Distributed Ledger Technology

Everyone is building agents. Far fewer have gotten them past the pilot and into the hands of real users inside a large organisation, where the constraints are different and the room for error is smaller. This edition of The Agentic AI Club brings together speakers who have done that, sharing first-hand what it took to move agentic AI from a working prototype into the enterprise. ## **What You'll Take Away** * What it takes to move an agent past the pilot and into everyday use across a large organisation * Where enterprise realities reshape the build: security reviews, legacy systems, procurement, and sign-off * Which design choices survived production, and which ones fell over * A sharper sense of where enterprise agentic AI is paying off right now ## **Agenda** 4:00 PM — Doors open · Registration 4:10 PM — Welcome by The Agentic AI Club 4:15 PM — Speaker sessions 5:45 PM till late — Community Mixers ## **Speakers** **Speakers** **Vidhi Chugh — AI Strategy & Governance Lead, Prudential AI Lab** Vidhi is a globally recognised AI leader and patentholder, working at the intersection of business, product, and engineering. Named among the World’s Top 200 Business and Technology Innovators, she has scaled enterprise-grade AI systems and taught more than 250K AI practitioners globally. **​Annie An — Senior Solutions Architect, AWS** Annie helps enterprises across ASEAN design and deploy production-grade GenAI, LLM, and agentic systems, spanning financial services, telco, insurance, and legal, with a focus on responsible AI and real-world impact. *\*All speakers appear in their personal capacity. Views shared are their own and do not represent the official positions of their organisations.* ## **Who Should Attend** * AI engineers, technical leads, and ML practitioners building agentic systems * Product and engineering leaders shipping AI-first products inside larger organisations * Enterprise innovation, strategy, and digital transformation leads * Founders and operators deploying agentic AI into enterprises * Anyone focused on getting AI agents from prototype into production at scale ## **About The Agentic AI Club** A space for people shaping how AI gets built and shipped. We bring together engineers, founders, operators, and ecosystem leaders working at the frontlines of agentic AI in Singapore.

**\*Subject: Join Me at the Next BNI Chapter Meeting!\*** Hi, I hope this message finds you well. I would like to extend a special invitation to you to join me at our upcoming BNI Chapter meeting. It's an event I'm excited about, and I believe you'll find it both valuable and enjoyable. BNI (Business Network International) has been a game-changer for my business, helping me connect with like-minded professionals, expand my network, and generate quality referrals. I believe that you, too, could benefit from being a part of our dynamic BNI Chapter. At the meeting, you'll have the opportunity to: * Network with fellow professionals from various industries. * Share information about your business and what types of referrals you are seeking. * Learn more about the power of referral marketing and how it can boost your business. * Discover the success stories of other BNI members. This meeting is a great chance for you to see firsthand BNI's incredible potential and how it can help you grow your business. I will be there to introduce you to fellow members and guide you through the process. Date: 9 May 2024 Time:7.30 am to 10.00 am Fee: $58 Venue: Chui Huay Lim Club 190 Keng Lee Road #04-01 Singapore 308409 Dress Code: Business Attire If you can make it, please RSVP by 8 May at 4.00 pm so we can ensure your spot at the meeting. [https://www.eventbrite.sg/e/9-may-24-bni-synergy-weekly-networking-meeting-tickets-885471006617?aff=oddtdtcreator](https://www.eventbrite.sg/e/9-may-24-bni-synergy-weekly-networking-meeting-tickets-885471006617?aff=oddtdtcreator) I genuinely believe that your presence at this meeting can significantly impact your business and professional network. If you have any questions or need further information, please don't hesitate to let me know. I'm looking forward to seeing you at the BNI Chapter meeting and introducing you to this fantastic group of business professionals. Together, we can take our businesses to new heights. Best regards, P/S: For more information about BNI, click here: [https://www.youtube.com/watch?v=JTLWbaIKJuw&t=5s](https://www.youtube.com/watch?v=JTLWbaIKJuw&t=5s) To find out more about BNI Synergy, click here [www.bnisynergy.sg](http://www.bnisynergy.sg) If you have any questions, please feel free to WhatsApp me at 98394575 or Email soononn@kashacademy.com

