Amazon Web Services

Its Melhug time again! This time we are cohosting the event with the Melbourne Siggraph Chapter. Once again we are delighted to have Framestore hosting the event! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **PRESENTATIONS -** FX Supervisor Edward Ferrysienanda will be running us through Framestores awesome work on Prehistoric Planet: Ice Age. Further presentations TBC. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **SCHEDULE** 6pm: Doors open, networking and drinks 6.30pm to 8pm: Presentations and Q&A 8 to 9pm: Networking and drinks \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **LIMITED SPOTS!** Due to space limitations, this event is limited to just 50 people. Only attendees who RSVP may attend this event. We are using humantix to track RSVPs for this event so please grab a ticket if you want to come. https://events.humanitix.com/framestore_prehistoricplanet Attendees must pre-sign an NDA prior to attending the event (this will be sent out to attendees beforehand). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **PRIZES AND GIVEAWAYS** * SideFX has a couple of Houdini Indie licenses up for grabs. Any questions feel free to ask! Hope to see you there!

A taste of [GrafanaCON](https://grafana.com/events/grafanacon/) is coming to you! Join your local observability community for an evening of open source inspiration, real-world stories, and meaningful connections - all in a laid-back, meetup-style setting. This event will feature a recap of the [GrafanaCON](https://grafana.com/events/grafanacon/) keynote, combined with fresh voices from your own community. Grafana team members walk through Grafana 13 and the most impactful improvements across the platform. Learn about how Grafana is becoming easier and safer to operate as production infrastructure, with updates that improve configuration management, recovery, and long-term maintainability. The session showcases significant advances in core user workflows, including more flexible and powerful dashboards, with improved performance. Whether you’re building dashboards, scaling Kubernetes, contributing to open source, or just getting started - this meetup is for you! **🎟** Free to attend 🍕 Pizza + soft drinks provided 🤝 Built for connection **💡** Real talks from real practitioners Agenda: 5:00-5:30PM: Arrivals and pizza 5:30-6:15PM: GrafanaCON recap presentation [Brian Stinehart, Staff Solutions Engineer at Grafana Labs] 6:15-6:30PM: Q & A 6:30- 7:00PM: AWS DevOps Agent Integration with Grafana [Ankita Saxena, Technical Account Manager at AWS] 7:00-7:30PM: Observability in Agentic AI: Upgrading OpenTelemetry with OpenInference [Thiago Shimada Ramos, Cloud Engineer at DNX, Chapter Organiser at Cloud Native Melbourne] Note that by registering for this event you consent to related event & product communications from Grafana Labs and agree to our [code of conduct](https://grafana.com/events/events-code-of-conduct/).

Are you curious about the big questions of life? Do you want to explore faith in a welcoming and informal environment? Then Alpha is for you! So come and join us. Alpha is a series of interactive sessions where you can explore life, faith and meaning. It's a safe and honest space to ask questions, share your thoughts, and hear from others. It's for anyone interested in Christianity, having a meal together, and meeting new people. ## **What to Expect:** **Engaging Discussions:** Each session includes a short talk followed by small group table discussions. **A Variety of Topics:** Alpha explores the big issues of life and faith, unpacking the basics of Christian belief by addressing questions such as "Who is Jesus?", "Why and how do I pray?" and "How does God guide us?" **A Friendly Atmosphere:** Alpha is designed to be relaxed and welcoming. You can be yourself, no matter what your background or beliefs. **Dinner:** A meal prepared by our church’s catering volunteers, that we share together. **Join us for Alpha at St. Mark's Camberwell!** Tuesdays at 7pm, commencing 28 April 2026. [Register here](https://forms.office.com/Pages/ResponsePage.aspx?id=9r3PBGz-kkasQqOvGjXhMyq2H9N8c6lCpo34qB3zflFUQzRMWThKS09HSUNTNDdZT0JJVjZET1pJVi4u)

