, and how Redis can act as a **real-time context/working memory layer** using approaches like **semantic caching, vector & hybrid search, and efficient retrieval**. If you’d like to learn more about Redis and how teams are using it in GenAI applications, we’d love to have you join. **Important:** RSVP on Meetup is **not enough** — you must register via the **Luma link** to get the joining details and confirmation. Register here (via Luma): https://luma.com/pb93q27u

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-14may2026-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** Balancing speed and stability is a constant challenge in evolving multi-product ecosystems, where teams must make deliberate trade-offs between rapid iteration and long-term reliability. In this edition of ***STACK Meetup [Engineering]***, GovTech speakers from the ***GovWallet suite – GovEntry, GovRewards, GovSupply, and GovWallet*** – will share their grounded experiences from building and scaling across multiple products, offering a closer look at how engineering teams make decisions, prioritise effectively, and evolve systems as complexity grows. Whether you’re shaping architecture, building systems or driving delivery, gain practical perspectives on making better trade-offs, prioritising effectively, and building with greater clarity and intent. Learn with us today: **[go.gov.sg/stackmeetup-14may2026-mc](https://go.gov.sg/stackmeetup-14may2026-mc)**! Who should attend: Software engineers, backend developers, system designers, and engineering managers, who are building and scaling systems across multiple products. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Satoshi Hayashi, Lead Product Manager, Platform Products, Government Digital Products (GDP), GovTech Singapore 7:15pm: Our API-First Journey: Building the Engine Before The Car By Chia Wei Kang, Software Engineer, Government Digital Products - GovEntry, GovTech Singapore 7:35pm: The Art of Small Wins: Build Only What You Need, When You Need It By Alvin Choong, Engineering Manager, Government Digital Products - GovEntry, GovTech Singapore 7:55pm: Diving Into Various Multi-Product Use Cases and Our Learnings By Immanuella Lim, Engineering Manager, Government Digital Products - GovWallet, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-14may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

Systemic family constellation was founded by Bert Hellinger (and I trained with him and many other practitioners). It uses energy and subtle movement and invites healing. Those with issues offer a question and participants are selected to move into the circle as 'representatives' of people or issues. Then an amazing unfolding occurs in which knowledge arrives quietly and 'unknots' the glitches of the past' - our ancestry and the difficulties we carry in our familial lines. Few words, just trust and patience... come and see. You could google this but experiencing it is quite a unique experience which provides information about past problems that affect your harmony today - generating a gentle unravelling which provides more optimistic futures. You can explore health, wealth, relationships, parenting...... There is no charge but if you are able a donation to the room costs is very welcome PS feel free to reach out in a message to learn more or get directions

**You’ve built a career—but are you building something that truly matters?** If you’ve ever wondered whether your skills could be used for something more meaningful, you’re not alone. Join us for an evening of professional networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals, engage in meaningful conversations, and discover opportunities to contribute to a more sustainable future. This meetup is the perfect platform to expand your network, exchange ideas, and learn the secrets behind venture building. Let’s explore how your experience can help build a better future—alongside others who are turning that same restlessness into real impact. [Note: Do get a drink or food from the venue to support them]

**Avatar Agentic AI — AI Masterclass Series** Learn from AI Experts at Singapore's leading Agentic AI practice. Each session goes beyond theory — expect live practical demonstrations, real-world use cases, and hands-on practice with the latest AI tools transforming how businesses operate. Whether you're an SME owner, operations manager, or tech-curious professional, our masterclasses are designed to give you immediately applicable skills — from AI-powered workflows and WhatsApp automation to intelligent document processing and digital transformation strategies. Join us and experience AI the way it’s actually deployed — in action.