Hey Hashicorpians, We’re excited to invite you to the Cloud Native and HUG Singapore May Meetup, a collaborative in-person event with the Singapore CNCG meetup, hosted at SMU School of Computing and Information Systems 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-20260701)** and join us in person! This meetup brings together the cloud-native community to explore AI innovation and Kubernetes data security, share practical insights, and connect with fellow practitioners. 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-20260701)** and join us in person! 📅 Date: Wednesday, 1st July, 2026 ⏰ Time: 6:00 PM – 9:00 PM (GMT+8) 📍 90 Stamford Rd, Singapore 178903, SOE/SCIS2 Seminar Room B1-1 🎤 Talks include: 1. **Engineering "Invisible" Platforms With Crossplane and Score,** by [Mumshad Mannambeth](https://www.linkedin.com/in/mmumshad/), Founder & CEO of KodeKloud 2. **Terraform at Scale: Architecture, Automation, and AI-Assisted AWS Delivery** by [Nisal Wickramage](https://www.linkedin.com/in/nisal-wickramage/), Senior Consultant at Thoughtworks 3. **Enable Zero Trust for Service Connectivity across Hybrid Cloud with HashiCorp Consul ⛅️**by [Sai L.](https://www.linkedin.com/in/sailinnthu/), Sr. Solutions Architecture Specialist 🏟️ Venue - Sponsored by **SMU Artificial Intelligence Club (SmuAI)** 🍕 Networking, food & drinks - Sponsored By 𝗛𝗮𝘀𝗵𝗶𝗰𝗼𝗿𝗽, 𝗮𝗻 𝗜𝗕𝗠 𝗖𝗼𝗺𝗽𝗮𝗻𝘆 🎁 Quiz, swag & vouchers - Sponsored By **KodeKloud** 3 Lucky winners will also get an opportunity to win **KodeKloud** Subscriptions 5 Lucky winners will get an opportunity to win Hashicorp Associate exam vouchers. 1 Lucky Winner will get - Print Copy of Terraform Authoring and Operations Professional Study Guide Azure Edition written by [Mattias Fjellström](https://www.linkedin.com/company/96315339/admin/page-posts/published/#), https://lnkd.in/gkByqHfQ Whether you’re a platform engineer, SRE, developer, or cloud architect, this is a great opportunity to learn, connect, and grow with the **CNCF & HUG community.** 👉[ ](https://konfhub.com/singapore-cncf-and-hug-20260701)**[RSVP now](https://konfhub.com/singapore-cncf-and-hug-20260701)** and join us in person! Join Our Telegram Channel: **[Singapore HUG Telegram Public Channel](https://t.me/+4TSTIb7Z31JkMTk1)** **[CNCF Telegram Public channel](https://t.me/+7nwzcfCV03JjMzhl)**[ ](https://t.me/+7nwzcfCV03JjMzhl) LinkedIn: **[Singapore Hashicorp User Group](https://www.linkedin.com/company/singapore-hashicorp-user-group-hug/)** **[Singapore Cloud Native Community Group - Official CNCF Community](https://www.linkedin.com/company/cloud-native-community-group-singapore-cncf/)** See you there! Singapore HUG Organizers.

🗓️Midweek Power Workout ⏳60-minute session 🎟️ New Participant Benefit Elevate your midweek routine with our energizing full-body workout experience, designed to help you move better, feel stronger, and stay motivated. This dynamic 60-minute session is suitable for all fitness levels—from beginners to experienced participants—combining cardio, strength, and endurance training through engaging circuits and effective resistance exercises. Each workout is thoughtfully structured to build total-body strength, enhance stamina, and support lean muscle development. Beyond physical results, our sessions focus on confidence, consistency, and overall well-being. You’ll be welcomed into a supportive and inclusive training environment where you can exercise safely, progress at your own pace, and stay motivated throughout your fitness journey. 🎟️ New Participant Benefit First-time attendees receive a complimentary body composition analysis to establish a fitness baseline and support personalized goal-setting. “The only bad workout is the one you didn’t do.” 🕒 Schedule: Wednesdays, 7:15 PM – 8:15 PM 📍 Location: Aperia Mall, Open Plaza 🎒 What to Bring: Yoga mat, towel, water Whether your goal is strength, endurance, or maintaining an active lifestyle, our experienced team is committed to helping you achieve sustainable, long-term results. Join us and take the next step toward a healthier, stronger you. 💪 ⚠️ Disclaimer Participation in this event is voluntary. Attendees acknowledge that physical activity carries inherent risks and agree to take part at their own discretion. The organizers are not liable for any injuries or health-related incidents.

