Computer Forensics

**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

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.

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://meet.google.com/pvg-uqer-pui](https://meet.google.com/pvg-uqer-pui) 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)

This meetup is your introduction to Dianetics, and you can have your questions answered. **[DIANETICS THE ALL-TIME CLASSIC ON THE HUMAN MIND](https://www.dianetics.org/about/films/what-is-dianetics.html)** For 75 years, Dianetics: The Modern Science of Mental Health has remained popular, with over 20 million copies sold across 206 nations. Why? Because it challenges everything you thought you knew-about yourself, your decisions, and the unseen influences affecting your life. You may not know what the reactive mind is-yet. But once you do, it will change your life forever. This hidden part of your mind stores painful experiences and uses them against you, altering your thoughts, emotions and behaviors in ways you don't even realize. Inside this handbook, you'll discover: • Why the same struggles keep repeating—and how you can break free • The real reason behind stress, unreasonable fears, and negative emotions • A clear step-by-step method to clear your mind and unlock your true potential This is not theory—it's a practical, one-on-one journey into your reactive mind and how you can get rid of it. You don't have to wait for change-you can start today. **Discover the Power of Your Mind** Join us for a relaxed, interactive **Dianetics Meetup**, where it's your chance to explore the groundbreaking discoveries in *Dianetics: The Modern Science of Mental Health* and have all your questions answered. Come with your curiosity—leave with insight. Ask for Michel, Pam or Donovan. If the time and date do not suit you personally, you may reschedule, SMS Pam on: 0405 648 822 https://www.dianetics.org/about/films/what-is-dianetics.html

How to take control of your subconscious and harness its power! 🎟️ FREE ADMISSION - [Book Here](https://unlockthepowerofthesubconsciousmindmelbourne.as.me/schedule/175b7acb?ref=fb_integration) We're looking forward to you joining us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You'll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you But this isn't just another lecture where you sit and listen passively. It's interactive and engaging - you can ask questions at any time.

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)

Welcome to WWDC Week! As is tradition, Apple has scheduled WWDC to coincide with our June monthly presentation night, so join us this Thursday for the post-WWDC discussions. Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| WWDC Recap \| \| 6:50pm \| Luke Tupper – Supercharging multi platform development \| \| 7:20pm \| Panel discussion on the announcements at WWDC \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

**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/)**

**ATHEIST SOCIETY** \- Melbourne\, Australia\. ***"Could AI be more moral than us?".*** **Adam Ford** (Futurologist) will present the topic and lead the discussion. **Details**: [https://www.meetup.com/science-technology-and-the-future/](https://www.meetup.com/science-technology-and-the-future/) **Venue**: Unitarian Hall, 110 Grey Street East Melbourne. (Adjacent to the Epworth Freemasons Hospital). **Zoom** Meeting ID: 852 9852 4260 - - Passcode: 249550 All are welcome. Adam has invited us to come early (from 6.30pm) to socialise before (and after) the meeting. These hybrid meetings are on the 2nd Thursday of the month, 8pm. Convenor: John Perkins - Tel: 0411 143 744 - **[jlperkins@tpg.com.au](http://jlperkins@tpg.com.au/)** Atheist Society: **[Website](https://reason101.tech/Atheist/Society.htm) \- \- \- [Meetups](https://www.meetup.com/melbourne-atheists/)**

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!

🛸🛸 **The Hitchhiker's guide to redundancy: a 'mostly harmless' manual for surviving the professional void** 🛸🛸 What do you do when your career is unexpectedly demolished to make way for a corporate bypass? Too many professionals treat redundancy like the end of the universe, spiralling into the bureaucratic nebula of unemployment without a map. This session chronicles a six-month odyssey through the unknown, transforming a vulnerable period of professional upheaval into a practical, comedic survival guide. **What you’ll hear:** ✨ **How not to panic:** How to steady your ship when the corporate ground disappears beneath you ✨ **What to pack:** Cultivating the core resilience and mindsets needed to navigate sudden career transitions ✨ **Deploying your networking Babel Fish:** Translating your experience into a language the market actually understands ✨ **Navigating the bureaucratic nebula:** Managing the identity shift, the job search logistics, and the administrative void without losing your sanity ✨ **Embarking on your next chapter:** Turning an unexpected full stop into a launching pad for a career that actually fits your trajectory As long as you're packing resilience to brace the knocks (and your sense of humour), you’ll never truly be lost in space. A vulnerable, funny, and no-BS roadmap to surviving the void and finding your way back to solid ground. **👍🏼 The Speaker** ✨ **Alex Clarke** is a Product and UX designer with over 8 years of experience, who after spending years building a successful professional track record, found himself facing the ultimate corporate plot twist: sudden redundancy. Alex’s story is a highly common and relevant reality for many professionals today, as organisations face mounting economic pressures to cut costs and restructure. Alex speaks candidly, sharing raw, hilarious and deeply practical truths about what it takes to pivot after a setback. By turning his own unexpected transition into a survival guide for the current job market, Alex proves that losing a job doesn't mean losing your direction. Alex’s story has a happy ending too- as he’s happily found a new job as an Incubation Designer for Coles. Down, down, prices are down. Please. 🙏 📌 **The details:** * **Date:** 6 pm, 11 June * **Host:** Melbourne Design Thinking Meetup * **Special Guests:** Alex Clarke * **Refreshments included:** Pizza and fizz!

**ATHEIST SOCIETY** \- Melbourne\, Australia\. ***"Could AI be more moral than us?".*** **Adam Ford** (Futurologist) will present the topic and lead the discussion. **Details**: [https://www.meetup.com/science-technology-and-the-future/](https://www.meetup.com/science-technology-and-the-future/) **Venue**: Unitarian Hall, 110 Grey Street East Melbourne. (Adjacent to the Epworth Freemasons Hospital). **Zoom** Meeting ID: 852 9852 4260 - - Passcode: 249550 All are welcome. Adam has invited us to come early (from 6.30pm) to socialise before (and after) the meeting. These hybrid meetings are on the 2nd Thursday of the month, 8pm. Convenor: John Perkins - Tel: 0411 143 744 - **[jlperkins@tpg.com.au](http://jlperkins@tpg.com.au/)** Atheist Society: **[Website](https://reason101.tech/Atheist/Society.htm)**

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/).

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

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Customize the IDE: Building Extensions for Visual Studio Code* Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs. In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling. The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options. **YouTube Link** TBD

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

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

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)

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)