Computing

**Special topic for this week: TODO!** Have you ever wondered what happens after you write your program in any programming language and hit "Run"? Welcome to the new group dedicated to Compiler Engineering so we can discuss language design, static analysis, VMs, and code generation. Topics related to hardware architecture and FPGA are also welcomed! **Join us weekly and learn about:** * The vision for this group. * A crash course on how to start learning compiler dev (including top book recommendations). * An open networking session for showcasing projects and finding collaborators. * Weekly topic to learn about particular aspect of programming languages or hardware **Who is this for?** * Anyone building DSLs or new languages. * Anyone curious about low-level systems and programming * Anyone hiring for compiler/toolchain roles (come pitch your jobs!). * Anyone who wants to learn more about programming languages nature! This isn't a lecture—it's a conversation. Come share your projects and get motivated! This group is not super serious, so if you want to just yap about how bad is the new C++ standard you can find some listeners here. See you!

**Ship Agents That Earn Trust** ​Wed\, 13 May 2026 \| 2:00 PM – 6:30 PM SGT ​📍 \*SCAPE, L5 TreeTop, 2 Orchard Link, Singapore 237978 ​🎫 Complimentary food and drinks provided ​⸻ ​**About the Event** ​Every AI team is building agents, but very few can answer what happens when those agents need to act outside their own system. ​When an AI agent crosses an organisational boundary, it carries no verifiable identity. There is no way for the system on the other side to confirm what it is authorised to do, who sent it, or whether it can be trusted at all. The result is a trust gap that no amount of model improvement closes, because it is an infrastructure problem, not an intelligence one. ​This afternoon brings together AI founders and builders to confront that gap directly. Glenn Gore, CEO of Affinidi and former AWS Chief Architect, will give an opening address on building the Internet of Trust, and we will have a guest speaker, Managing Director of Temasek, Pradyumna Agrawal, who will speak about identity, trust, and the future of AI agents. ​You will also hear from a select group of AI companies already building on Affinidi Trust Fabric, sharing their production challenges. ​Whether you are architecting agentic infrastructure, building AI products, or stress-testing your assumptions about what trustworthy agents actually require, this is a conversation worth leaning in. Expect sharp thinking, real use cases, and the space to connect with a community of founders and builders working on the same hard problems. ​Complimentary dinner and drinks are included as the afternoon winds down, to continue conversations. ​RSVP on LUMA required: [https://luma.com/2lv08v20](https://luma.com/2lv08v20) ​⸻ ​**🛠 What's Happening** ​2:00 PM — **Registration and networking** ​2:35 PM — **Opening Address by Glenn Gore**, CEO of Affinidi and former Chief Architect at AWS: *Building the Internet of Trust* ​2:50 PM — **Guest Speaker: Pradyumna Agrawal**, Managing Director of Temasek: *Identity, Trust, and the Future of AI Agents* ​3:05 PM — **Community Spotlight: Arul Murugan,** Founder, GrowthLab ​3:15 PM — **Featured builder spotlights**: How AI companies are applying Affinidi Trust Fabric in real-world agentic solutions ​4:40 PM — **Panel discussion and audience Q&A** ​5:20 PM — **Networking dinner and builder conversations**: Mingle with founders, AI leaders, and builders over dinner. Meet the Affinidi team for a closer look at early access opportunities. ​6:30 PM — **Event ends** ​⸻ ​**🍽 Food & Drinks** ​Dinner will be served during the networking session, so you can keep the conversations going with fellow founders, AI leaders, and builders. ​⸻ ​**📍 Venue** ​\*SCAPE, TreeTop — Level 5 2 Orchard Link, Singapore 237978 ​⸻ ​**🏠 Organised by** ​[GrowthLab.sg](https://growthlab.sg/?utm_source=luma) An all-in-one founders platform — connecting Singapore's startup community to the world through events, resources, and tools to help founders build and grow. [linktr.ee/GrowthLab.sg](https://linktr.ee/GrowthLab.sg?utm_source=luma) ​Affinidi is building the trust infrastructure the Internet never had. Its technology gives builders and organisations the architecture and tools to enable verifiable, privacy-preserving interactions between people, businesses, systems, and AI agents, via open standards with zero vendor lock-in. Founded by Temasek and an active contributor to the Linux Foundation, Affinidi is helping define the trust layer the digital economy needs. Find out more at [www.affinidi.com](https://www.affinidi.com/?utm_source=luma). ​⸻ ​**🤝 Supported by** ​\*SCAPE A youth development space by the National Youth Council, providing a platform for young people to explore their passions, develop their potential, and connect with a community of like-minded individuals. [www.scape.sg](https://www.scape.sg/?utm_source=luma) ​⸻ ​**🔗 Stay Connected** ​[linktr.ee/GrowthLab.sg](https://linktr.ee/GrowthLab.sg?utm_source=luma) ​#TrustedAI #AIAgents #Affinidi #GrowthLab #AgenticAI #SingaporeStartups #BuildInPublic