Hey AWS Security fam 👋 **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** ✅ **AWS Privilege Escalation Paths: A Technical Primer** 📌 Nicolas Buzy-Debat, Red Team Lead, Grab A technical session on how privilege escalation paths can emerge within AWS environments, where practitioners can study known techniques, and how the approach differs between pentesting and red teaming. Nicolas will walk through selected examples, practical ways to reason about attack paths, and recommendations for reducing privilege escalation risk through better visibility, IAM design, and security controls. ✅ **Security Leadership in the Age of AI and Cloud** 📌 Damian Leach, Chief AI & Digital Officer, VISTRA 📌 Donald Ong, Senior Assistant Director, Cybersecurity Agency of Singapore (CSA) 📌 Swan Chin Yeo, Head of Greater ASEAN, Okta A leadership discussion on how security teams are navigating the intersection of AI, cloud adoption, identity, governance, and an evolving threat landscape. The conversation will explore how leaders balance innovation with risk, what security priorities are changing, and how practitioners can prepare for the next phase of cloud and AI-driven security challenges. 🧭 **Event Details** 📅 Date: Wednesday, 1st July 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 – July 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

🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS SECURITY MEETUP PAGE** 👉 **Please RSVP here:** 🔗 https://www.meetup.com/aws-sg-security/events/312743656/ 📌 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. **Hosted by AWS User Group Singapore x AWS Security Users Group Singapore** 📅 Date: Wednesday, 1st July 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Speakers** ✅ **AWS Privilege Escalation Paths: A Technical Primer** 📌 Nicolas Buzy-Debat, Red Team Lead, Grab A technical session on how privilege escalation paths can emerge within AWS environments, where practitioners can study known techniques, and how the approach differs between pentesting and red teaming. Nicolas will walk through selected examples, practical ways to reason about attack paths, and recommendations for reducing privilege escalation risk through better visibility, IAM design, and security controls. ✅ **Security Leadership in the Age of AI and Cloud** 📌 Damian Leach, Chief AI & Digital Officer, VISTRA 📌 Donald Ong, Senior Assistant Director, Cybersecurity Agency of Singapore (CSA) 📌 Swan Chin Yeo, Head of Greater ASEAN, Okta A leadership discussion on how security teams are navigating the intersection of AI, cloud adoption, identity, governance, and an evolving threat landscape. The conversation will explore how leaders balance innovation with risk, what security priorities are changing, and how practitioners can prepare for the next phase of cloud and AI-driven security challenges. 📸 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)

NONGKRONG Diaspora Indonesia di Singapura Rabu, 1 Juli 2026 Jam 6.30 PM SGT Topik: Kenalan, Business Opportunity, Niseko Japan Property, Investment, Diaspora Event, dan Networking Lokasi: HOTEL IOI GLOBAL Plus Building, 20 Cecil Street #01-05, Singapore 049705 Light Refreshment Provided (Halal Food) - Free Event Daftar: +65 93554952 Salam Diaspora https://www.diasporaindonesia.org/

**Curious about how AI is changing the legal profession and what that means for every knowledge worker?** Join us for this week's **The Stage**, our weekly lightning session where founders, builders, and operators share practical ideas, real experiences, and lessons they're actively applying today. Expect actionable insights, thoughtful discussions, and plenty of opportunities to connect before getting back to building. ### **Topic** **State of AI Adoption in the Legal Industry** ### **Speaker** **[Zeng Hanyi](https://www.linkedin.com/in/zenghanyi/)** Hanyi has worked as a litigation, arbitration, and investigations lawyer across leading Singapore and international law firms, as well as serving as in-house counsel in the oil & gas industry. Today, he explores what it means to become an **Authentically Integrated Lawyer**—embracing AI while staying grounded in professional judgment and ethics. ### **What You'll Learn** As AI reshapes professional services, the legal industry sits at the intersection of innovation, expertise, and responsibility. In this session, Hanyi shares his personal journey of adopting AI in legal practice, the opportunities it unlocks, the risks it introduces, and what every knowledge worker can learn from the legal profession's experience. Whether you're a founder, builder, consultant, or simply curious about AI's impact on specialized work, you'll leave with fresh perspectives on integrating AI thoughtfully into your own workflow. ### **You'll Leave With** ✅ A clearer understanding of how AI is transforming legal work ✅ Practical insights for adopting AI in knowledge-intensive professions ✅ A balanced perspective on the opportunities, limitations, and risks of AI in professional practice Bring your questions, grab your laptop, and stay afterwards to continue building alongside the community. [Get your Free Ticket here! ](https://luma.com/sxhi40i8)

