Data Management

In this hands-on workshop, you'll go from zero to a fully deployed multi-agent system on AWS — no prior AgentCore experience needed. We'll build a real multi-agent research assistant, step by step: \- Deploy your first AI agent using the Strands framework and BedrockAgentCoreApp — running in the cloud in minutes \- Orchestrate multiple agents with the A2A \(Agent\-to\-Agent\) protocol\, a cloud\-agnostic standard that lets agents discover and call each other securely via IAM \- Connect external tools — wire in PubMed via MCP Gateway\, deploy a citation manager as a Lambda function\, and expose your own MCP server By the end you'll have a working orchestrator agent that routes queries to a search specialist, calls real APIs, and manages citations — all running on AgentCore Runtime with proper IAM permissions and CloudWatch observability. What to bring: \- Laptop with Python 3\.11\+ and AWS CLI installed \- An AWS account \(free tier works for most of the workshop\) Skill level: Intermediate — some Python and basic AWS familiarity helpful. No prior agent development experience required.

### **The Experience** 🚀 Welcome to your new midweek ritual! **Bachata ConeXión Wednesdays** is all about connecting with purpose in a stunning, high-energy environment. Meet us at **The Third Day**—a massive, industrial-chic warehouse space in North Melbourne—for the best Bachata vibes in the city. Whether you're here for the fitness, the music, or the amazing community, your spot on the floor is waiting. *** ### **📍 Location & Time** * **Venue:** The Third Day – 290 Macaulay Rd, North Melbourne VIC 3051 * **When:** Every Wednesday Night * **The Space:** Huge dance floor, bar, and an inclusive, welcoming atmosphere. *** ### **🗓️ The Schedule** Our night is designed to take you from your very first steps to the social dance floor: * **6:30 PM – Bachata Fundamentals:** Perfect for absolute beginners. * **7:00 PM – Bachata Improvers:** Level up your basics. * **8:00 PM – Bachata Intermediate:** Master your patterns and flow. * **9:00 PM - Late – Social Dancing:** Practice what you learned and party! **(Social is INCLUDED with any class ticket)** *** ### **🎵 The Music Mix** Our DJs keep the floor burning with the perfect midweek blend: * **70% Bachata** (Sensual, Moderna, & Authentic) * **30% Salsa** (Linear & Cuban) * **+ A touch of Kizomba** to keep the flow smooth. ### **✨ First Timers: Start for FREE** New to our community? We want to welcome you! * **Your first 6:30 PM Fundamentals class is 100% FREE.** * No partner needed (we rotate throughout the class). * No experience required—we'll teach you everything from step one. *** ### **🎟️ Pricing & Tickets** **All tickets are available at the door!** No need to pre-book, just show up ready to move. * **6:30 PM Class:** $11 * **Single Class (7:00 PM or 8:00 PM):** $21 * **Double Class Pass:** $31 * **Social Only (from 9:00 PM):** $16 ($11 after 10:30 PM) *INSANE Card holders enjoy exclusive class & social deals!* *** ### **📲 Stay Connected** Follow us on Instagram to see our daily stories and get a sneak peek at the vibe before you arrive: 👉 **Instagram:** [@bachataconexion](https://www.instagram.com/bachataconexion) **Ready to dance? RSVP now and join the family!**

**Unpacking Red Hat Summit 2026: OpenShift, Virtualization, and the AI-Ready Enterprise** The Red Hat Summit in Atlanta was loaded with a ton of new stuff - product launches, tech updates and real world stories. Come join us at the meetup where we have 5 speakers giving a rundown of relevant updates. * Simon will discuss AI Token Economics and AI/ML updates. * Sam will deliver an update on the Summit experience. * Ben will cover Developer News * Nick will present the OpenShift roadmap * Mohan will share several Customer Stories. Look forward to seeing you there. Pizza and drinks available early. Doors at 5:30pm for 6pm start. OpenShift Meetup team