AI Engineer is coming to Singapore - and Google DeepMind (as a sponsor of the event) also wants to contribute to its general aura of awesomeness! Talks (each around 20mins long): **"Prototyping fast in Antigravity" - Ivan Leo** Ivan has been using Google Antigravity to rapidly build and prototype systems-level Zig libraries like teul and gil. He’ll walk through his actual day-to-day workflow and share the biggest lessons he's learned about steering AI when writing low-level code. Before joining Google DeepMind, Ivan worked on building agents at Manus AI (SG) before its acquisition by Meta in 2026, and so brings a practical view on what it takes to turn agent capabilities into products developers can actually use. **"Robotics Planning with Gemini" - Chaitanya Jadhav & Anurag Roy** Seizing the opportunity to do a lightning talk at the intersection of Robotics (the subject of the April MeetUp) and Gemini, Anurag and Chaitanya will demonstrate how Gemini's multimodal and reasoning capabilities can power a pipeline that converts photos of an indoor space into a map and generates executable task plans for robots with different embodiments. **"Something cool with TTS" - Martin Andrews** In this lightning talk, Martin has been playing with the Gemini Flash TTS models - and will demo both its regular API, and how it can be incorporated into various workflows. **"From Lab to Laundry: Scaling Robot Autonomy in the Real World" - Daniel Ng & Siddharth Krishnan** Google DeepMind’s ALOHA accelerated robot learning and model development, yet a gap remains between successful lab demos and robots working reliably in production. Daniel and Siddharth share their experience deploying ALOHA-based teleoperated robots in real work environments to bridge this autonomy gap; and explain why teleoperation will play key role in autonomous deployment. Apparently, there will be hardware! **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.

Join us for an **advanced, hands-on session** focused on mastering best practices for development with Claude Code. We'll go beyond the basics to cover *planning, testing, and implementation, including deep dives into custom skills, subagents, hooks, context management, and maximising parallelisation using worktrees*. It's a walk-through of powerful agentic coding techniques on a live project, not slides about them. **What we'll cover** \- Claude Code configs\, plugins\, MCP\, and CLAUDE\.md \- The plan to review to implement workflow and why planning first prevents AI slop \- Power\-user territory: custom skills\, subagents\, and hooks\, and how to know when to reach for each \- Context management and progressive disclosure \- Worktrees: running multiple agents in parallel and trusting the output **Speakers** Aritejh — Senior Software Engineer working on agentic applications in the FinTech industry. He's used Claude Code, Codex, OpenCode, and GitHub Copilot to ship agentic systems in production. Manaswini — Senior Backend Engineer passionate about tackling the hardest problems in this space. She's drawn to the start-up world and volunteers across communities to support women in tech. Eileen — Lead at Women Devs SG. She enjoys supporting others on their engineering journey and believes AI will reshape software development, pushing engineers to keep adapting how they learn, build, and think. **Who is this for?** Software developers already using Claude Code (or another agentic coding tool) who want to push their workflow further. Whether you live and breathe these tools or you're using them sometimes and want to level up, this one's for you! **What to bring** \- Your laptop with Claude Code installed beforehand\. This is hands\-on\, and we'd rather spend the time on techniques than on setup \- Your current workflow questions as there will be Q&A throughout **About the partners** Women Devs SG is a Singapore community for women developers that organizes events, mentorship, and spaces where engineers at every stage can learn from each other. General Assembly is a global learning community and our venue partner for the evening, providing the space for us to gather and build together. A community initiative by Women Devs SG, in partnership with General Assembly. Registration starts at 6:30pm and the actual session at 7pm!