Join this in-person hands-on workshop startup founders and developers to learn spec coding and build an app using spec coding in Singapore Join us for an exclusive in-person hands-on workshop on 16 May in Singapore to elevate your software development practice using Agentic Spec Coding with sam.navan.ai ### **Workshop Details:** * **Date:** 16 May (Saturday) * **Time:** 9:00 am - 11:00 am SGT * **Location:** The Working Capitol, 1 Keong Saik Road, Singapore. Map link for the venue: [https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9](https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9 "https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9") * **Fee:** SGD 40 per participant ### **Agenda:** * Going beyond vibe coding: what is spec coding? * Difference between vibe coding & spec coding * Getting started with spec coding - tools, agents and setup * Hands-on: Building a web app using spec coding * Networking ### **Who is it for:** Startup founders and software developers ### **What you get:** * Learn Agentic Spec Coding hands-on. * Access to sam.navan.ai to build your application using agentic spec coding. * Access to SAM agents on Antigravity, Cursor, and Claude Code. * Understand how traditional software development works and how you can automate it using AI. * Learn to build your application using Agentic Spec Coding. * Networking with peers from the industry. ### **Trainer for the workshop:** Santosh Rout - Founder of navan.ai and Saaragh. Santosh is an alumnus of IIT Kanpur with over 25 years of experience in IT and AI. He has built and launched several AI and GenAI products and solutions. ### **Sponsors and Partners:** * Venue Partner: The Working Capitol: [https://www.theworkingcapitol.com/](https://www.theworkingcapitol.com/ "https://www.theworkingcapitol.com/") **Get a FREE 1-day pass at The Working Capitol's coworking space by attending this event.** ### **Organized by navan.ai:** [navan.ai](https://navan.ai/ "https://navan.ai") is an AI & Generative AI products and solutions company headquartered in Singapore with operations in Singapore and India. We also run a bootcamp to help founders to convert their ideas into scalable products using agentic spec coding. Know more about the bootcamp here: [asca.navan.ai](https://asca.navan.ai/ "https://asca.navan.ai") ### **Want to join us as a community partner? Contact Us:** For questions or further information: * **Website:** [navan.ai](https://navan.ai/ "https://navan.ai") * **Email:** varun@navan\.ai\| connect@navan\.ai * **Phone:** \+91 8655482220 \| \+65 8608 9171 ### **Register NOW to save your spot: [https://www.eventbrite.sg/e/beyond-vibe-coding-hands-on-workshop-on-spec-coding-25-apr-singapore-tickets-1986892100759](https://www.eventbrite.sg/e/beyond-vibe-coding-hands-on-workshop-on-spec-coding-25-apr-singapore-tickets-1986892100759)**

## 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 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.

# Tech Discussion: Agentic AI Practical Applications Reserve your seat to experience the future of autonomous Agentic AI in action. By: Mr. Krish Ambady, CTO, Avatar Agentic AI, Singapore. @ 51, Haji Lane, Coffee Shop, Singapore 189244. On Friday, 15 May 2026, 10:00 AM Limited to 10 seats (maximum). Reservations are on a first-come, first-served basis.

**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: Demo Day!** Sign up for demos here: [https://www.notion.so/sq-collective/Demo-Day-The-Stage-303aae2f95ae80a78560c0502ee8ff6b?source=copy_link](https://www.notion.so/sq-collective/Demo-Day-The-Stage-303aae2f95ae80a78560c0502ee8ff6b?source=copy_link&utm_source=luma) This week is Demo Day. ​​Everyone gets 5 minutes to share what they are building. ​​If you are new, this is your chance to show what you are working on now. If you have presented before, come back and show how the project has changed since the last time. ​​The point is not polish. It is progress. Show the work as it is, share what has changed, and let the room see the build happening in real time. ​After the session, we go back to work.

⚠️ **REGISTRATION IS REQUIRED VIA [THIS LUMA FORM](https://luma.com/numbjl55)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ SHELLgym is the regular cybersecurity workout you have been looking for! Whether you're just starting out and need some exercises, studying for a cert (hint: OSCP), looking at CTF challenges, or developing something cybersecurity-related (maybe your own automated tools?), SHELLgym aims to help you progress in picking up practical cybersecurity knowledge and skills. Come and go as you please, work on your own stuff with like-minded individuals, or just have fun during the workout! **AGENDA** Thematic activities for this session * General web frameworks and their administration * Dockerisation * Web enum and attacks * Web defences, logging and threat hunting **⚠️ NOTE** Bring your own laptops (and laptop chargers). Optional - Linux VM **TRAINER** **KK Tan — Founder, counterShell** As a mid-careerist convert to cybersecurity, **Tan KK** picked up his practical skills through getting OSCP certified and by participating in a variety of CTFs. In his career at CSIT, he performed a variety of red-teaming and vulnerability research roles and established the Cyber Training School at CSIT as the Lead Instructor. Besides the OSCP certification, KK is also OSCE and OSEE certified, and has a Bachelor's degree in Social Science (Psychology). He now sees psychology as a field of study where you fuzz humans until they produce unexpected behaviour. **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)

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Join DotBitz for an interactive course preview and introduction session designed for students, parents, and aspiring learners interested in Web development, programming and future AI technology careers. During this session, you will learn about: * DotBitz learning programs and course pathways * How students can start learning programming from an early age * Career-focused learning and mentorship opportunities * Real-world skills students can develop through technology education * Future opportunities in software development and technology careers * How AI will be impact in our future career. This event is a great opportunity to explore how DotBitz supports students from beginner learning to career readiness in a structured and supportive environment. ### Event Details 📍 Location: Columbus Metropolitan Library 4500 Hickory Chase Way, Hilliard, OH — Meeting Room 2A 📅 Date: May 18, 2026 🕔 Time: 5:00 PM – 6:00 PM We welcome students aged 9+, parents, beginners, and anyone interested in learning more about programming education and technology career pathways.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**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** TBD **YouTube Link** TBD

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.