### Your First Bachata Class on Wednesdays is FREE! 💃✨ Welcome to your new midweek rhythm at **The Third Day:** 290 Macaulay Rd, North Melbourne Whether you’re a complete beginner or a seasoned dancer looking for a friendly community, this is your new Wednesday home. ✨ **THE "ZERO-RISK" FIRST STEP** Not sure if Bachata is for you? Come and see for yourself with **no commitment**! * Your first **6:30 PM Fundamentals class is 100% FREE**. * No partner needed and no experience required. * Just show up, meet the crew, and have fun. ⭐ **THE RISING STAR MEMBERSHIP SPECIAL** If you love your first class and want to stick with dancing midweek, we have an exclusive offer for our community: * **The Deal:** Grab our Rising STAR Membership Card for just $50. * **What’s Included:** Covers your next 7 classes! * **Total Value:** Just $7.14 per class — officially the best value dance deal in Melbourne! * 📅 **WEDNESDAY SCHEDULE** * 6:30 PM: Bachata Fundamentals (Beginners) — FREE for first-timers! * 7:00 PM: Bachata Improvers * 8:00 PM: Bachata Intermediate * 9:00 PM – Late: Social dancing & community vibes 📍 **WHERE WE ARE** **The Third Day:** 290 Macaulay Rd, North Melbourne Look for our check-in table at the entrance. We’re the friendly group having a great time! Why join us? We aren’t just a dance school; we’re a **community**. Since 2018, we’ve focused on **connection, laughter, and making everyone—especially solo beginners—feel welcome** from the moment they walk in. Come as you are, bring a smile, and let’s make every Wednesday your night of dance! 🥂

It's DDD but \***lightning**\*. The evening will be a hybrid event hosted by the DDD Melbourne crew and consist of short & sharp presentations of fifteen minutes in length on a dev related subject. Venue space is limited, we cannot accommodate more than **130 people**. First come first served! **ONLINE ATTENDANCE** You can join us online, we'll aim to get the call started somewhere around 6pm before we have our introductions and first speaker. Remote audience link --> https://www.youtube.com/watch?v=octKT8vL60E You can ask questions of our speakers via Slido. We'll try to ask your questions as they come through on Slido, but we may not get to all of them. **TALKS** **Rupesh, Quality Engineer Practice Lead at Fabric Group:** Validating AI Systems in a Probabilistic World Traditional software testing assumes deterministic behavior—the same input produces the same output every time. Modern AI systems, particularly LLMs and agentic workflows, behave differently. Responses can vary based on context, prompts, model state, and external dependencies, making conventional testing approaches insufficient. This presentation explores how organisations can establish confidence, quality, and governance for non-deterministic systems through new testing methodologies, evaluation frameworks, and observability practices. It will cover emerging tooling such as DeepEval and Botium, along with strategies for measuring accuracy, relevance, safety, hallucination risk, and user experience in AI-driven applications. **Leah Garrett** My Screen Moves Now: Notes From a Web Dev Building Robot UI I went from building web apps to building the face of a robot. In this talk I'll cover what changes when your UI has a body, from testing things you can't see in a browser to designing for a screen that won't stay still, and how AI tooling helped me get up to speed. **Gordon Chen** Building a Modern eCommerce Marketplace with AI As AI capabilities advance, what role is left for developers, and what skills should we prioritise? Drawing on over 20 years of experience in software engineering and data engineering, Gordon shares his thoughts from building a modern eCommerce marketplace with AI, tackling the shift toward spec-driven development and where human elements remain critical. **@tensorfish** "Ok claude, real-time transit map of melbourne. Make no mistakes." This talk walks through building MykiMap: a live, GPU-accelerated map of every tram, train, and bus moving across Melbourne’s transit network. Along the way, we’ll get into the agentic coding workflow: what it’s genuinely productive for, and what’s just hype.​​​​​​​​​​​​​​​​ **CODE OF CONDUCT** All DDD events are subject to the DDD Code of Conduct available at [https://www.dddmelbourne.com/code-of-conduct/](https://www.dddmelbourne.com/code-of-conduct/) **VENUE AND FOOD SPONSOR** [Fabric Group](https://www.fabricgroup.com.au/) **FUTURE EVENTS** Are you interested in speaking at a future DDD by Night? That's awesome, we'd love to have you! We take speakers of all experience levels and offer training too. [Fill out this form](https://forms.office.com/r/12c0CvLwQk) and we'll be in touch. **FEEDBACK** Feedback, whether it's good or constructive, helps us grow and improve these events and so we'd love for you to fill out the form here --> [https://forms.office.com/r/MB8WGKv9Bi](https://forms.office.com/r/MB8WGKv9Bi)