Welcome to Gotomo's **Trivia Night & Dinner** — where strangers become Tomos. 🫶 What we've got covered: * Trivia questions * A reserved table for your Circle of Six * Rounds across pop culture, history, sport & more **What to bring:** ∙ Your actual self ∙ An appetite (for food and conversation) ∙ Zero expectations — we handle the rest **What we’ve got covered:** ∙ A warm, intimate and fun setting ∙ A curated group of five other soon to be tomos ∙ The vibes Spots are capped at 6-8 — because that’s the whole point. Intimate. Real. No crowds. **How to join your Circle of Six:** Reserve your spot at gotomo.co — we’ll match you with six other Tomos and confirm your group before the event. 📍 Location: Near Marine Parade MRT, Exact location revealed 24 hours before — because good things are worth the wait. ✨ Launch Pricing: 🎟️ Gotomo Subscription — $19.90/month. Use 'TOMO50OFF' for 50% off on subscription. 🎟️ One-time ticket — $14.90. Just this event, no commitment Go think. Go connect. Gotomo. 🧠 WhatsApp us at +65 8184 0446 for questions gotomo.co 📲 Follow us for updates and early access to upcoming events: Instagram: @gotomo.sg Telegram: t.me/gotomo_sg

\*\* **Registration** **on** **[Luma](https://luma.com/3tr7g20i)** **is** **required** \*\* A vibrant gathering of technology, creativity, and community awaits! 🌴✨ Join fellow iOS developers and enthusiasts to dive into hands-on sessions, exchange ideas, and explore new ways to craft meaningful app experiences 📱💡. Whether you're refining your skills or discovering fresh inspiration, this is your space to learn, build, and connect with like-minded creators 🤝🌍. Let’s make this summer count. 🗓 **Date & Time**: Wednesday, 13 May 2026 🕒 **Time**: 6:30 PM - 8:30 PM 📍 **Location**: Apple Developer Center, Solaris, 1 Fusionopolis Walk, L5 South Tower, Singapore 138632 🌸 What's blooming this May: * 6:00 PM: 🍕 Food, drinks & mingling with fellow devs * 7:00 PM: 🎤 10-min host intro & community updates * 7:10 PM: **Messy Notes → Action Items: 0 Token Cost, 100% On-Device - Tc Pun** What if your chaotic handwritten meeting notes could instantly become structured action items, summaries, decisions, follow-ups, and tags—with zero cloud dependency? This demo reveals how Apple’s Foundation Models framework does exactly that: raw scribbles go in, clean Swift structs come out. No APIs. No token costs. No messy text parsing. Just SwiftUI + guided generation running entirely on-device. * 7:40 PM: **Building in Public in the AI Era: ASC CLI Journey - Rudrank Riyam** I share about my journey of building ASC CLI, an unofficial App Store Connect command-line tool, in public, and how AI-driven development helped me create, maintain, and grow it faster than I imagined. I will cover my workflows of using cloud agents + automation, the reality of maintaining open-source projects, and how one CLI unexpectedly led to 14 job opportunities, 3 acquisition offers, and the decision to move from 7 years of freelancing into a full-time role in the AI era! 🧑🏻‍💻 **Speakers** **1\. Tc Pun** **2\. Rudrank Riyam** **💖 Special Thanks** A huge thank-you to Apple for their continued support of iOS Dev Scout — and to you, our amazing community, for bringing the passion and curiosity that makes every meetup bloom! Come with fresh energy and your iOS spirit — let's make 2026 a year of growth and innovation! ✨ **Can't wait to see you there!** The iOS Dev Scout Team Hiring for iOS / macOS? Let the organisers know, and we'll give you a short airtime! \*\*\* "Everyone has some things to learn. Everyone has some things to teach."- Paul Hudson. \*\*\* We welcome everyone who wants to share their iOS / macOS learnings with the Singapore community! \*\*\* **iOS Conf SG** iOSConfSG 2026 just ended, let the chefs rest but details are always available at [https://iosconf.sg](https://iosconf.sg/)! Follow us on Twitter at [@iOSDevScout](https://twitter.com/iosdevscout) and [@iOSConfSG](https://twitter.com/iOSConfSG) for the latest updates: * LinkedIn: [https://www.linkedin.com/company/iosconfsg](https://www.linkedin.com/company/iosconfsg) * Facebook: [iOSConfSG](https://www.facebook.com/iosconfsg/) * YouTube: [@iOSConfSG](https://www.youtube.com/@iOSConfSG) * Instagram: [@iOSConfSG](https://www.instagram.com/iosconfsg/) * Discord: [https://discord.gg/xqbGpcjra7](https://discord.gg/xqbGpcjra7) \*\*\*

