Data Mining

**Aim:** Create A.I / Machine Learning projects ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at **[Grill'd Burgers, 127-133 Swan St, Richmond](https://maps.app.goo.gl/N6QBydEVo1JW6ctn9)** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group ***(our table will have orange traffic cones)*** **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda:** **7:00 pm sharp at 415 Church Street, Richmond** \- 7:00 pm ML software "guided" build session using Google Colab \- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute \- 9:45 pm Tidy up room \- 10:00 pm Hard stop \! **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

**Struggling with study or learning? You’re not alone.** This meetup suits people at all levels of study skill. Too many children, teenagers, and adults find studying difficult—not because they lack ability, but because they were never taught **how to learn**. This meetup introduces the basics of **Study Technology**—a practical, proven approach that shows how learning really works and how to overcome common study barriers. It applies to children, teens (and parents), teachers, and adults alike. You’ll discover simple, effective methods to improve understanding, confidence, and performance—whether at school, work, or online. Teachers and parents often see rapid improvements in both behaviour and results. Yes, it *is* possible to improve study performance—in just **five easy steps**. If you can’t attend in person, online options are available. **Join us and learn how to study effectively—once and for all.** See you at the meetup, **Pam** When learning clicks, confidence follows.

**\* NO CLASSES - CLOSED on PUBLIC HOLIDAYS** **THERE ARE NO POINT COOK CUBAN SALSA & BACHATA** **DANCE CLASSES TONIGHT** **\* CLASSES WILL RE-OPEN THE FOLLOWING** **MONDAY 15th JUNE 2026.**

$29 per person for 2 hours of training (includes table hire) ## 🏓 MELBOURNE TABLE TENNIS COACHING @ MSAC Ready to seriously improve your table tennis — or finally start the right way? Join our **ongoing in-person group coaching sessions at MSAC**, where you’ll train in a structured but fun environment with players who come regularly, as well as new faces every week. Our sessions are designed for **both total beginners and advanced players.** You don’t need experience — and you won’t be bored if you already have it. ### What to expect * ✅ **10–15 players per session** * ✅ **2 experienced coaches on court** * ✅ **Structured drills + match play** * ✅ **Individual feedback based on your level and goals** * ✅ **A welcoming group that trains regularly** You’ll work on **technique, footwork, consistency, tactics, and real match situations** — not just hit balls randomly. We organise the group so everyone is challenged at the right level. ### Why people love these sessions * Ongoing training with a real community * Fast improvement, not just social play * A great way to **move, learn, and make friends** * Fun, supportive atmosphere with serious coaching behind it Whether your goal is to **learn from scratch, get fitter, sharpen your skills, or start competing**, this is a perfect place to train. ### What to bring * 🏓 **Bat/paddle** (if you have one — if not, we’ll provide it) * 👟 **Sports shoes (runners)** * 👕 **Comfortable sports clothes** * 💧 **Water bottle** * 🧴 **Small towel** Grab your paddle, bring your energy, and come hit with us at MSAC. Please send me an email to: p.tretinik@gmail.com to confirm attendance. This helps me to book enough table for a smooth session. NOTE: If this is not your first time coming to this meet up, the cost is $36 for the whole 2 hours.

Hey there! 😊 **Note:** This event is posted on multiple platforms, so more people come than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Fun and easy way to meet your **new girlfriend / boyfriend!** No need to start things by yourself, **the host does everything for you.** Fun and easy way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/melbournewed -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- planned with care so the balance stays right 😌 **Professional host included** \- the host takes care of the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- comfy\, friendly\, and easy 🎉 **Friendly people** \- you might be surprised by how lovely everyone is\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will get **question cards** on every table! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central location. 💌 **QUESTIONS?** Email us! We get back to everyone! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/melbournewed -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! I’m really happy to welcome you! See you on Wednesday! 😊❤️

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 unpacking some of the latest feature announcements on the platform. **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.* 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!