**DISCLAIMER: NOT FINANCIAL ADVICE** Casual run of about 3.5km - 4km. Hais, seems like there isnt a a community run group on bitcoin in Singapore. Please visit below page to sign up (Dont pangseh hor). https://www.meetup.com/runningbitcoinsg It is the only way I can filter out the bots. There is always more things to learn about Bitcoin. One of it being low time preference. The group welcomes anyone who is interested in knowing more about saving in bitcoin or simply just want to join us to have a good run.

Want to check out what dragonboat paddling is all about? W ether you are seasoned paddler or a newcomer, we welcome you to try out dragon boating with the German Dragons and end off the session with IC**E COLD BEER!** l paddling equipments and life vests are provided! **AT to bring: \** comfortable sports attire\, flip\-flops\, hat\, sun glasses \ water \( min 1.5L) \ sun lotion **WHERE and WHEN: \** 8.30AM meet at the boat nursery\, 5 Stadium Rd ( e on time at our cage as we cannot wait for late-comers) \ grab your paddle\, life vest\, lock your belongings\, then warm\-up \ water training till 11AM - after 11AM cool\-down\, chilled drinks\, freshly brewed Paulaner beer **Cost** $25 includes your training session and an awesome time over a keg of beer as post-training fuel! Pay on-site Send us a message for further enquiries. Looking forward to meeting you this Saturday!

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-2jul2026-mc) only.** Moving AI from prototype to a reliable production often raises questions about optimisation, scalability and compliance. At this STACK Meetup [AI], we strip away the hype to offer an exclusive look under the hood of PlatformAI, GovTech’s developer-first platform built to scale AI capabilities reliably for the Government. Take a peek into how PlatformAI provides an enterprise-ready platform layer to govern and orchestrate large-scale AI model and capability deployments. Our speakers will share strategies on unifying secure model access, balancing costs using Pay-As-You-Go (PAYGO) versus Provisioned Throughput, and leveraging managed multimodal pipelines – Vision, Document, and Audio – without the overhead of maintaining fragmented infrastructure. Walk away with fresh insights on how GovTech is democratising AI deployment at scale, whilst ensuring proper governance like prompt security, throughput optimisation, and architectural guardrails to address modern scaling bottlenecks. **Secure your spot for STACK Meetup [AI] today: [https://go.gov.sg/stackmeetup-2jul2026-mc](https://go.gov.sg/stackmeetup-2jul2026-mc)**. Limited seats available! Who should attend: Product managers, software engineers, AI/ML developers, infrastructure specialists, and system architects, who are looking to bridge the gap between AI prototyping and production-grade software engineering. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By Ethan Goh, Director, Product Management, AI Programme, GovTech Singapore 7:15pm: Introducing PlatformAI – GovTech’s one-stop platform for AI Capabilities By Daniel Yuen, Product Manager, AI Programme, GovTech Singapore 7:35pm: PlatformAI – Models: Unified Access To LLMs By Tan Xiu Quan, Product Manager, AI Programme, GovTech Singapore 7:55pm: PlatformAI for Multimodal Capabilities, across Vision, Documents and Audio By Suresh Kumar Sarad, Senior Product Manager, AI Programme, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-2jul2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

**DISCLAIMER: NOT FINANCIAL ADVICE** Casual run of about 3.5km - 4km. Route can be lengthen if group is small. We will meet 7:00pm at BK eating house beside the zebra crossing: https://maps.app.goo.gl/ntCCoQz1UDvcKT8r9 Nearest MRT can be Clarke Quay OR Raffles Place At the moment no bag drop provided. Please do offer if you have a place for bag drop. Warm up 15mins and start at 7.15pm latest. Running route brings us to around Fort Canning Park and back. Please note that we are running Fort Canning Park area in the night and runners must be comfortable in a dimly lit environment. We will usually end off our runs at BK Eating House for a drink / Meal. This is a group about discovering bitcoin as a savings technology. We welcome anyone who is interested in knowing more about saving in bitcoin or simply just want to join us to have a good run. We start out casual and as things get more consistent, we might do what others have been doing worldwide: https://www.bitcoinrunners.org/community/