## **[\[Register on Luma\] TGB Masterclass #3 | Secure & Govern Enterprise AI Agents with Airia](https://luma.com/tgb-airia-may26?tk=vdC44E)** [The Generative Beings](https://thegenerativebeings.com/?utm_source=luma) (TGB) is collaborating with **[Airia](https://try.airia.com/zd24u5jnfhj6?utm_source=luma)** to train senior leaders from top tech companies, enterprises, and startups. ​**This will be a series of 3 TGB Masterclasses, covering how to 'Build', 'Optimise' and 'Secure & govern' enterprise-grade AI Agents using Airia**. ​**In TGB Masterclass #3, you will learn to:** * ​Put guardrails on your agentic flows and models * ​Use red-teaming and simulate results for model testing *** ## ​**Agenda:** * ​**05:30 PM:** Registration * ​**06:00 PM:** Kickoff (TGB + Airia) * ​**06:10 PM:** Masterclass begins * ​**08:30 PM:** Masterclass ends *** ## ​[Airia](https://try.airia.com/zd24u5jnfhj6?utm_source=luma): ​Airia is an enterprise AI orchestration platform that lets organizations securely build, deploy, and manage AI agents across their existing systems. They provide no‑code agent creation, model‑agnostic integrations, and enterprise‑grade security and governance solutions so enterprises can scale AI with full control. *** ## ​​[The Generative Beings](https://thegenerativebeings.com/?utm_source=luma): ​Accelerating GTM outcome for 15,000 AI founders, leaders, builders, and experts across Asia. Join the largest AI ecosystem in India, Singapore, Indonesia, Malaysia, Thailand and SEA. **[Signup](https://thegenerativebeings.com/?utm_source=luma) \| [LinkedIn](https://www.linkedin.com/company/the-generative-beings/?utm_source=luma) \| [Telegram](https://t.me/tgbcommunity?utm_source=luma) \| [X](https://x.com/tgbeings?utm_source=luma) \| [Instagram](https://www.instagram.com/tgbeings?utm_source=luma) \| [Reddit](https://www.reddit.com/r/TheGenerativeBeings/?utm_source=luma) \| [YouTube](https://www.youtube.com/@tgbeings?utm_source=luma)** ## **[\[Register on Luma\] TGB Masterclass #3 | Secure & Govern Enterprise AI Agents with Airia](https://luma.com/tgb-airia-may26?tk=vdC44E)**

**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.

⚠️ **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 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)**

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

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.

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

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.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

**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

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

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)

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.