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 LUX AFFAIR – Fire & Ice Bachata Saturday!** 🧊🔥 Bachateros! Get ready for The Lux Affair: Fire & Ice—a night of premium vibes, sleek style, and an incredible community atmosphere. 📍 **THE QUICK DETAILS** 📅 **Date:** Saturday, June 13th 📍 **Location:** Sokol Melbourne (497 Queensberry St, North Melbourne) 👗 **Dress Code:** Guys in Blue (Ice), Ladies in Red (Fire) 💙❤️ 🎶 **Music:** 70% Bachata \| 30% Salsa \| Kizomba & Zouk ⏰ **THE SCHEDULE** **8:00 PM:** Bachata Workshop (Open Level) – Sharpen your style! **9:00 PM:** Social Dancing begins 💃🕺 **10:30 PM:** 🔥 **SPECIAL PERFORMANCE!** 🔥 Don't miss the heat on stage! **1:00 AM:** Close 💰 **PRICING** (Save $$ Online) * **Workshop + Social:** $18 Online / $22 Door * **Social Only:** $14 Online / $18 Door 👉 https://www.trybooking.com/DMDTZ Everyone is welcome! Whether you’re a total beginner or a pro, come experience the best connection in Melbourne. ✨ **RSVP now—let’s turn the floor into Fire & Ice!** ✨ ✨ **OUR CONEXION & COMMUNITY** We pride ourselves on a welcoming, safe, and inclusive environment. To keep the energy positive for everyone, we follow a Code of Conduct and reserve the right to ensure all guests contribute to a respectful dance floor. See you in **Blue & Red**! 💃✨

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 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\.