Care to organize something? Step up as event organizer. Please RSVP yes here and you will be contacted via meetup/

Join us for an engaging evening at the next Melbourne Databricks User Group Meetup! We have a great line up of speakers for the night who will be sharing their learnings from implementing Lakebase on Databricks as well as a talk on Transforming Water Utility Operations with AI. **Speakers;** * **Shreya Sharma**, Solution Architect at Databricks: *A tour of Databricks' serverless Postgres for operational apps and AI agents and the headline features (branching, autoscaling, scale-to-zero, horizontal reads). Then a rundown of what's shipped in the last few months — Lakehouse Sync (Postgres → Delta CDC), scale-to-zero as the default, customer-managed encryption keys, and OTLP metrics/logs.* * **Derek Huang,** Solution Architect at Databricks: *Transforming Water Utility Operations with AI: from Reactive Monitoring to Real-Time Intelligence* Why Attend? The Databricks User Group is your chance to: * **Learn from experts**: Hear about the latest Databricks developments and best practices directly from industry leaders and experienced practitioners. * **Network with peers**: Connect with other data professionals in Melbourne who are passionate about data, AI, and analytics. * **Share knowledge**: Engage in discussions, ask questions, and exchange ideas with other members of the community. Event Details: * **Venue Host**: Vivanti Consulting, Level 20, Tower Five, 727 Collins Street, Docklands, VIC 3008 * **Date:** Thursday 11th June, 2026 * **Timing**: 5:30pm-8pm * **Catering and Drinks provided** RSVP today to secure your spot and feel free to invite colleagues or friends interested in Databricks and data-driven innovation. We look forward to seeing you there!

EVERY FRIDAY! FREE dance classes & social dancing and Reggaeton every week with Obsesión Latina - Salsa & Bachata & OYE Latino at The Albion Rooftop - South Melbourne! Main room: 6:45pm Doors open. Come in for a drink! 7:00pm 2 levels of Salsa classes 8:00pm 2 levels of Bachata classes 9:00pm Non-stop Bachata & Salsa 11:00pm Reggaeton all night! Rooftop: 11:00pm After the Bachata & Salsa in the main room, we can head upstairs to the rooftop for some more Bachata & Salsa until late. FREE entry all night every Friday! Book your class spots to helps us manage the class ratios and also because we may need to start capping numbers as we sometimes have over 140 students! First-timers welcome! No need to bring a partner, but the more the merrier! Dress as you would usually going to a bar or club. Guys smart casual, no trackies! It's a free event. Please support the venue by buying a drink! You can support us by following our Instagram, Facebook, TikTok, or Eventbrite **Obsesión Latina - Salsa & Bachata** https://www.eventbrite.com.au/e/free-salsa-bachata-classes-social-every-friday-in-south-melbourne-tickets-1978557074471?aff=oddtdtcreator