Hello Flutter developers and enthusiasts! Flutter Singapore is hosting its Q1 meetup at the Launch/National Library room @ Bugis. **📖 1. Summary** Get ready to learn about different aspects of the Flutter Ecosystem! Our talks are focused on the technical details of Flutter and our speakers will share their insights from their experience. If you are interested in learning about cross-platform app development or want to meet the Flutter community in Singapore, join us! Further details can be found below. **📝 2. Registration** **🗣 A) Speakers** * We are looking for 1 speaker. If you would like to present a topic at this event, kindly join the telegram group and let us know in the chat room. [https://t.me/flutter_sg](https://t.me/flutter_sg) **👂 B) Participants** * RSVP on this page to reserve your spot! **IMPORTANT**: The venue does not allow food and drinks. We will head to another location to have food AFTER the event. **🎙 3. Presentations** Presentations will be **20-25mins** long with time for Q&A at the end. * **🎤 Talk 1: Flutter with non-Dart languages** **Speaker:** Eugene Toh. **Presentation summary**: Foreign function interfaces (FFI) for connecting Flutter with other languages like Rust and C/C++ **🎤 Talk 2: Build and Deploy Apps with FlutterFlow MCP** **Speaker:** Prashant R **Presentation Summary**: Discover how to build and deploy AI-powered applications using FlutterFlow MCP (Model Context Protocol). In this hands-on session, we'll explore how MCP enables FlutterFlow apps to connect with AI models, external tools, and data sources seamlessly. You'll learn how to build a real-world application, integrate AI capabilities, and deploy it efficiently for production use. **🗓 4. Timetable** * 18:30 \| Registration & Networking\! * 19:00 \| Presentation \#1: Flutter with non\-Dart languages * 19:30 \| Presentation \#1: Build and Deploy Apps with FlutterFlow MCP * 20:30 \| Networking * 20:30 \| End of Event

**ANNOUNCEMENT: [Venue change] SQ Collective has generously offered to host the venue for this session for free. It is only appropriate that we allocate some capacity to them (via a Luma event). This is a chance for folks in the AI builder community to participate in our group’s philosophy practice, and for us to broaden our audience within that community. If you have already signed up via Meetup, there is no need to double-register through Luma, should the Luma event be made public.** “You insist that there is something that a machine can't do. If you will tell me precisely what it is that a machine cannot do, then I can always make a machine which will do just that.” —John von Neumann, in a talk at the Institute for Advanced Study at Princeton, 1948 “Everything is computer!” – Donald J. Trump, sometime in 2025 What is computation? These days, it seems more provocative to stipulate what *isn’t* computation. For instance, to suggest that the brain can be functionally anything other than a kind of computer is suspect in the current technological zeitgeist. It seems self-evident that any system of information processing to achieve some output can be explicated in terms of computation. At the foundation of this conviction is the Church-Turing thesis, which both gave a logical definition to and circumscribed the bounds of computation in the form of the Universal Turing Machine, “a most general formulation of machine” (Alan Newell 1980). The idea that the Universal Turing Machine is an abstract design template that can encompass any kind of information-processing system has led some to extend the scope of the thesis to physics itself: “any finite physical system can be simulated by Universal Turing Machines” (David Deutsch 1985). What do we make of such ideas? Instead of fumbling in the accreted fog of the present, a quiet philosophical dialectic was already underway at the time Alan Turing demonstrated Universal Turing Machines in his seminal paper *On Computable Numbers* in 1936. Ludwig Wittgenstein was a contemporary of Turing’s, and made a number of keen observations in the years that followed\*. In particular, Wittgenstein anticipated readings of the Church-Turing thesis such as the above as resulting from an uncritical acceptance of some inferences within Turing’s demonstration. In this session, we will recount the Church-Turing thesis, its various interpretations, the Wittgensteinian response, and what it all means. Join us to discuss and re-examine the notion of computation, in the hopes of coming to a clearer understanding of it. The format of this session will be a presentation followed by an open-ended discussion. *Compiled in Remarks on the Foundations of Mathematics. By L. Wittgenstein

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.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

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

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

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.