**Why the Question Matters for Alignment, Moral Progress, and Long Term Flourishing** Practically nobody in alignment wants to say it out loud. So let’s say it: *AI might turn out to be* ***[more moral than us](https://www.scifuture.org/more-moral-than-us/)***. Now – why does that feel like a dangerous thing to claim? The question is not whether AI can match human moral reasoning. The question is whether that’s even worth bragging about. The idea of AI being more moral than humans is a real taboo in some circles. Many alignment researchers are uncomfortable with the idea because it seems to smuggle in the assumption that AI could have genuine moral agency, which conflicts with deflationary views of LLMs as “stochastic parrots” – and also because it sounds uncomfortably close to AI-worship or motivated reasoning for deferring to AI. Invoking this idea could get one dismissed as naive or as an actual safety risk oneself. *It’s also epistemically risky.* *More moral* – but in what sense? Knowing more facts relevant to ethics? Drawing better inferences from values? Applying principles wisely in context? Actually being *moved* by moral considerations, rather than just computing them? These aren’t the same thing. Conflating them produces both overclaiming and underclaiming – and most of the bad arguments on both sides of this debate do exactly that.[1](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#6ebcc18c-d890-4a28-8b01-27945a532c66) An AI could plausibly exceed humans on moral knowledge, reasoning and even judgement without having anything like moral motivation. Collapsing these leads to both overclaiming and underclaiming. Clear distinctions between stuff like moral judgement and moral motivation makes the conversation tractable. Is it dangerous for public discourse? There’s a genuine risk that the framing gets weaponised – either by people wanting to justify AI authority over human decisions, or by critics who use it to paint alignment researchers as unhinged techno-utopians. It can also trigger motivated reasoning in both directions. A lot more could be said here. But the taboo is not protecting us from a dangerous question. It’s protecting us from the answer. The taboo itself is epistemically costly, yet if we ***refuse to ask*** whether AI could have better-grounded moral reasoning than humans, we prevent getting to the heart of the issue. ## **The questions worth asking** Before thoroughly assessing whether AI could be more moral than humans, we need to ask whether the question is even coherent. ### Alignment targeting and verification *What should AI align to?* Is morality a cohesive alignment target, or a family of overlapping intuitions that only look unified from a distance? And if there is a *fact of the matter* about moral improvement, *how would we know we were tracking it* – rather than simply laundering our current preferences with extra steps? More pressingly: what would it mean to *verify* that an agent has better moral judgement than us, given that we’re the ones doing the evaluating? This is the bootstrapping problem. We cannot step outside our own moral reasoning to assess a system that exceeds it. That isn’t a reason to stop asking – it’s a reason to ask more carefully.[2](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#114785ab-004c-4882-b8c8-c0437942e9ec) ### The motivational gap Even if the epistemic questions could be resolved, a deeper problem remains: most human moral failure isn’t a failure of *reasoning*. It’s a failure of *motivation*. If humans are themselves imperfectly morally motivated, what does alignment to human preferences actually track? Not moral truth – at best, some weighted average of moral intuitions, distorted by power, attention, and self-interest. How much of human moral failure is motivational rather than epistemic? More than we tend to admit. We frequently know what the right thing is and fail to do it anyway – which means a system that merely reasons better about ethics hasn’t addressed the failure mode that actually matters most. And this raises the hardest question in the cluster: is moral motivation necessarily tied to phenomenal experience – to there being something it is *like* to care? Or could a system be genuinely motivated by moral considerations without felt engagement? Can motivation be grounded without being felt? ### The systemic stakes Finally, there are second-order questions that rarely get asked – about what happens to *us* if AI gets this right. Does sustained deference to AI moral judgement atrophy human moral reasoning capacity? And if so, what are the systemic risks of that atrophy – not just for individuals, but for the collective processes through which moral knowledge has historically developed? (There is recent work on comparative moral Turing Tests that begins to take this seriously[3](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#6efcb4e9-295e-425c-8860-40f415ef4935)) Moral progress for humans has never been a purely individual achievement. It has happened through argument, conflict, revision, and hard-won consensus across generations. A system that resolves moral questions faster than humans can engage with them might not accelerate that process. It might short-circuit it entirely. I think asking these questions Socratically can help nudge the conversation into the open productively rather than letting it fester as an unexamined assumption. Also I think this line of questioning isn’t just intuition pump fodder, I think they are directly important to the project of AI alignment.[4](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#13e5d2e0-79f6-42fc-8d1e-fcae403c2f6b) > Refusing to ask whether AI could exceed human moral reasoning doesn’t make the question safe. It just means we’ll answer it by accident, badly, and too late. Handled carelessly, this question causes damage. Left unasked, it causes more. ## Footnotes 1. The claim is easy to make sloppily. “More moral” conflates several things that need to be separated: a) Moral knowledge (knowing more facts relevant to ethics) b) Moral reasoning (drawing better inferences from values) c) Moral judgement (applying principles wisely in context) d) Moral motivation (actually being moved by moral considerations – which is one of my core focus points of activism) [↩︎](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#6ebcc18c-d890-4a28-8b01-27945a532c66-link) 2\. This was brought up in an interview with Nick Bostrom [↩︎](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#114785ab-004c-4882-b8c8-c0437942e9ec-link) 3\. See Eyal Aharoni’s and Danica Dillion’s work on Moral Turing Tests – presentations and interviews [here](https://www.scifuture.org/eyal-aharoni-breaking-the-moral-turing-test-studies-of-human-attribution-and-deference-to-ai-moral-judgment-and-decision-making/), [here](https://www.scifuture.org/ai-outscored-humans-in-a-blinded-moral-turing-test-should-we-be-worried-dr-eyal-aharoni-explains/) and [here](https://www.scifuture.org/danica-dillion-ais-moral-compass-better-than-expected-now-what/). [↩︎](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/#6efcb4e9-295e-425c-8860-40f415ef4935-link) 4\. The grounded values approach actually requires asking questions like: – What should AI align to?, Is morality a cohesive alignment target?, is there a fact of the matter about moral improvement, or is “more moral” just “more aligned with our current intuitions”? – What would it mean to verify that an agent has better moral judgement than us, given that we’re the ones doing the evaluating? (see work one recently on comparative moral Turing Tests) – If humans are themselves imperfectly morally motivated, what does alignment to human preferences actually track? – How much of human moral failure is motivational versus epistemic? – Is moral motivation necessarily tied to phenomenal experience, or could a system be genuinely motivated by moral considerations without anything it’s like to be it? – Can motivation be grounded without being felt? – Does sustained deference to AI moral judgement atrophy human moral reasoning capacity, and what are the systemic risks of that atrophy – both for individuals and for the collective processes through which moral knowledge has historically developed? Also see: **[Why Are We Afraid to Ask Whether AI Could Be More Moral Than Humans?](https://www.scifuture.org/why-are-we-afraid-to-ask-whether-ai-could-be-more-moral-than-humans/)**

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

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)

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

Topic to be announced. **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

**Abstract:** Motivated by the challenges of detecting extremely rare failures in sophisticated circuit design specifications, we study the problem of efficiently identifying multiple disjoint regions of interest (ROIs) — regions of a continuous, high-dimensional parameter space where a complex, expensive-to-evaluate target function falls below or above a pre-specified threshold. We reframe this problem as a Bayesian sequential decision-making problem and, more broadly, as an instance of strategic agent behavior in continuous spaces: an agent that must allocate a hard evaluation budget intelligently, updating its belief about the unknown function after each observation and choosing the next query to maximize coverage of all disjoint failure regions rather than convergence to a single optimum. This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1](https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1) Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require first and last names of those who RSVP'd by Jun 11. Please take the main elevators at the center of the Mart. Attendees will then present their IDs when they arrive at the front desk on the 18th floor.

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.