### 🌿 KISMETRIX \| True Connection x Pun & GainzRun Club Social — Move\, Connect & Meet [Ticketed Event](https://www.eventbrite.com.au/e/jun-14-run-club-x-pun-gainz-move-connect-meet-at-albert-tickets-1990309261579?aff=oddtdtcreator) Hosted by KISMETRIX \| True Connection in collaboration with Pun & Gainz 📍 Meeting Point: Boatshed Cafe, 3 Aquatic Drive, Albert Park VIC 3206 📅 Sunday, 14 June 2026 🕘 Please arrive by **8:45 AM** — we start at 9:00 AM sharp ⏱ 9:00 AM – 10:30 AM 🎽 Dress Code: Comfortable activewear or running shoes ☕ **Ticket includes 1 standard hot beverage after the run** #### **SOME OF THE BEST CONVERSATIONS HAPPEN MID-STRIDE.** There's something about moving together that breaks down walls faster than any icebreaker ever could. The rhythm of a run. The fresh air. The shared effort. The way conversation just... flows. That's exactly why we created this. Kismetrix has teamed up with **Pun & Gainz** — Melbourne-based personal trainers who believe fitness is as much about community as it is about movement — for our first ever **Run Club Social** at the beautiful Albert Park Lake. This isn't a race. It isn't a gym class. It's a relaxed, social Sunday morning run for singles who want to meet real people, in real life, doing something they actually enjoy. #### **🏃 WHAT TO EXPECT** * A PT-led warm up to get you moving and feeling good before we set off * A relaxed run around Albert Park Lake (approx. 3–4 km) at your own pace * Natural pace groups form as you go — runners with runners, walkers with walkers, and everything in between * A supported walk/run option for those who prefer a gentler pace — you're in good company and you'll still see the whole lake * Everyone meets at the Boatshed Cafe at the end — this is where the morning really comes alive * Hot drink included, conversation flows naturally, no awkward formats needed * Coming solo is completely normal — most people do #### **💛 WHO THIS IS FOR** This event is for singles who: * Enjoy being active and want to meet people in a natural setting * Are curious about running or already love it — all paces genuinely welcome * Prefer real-life connection over dating apps and loud venues * Want to be part of a growing community, not just attend a one-off event * Are open to friendship, connection, or something more — without it being the whole point All adult singles welcome, across a wide range of ages. Come solo — most people do. #### **✨ ABOUT THE COLLABORATION** Pun & Gainz are Melbourne personal trainers who bring energy, expertise, and genuine warmth to every session. They believe the best workouts happen when people feel good together — and that's exactly what Kismetrix is built on. Two communities. One Sunday morning. A shared belief that showing up — in fitness and in life — is where everything begins. #### **📋 WHAT TO BRING** * Comfortable running or walking shoes * Water bottle * Sunscreen & a light layer (June mornings can be crisp) * An open, easy-going mindset 💛 #### **🎟️ [TICKETS](https://www.eventbrite.com.au/e/jun-14-run-club-x-pun-gainz-move-connect-meet-at-albert-tickets-1990309261579?aff=oddtdtcreator)** 🌿 Introductory Price: $10 🌿 Introductory Last minutes Price: $20 — includes 1 standard hot beverage after the run. *This is our first Run Club Social with Pun & Gainz. Introductory pricing reflects that — and won't last.* #### **🔔 IMPORTANT NOTES** * Adults only, singles welcome across all ages * No children or dogs — this helps keep the space comfortable and social for everyone * Please arrive by 8:45 AM — we move off at 9:00 AM and cannot hold the group * Tickets are non-refundable but transferable * This is a social connection experience — outcomes are never guaranteed * Kismetrix reserves the right to manage attendance to ensure a respectful, welcoming environment for all #### **🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION** 📧 social@kismetrix.com.au 🌐 www.kismetrix.com.au 📱 Instagram: @kismetrix_ \| Facebook \| Eventbrite 🤝 Collaborations: collabs@kismetrix.com.au 📄 By registering\, you confirm you have read and agree to Kismetrix \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\.

Spiritual bypassing is when your practice becomes a way of avoiding what it was meant to meet. It creates a gap between the awakening that was promised and the life that's still here. The tricky part is that it's difficult to spot. The practice still looks spiritual on the surface. You meditate. You speak about awareness and surrender. Yet the same fear, restlessness and loneliness remain untouched. **What You'll Discover:** In this talk you'll discover what spiritual bypassing actually is, how it hides inside long-term practice, and how to tell the difference between spirituality that integrates and spirituality that avoids. **Schedule** * Talk by Rajiv followed by open Q&A * Guided Meditation * Spiritual networking. Make friends with others on the spiritual path **About Rajiv** Rajiv dedicated years of his life seeking enlightenment. His pursuit for truth, reality, emptiness and self-discovery took him through the profound depths of mysticism. He meditated 14 hours a day, stayed with monks, lived in the Himalayan caves, learned from wise sages and researched every major spiritual system, including Zen, Non-Duality, Yoga, Buddhism etc. Then one momentous morning in 2005, he experienced his first shift into higher states of consciousness, an inner spiritual awakening. This was followed by days of infinite ecstasy and bliss. Finally, the years of seeking culminated and he realised his own true nature. He now shares his deep insights to help seekers progress on the path of awakening & meditation. His approach is secular, based on personal experience. You can read about his spiritual journey here — [https://innerspiritualawakening.com/rajiv-agarwal/my-journey/](https://innerspiritualawakening.com/rajiv-agarwal/my-journey/) **Venue** Kathleen Syme Library 251 Faraday Street, Carlton, VIC We will be in Multipurpose Room 1. We may take some photos to capture the moment. If you prefer not to be photographed, please let the organiser know at any time. This event is free and open to all adult seekers (18+). For inquiries please email Manpreet — [[mysteriousmk@yahoo.com](mailto:mysteriousmk@yahoo.com)]([mailto:mysteriousmk@yahoo.com](http://mailto:mysteriousmk@yahoo.com/))

**Join us at the Melbourne Biz Apps User Group: Launch Event!** 🎉 We've been working hard behind the scenes, and the day is finally here. Come celebrate the launch of Melbourne's newest Biz Apps community with us. **🎤 Featured Session: Vendor Onboarding Agent with Copilot Studio** *Presented by Dharanidharan - Microsoft MVP, Engineering Lead* Vendor onboarding is one of those processes that quietly eats hours — manual document checks, back-and-forth approvals, risk assessments done in spreadsheets. There's a better way. Dharanidharan will walk us through how to build an enterprise-grade AI agent that handles vendor onboarding end-to-end, from document upload through to automated risk assessment and manager and compliance approvals. Everything tracked. Everything auditable. **Built using:** * Copilot Studio for conversational onboarding * AI Builder for automated document extraction * Power Automate for risk scoring and approvals * Dataverse and model-driven apps for full auditability This is a reusable pattern for anyone working with document-heavy, compliance-driven processes. Real architecture. Real implementation. **⚡ AI Bytes** Before we dive in, we've got some fun community activities lined up to get you inspired, warmed up, and ready to geek out. Come ready to participate! **🍕 Food, Drinks and Networking** Good food, good drinks, and good people, and we'll have plenty of time on the night to mingle, connect, and meet your fellow Biz Apps practitioners in Melbourne. **This event is for you if you:** * Work in Power Platform, Dynamics 365, or Copilot Studio * Want to see how AI agents are being built in the real world * Are curious about intelligent automation at enterprise scale * Just want to meet other Biz Apps practitioners in Melbourne We can't wait to see you there! 🙌

Hi Gophers! We're at Atlassian this June to talk carbon footprint calculations for Claude and building a custom Kubernetes PaaS in Go. * **Agenda** **5.45pm — Food & Networking** **6:30pm — Intro** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** * **Talks** **🎤 Mia de Búrca** **What I Learnt Writing a Carbon Awareness Skill for Claude** (short talk) Having recently left my senior IC job in tech, I wanted to take some time to pursue green software principles, in **particular** how they apply to our use of AI. Since I'm an engineer, and engineers learn by doing; I decided to build an MCP server using sustainable software practices, and have it serve up a skill that would let an LLM ask what **its** carbon footprint had been for the conversation so far. The talk describes what I built and why, and how the implementation **and** infrastructure were a breeze **compared** to finding some real numbers to back up the carbon equivalence calculation. **🎤 Ryan Djurovich** **How I built Podplane - an Open Source PaaS running Kubernetes on Object Storage** About Podplane: Want to deploy your app easily and securely on AWS, Google Cloud, or Proxmox? Podplane is an Open Source Platform-as-a-Service built on Kubernetes with all state stored in Object Storage. It consists of a CLI, etcd alternative ([netsy.dev](http://netsy.dev)), auth server ([easy-oidc.dev](http://easy-oidc.dev)), and next-gen auto-scaler ([nstance.dev](http://nstance.dev)) - all written in Go. \* **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

✨ **KISMETRIX \| True Connection** [Ticketed Event](https://www.eventbrite.com.au/e/june-14-blackwood-social-afternoon-drinks-for-singles-windsor-tickets-1990554475019) ### **Blackwood Social - Afternoon Drinks for Singles** **📍 Blackwoods Wine & Cocktail Bar — 137 Chapel Street, Windsor** **📅 Sunday, 14 June 2026 · 2:00 PM – 5:00 PM** **🥂 Standard drink on arrival included** **Somewhere along the way, meeting people got lonely.** The apps turned connection into a catalogue. The bar scene stopped feeling worth it. Your social circle calcified in your late twenties and nobody told you how to crack it back open. You're not anti-social. You're not too picky. You're just waiting for a room that actually feels worth walking into. This is that room. #### BLACKWOOD SOCIAL Kismetrix doesn't run singles nights. We build the kind of afternoon where you walk in not knowing a soul — and walk out wondering why Sunday ever looked like anything else. Blackwoods Wine & Cocktail Bar in Windsor is the setting. Unhurried. Intimate. The kind of place that makes conversation feel easy before you've even tried. Our host will be there from the moment you arrive — not to run activities or move you around the room, but to make sure nobody spends their first five minutes standing alone wondering if they've made a mistake. You haven't. We've got you. Name tags on. Guard down. Drink in hand. See what happens. #### WHO THIS IS FOR Professionals and creatives aged 28–42 who are socially confident but privately a little tired of how hard it's become to meet people who actually get it. People who want a relationship, or a friend, or just proof that their city still has interesting humans in it. Most guests come alone. That's not the exception here — that's the point. #### WHAT YOU'RE WALKING INTO 🥂 Standard drink waiting for you on arrival 🍸 Full cocktail and wine menu at one of Windsor's best bars 👋 Name tags — because remembering someone's name is the beginning of everything 🤝 A host who genuinely cares how you feel in the room 📍 Cosy indoors + heated courtyard out back #### WHAT PEOPLE LEAVE WITH Sometimes it's a number. Sometimes it's a new regular at your table. Sometimes it's just the feeling — quiet but real — that your people are out there and you've started finding them. Kismetrix is where that starts. #### TICKETS - [Book Here](https://www.eventbrite.com.au/e/june-14-blackwood-social-afternoon-drinks-for-singles-windsor-tickets-1990554475019) 🌿 Early Bird — $29 (first to go — always) 🌿 Standard — $45 Early bird pricing won't last. Grab yours before it moves. #### IMPORTANT NOTES 🎯 This is a hosted social experience — not speed dating 🎯 A welcome drink is included; additional drinks and food are available at the venue 🎯 Gender balance is carefully aimed for but not always guaranteed 🎯 Respect, boundaries, and good energy are essential at all Kismetrix events 🎯 Tickets are non-refundable but transferable KISMETRIX reserves the right to manage attendance and participation, including declining or removing entry where necessary, to ensure a positive and respectful experience for all guests. #### ABOUT KISMETRIX Kismetrix is Melbourne's premium real-life connection experience — built on the belief that the most important relationships in your life will not begin with a swipe. Every event is intentionally designed, warmly hosted, and quietly obsessed with how it feels to be in the room. We're building something bigger than events. We're building the community Melbourne didn't know it was missing. 📧 [social@kismetrix.com.au]() 🌐 [www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au") 📱 Follow us on Instagram, Facebook & Eventbrite By attending, guests agree to the Kismetrix Code of Conduct: kismetrix.com.au/code-of-conduct

Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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 the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. 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)

Pickleball \| Singles \| 20s\, 30s\, 40s \| Ditch the Apps\. Hit the Courts\. DateColumbus Pickleball League **8 Weeks of Singles Pickleball - you joining us?!** Summer is calling, and we've got better plans for you than swiping right. DateColumbus's Pickleball League is back — 8 weeks of casual open play, rotating partners, new connections, and honestly? A really good time. Whether you've never held a paddle in your life or you've been playing for years, this league was built for you to show up, get moving, and meet people IRL. **Never played before? You're in the right place.** For the first three weeks, we'll have on-site instructors ready to walk you through the basics in the first 30 minutes — no experience needed, no pressure, just good vibes and a little coaching. Our volunteers are also on-site every Monday to get you settled on the courts, introduce you around, and make sure you leave with at least a few new faces in your contacts. **How it works:** We run open play — meaning you'll rotate courts AND partners throughout the night. Winners stay for one round before rotating, so there's always someone new to meet, rally with, and maybe grab a drink with after. Maximum mingling. Maximum fun. **[Ticket & Registration is linked here!](https://www.eventbrite.com/e/summer-pickleball-but-everyones-single-datecolumbus-tickets-1990356562056?aff=oddtdtcreator&keep_tld=true)** **What's included:** * Paddles available every week (or bring your own!) * Locker room on-site * Full restaurant + bar at Paddle Taps * Every Monday, 6:00–8:00 PM for 8 weeks * Eat, drink, and mingle during and after play * **Ready to meet your pickleball partner (and maybe more)?** Grab your spot now — courts fill up fast and so do summer schedules, see you soon :)

Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/) Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###