We are back for our second of four meetups in 2026. Whether you’re deep in the code or just curious about the future of streaming, it's a perfect chance to grab a slice of pizza, a cold drink, and catch up with the local engineering scene, make some friends and check out Kick.com (Easygo) HQ. Talks in May are from two leaders in Video Technology Industry sharing: **[Garrett Singer (US Remote) - Software Engineer @ Netflix](https://www.linkedin.com/in/gesinger/)** Garrett shared technical strategies and insights on reducing toil and debugging video-related operations in software engineering pipelines. **[Zac Shenker (US) - Senior Director, Media Strategy @ Fastly](https://www.linkedin.com/in/zacshenker/)** We’re making the most of a rare visit from the States from Zac Shenker- a genuinely great guy and renowned leading expert in video streaming who is currently shaping the industry's most ambitious new streaming architectures by drawing on his experience from events like the Super Bowl. **[Sean Curran - APAC Director @ Eluvio](https://www.linkedin.com/in/curransean/)** *Kill the Encode Farm: The Case for Just-in-Time Video* Eluvio is a decentralised, blockchain-backed distribution network that replaces traditional CDNs and cloud stacks by streaming premium video directly from source objects with just-in-time transcoding and built-in monetisation. 📍 Easygo – 271 Collins Street Melbourne 📅 Tuesday 26 May, 6:00–8:00pm 👉 RSVP is essential for Easygo building access **Sponsors** Our thanks to **Easygo** for hosting and sponsoring pizza + drinks at the venue. Melbourne Video Technology is a volunteer group, as part of many groups independently run around the world. Tonight’s hosts will be: [Jeremy Brown - Kick](https://www.linkedin.com/in/jeremybrownau/), [Nick MacPherson - Fastly](https://www.linkedin.com/in/nicholasmacpherson1/) and [James Broberg - StreamShark](https://www.linkedin.com/in/james-broberg-8654052/)

**🏢 Hosted at:** Fabric Group **🚀 Building the Wrong Thing Faster: AI and the Build Trap** AI has dramatically compressed the time it takes to build software. But it hasn't stopped us building products that nobody wants. If anything, it's accelerated the problem - to the point we've invented a new word for the output: ***slop***. Drawing on observations from Brendan's consulting work and conversations with friends at ***Google, Meta and Spotify***, He'll explore how this ***isn't really a new problem*** and why now, more than ever, we need human centricity, sound product strategy and product discovery. **🎤 Speakers:** ***Brendan Marsh*** is a Product & Org Advisor and Director at ***Organa***, where he helps organisations improve product strategy, org design and execution at scale. He previously served as ***Chief Product Officer*** of a mental health non-profit and spent five years at ***Spotify*** during its hyper-growth phase, first as an ***Agile Coach*** supporting innovation and product discovery teams and later as a ***Product Manager*** responsible for the Mac and Windows clients (40M+ MAU). ***Ruben Cardoso*** is the ***Head of Product & Design*** at ***Fabric Group***. An experienced UX/UI designer specialising in product design and delivery, with a strong track record running discovery-to-delivery cycles for large enterprise clients. ***Dzmitry Yaltykhau*** is the ***Delivery Practice Lead*** at ***Fabric Group.*** Leads large-scale product design and delivery programs end-to-end from presales through discovery, build and rollout while driving best practices, coaching and AI-accelerated ways of working across the team. **🗓 Agenda:** Arrival and light refreshments Featured Talk Panel discussion with contributions from Fabric and the audience

Come along and join in a relaxed evening of dev and tech talk, drinks and dinner.

Book Club: [Hekate](https://www.goodreads.com/book/show/223296200-hekate---the-witch) the Witch by Nikita Gill Step into the shadowed spaces where myth, magic, and self-discovery intertwine. Hekate the Witch is a powerful collection of poems that channels the voice of the ancient goddess Hekate, exploring themes of transformation, independence, and feminine power. Nikita Gill gives voice to the marginalized, the mystical, and the misunderstood, weaving a tapestry of verse that is at once haunting, comforting, and profoundly empowering. Through vivid imagery and spellbinding language, Gill guides readers on a journey of introspection and resilience. The poems confront heartbreak, identity, and personal evolution, reminding us that embracing our own power often requires walking through the darkness. With Hekate as both guide and metaphor, this collection asks us to honor our intuition, our shadows, and the quiet strength that resides in the unseen. Gill’s work resonates as both a personal and collective call to awaken, offering moments of reflection, rebellion, and radical self-acceptance. Whether read slowly, aloud, or in fragments, these poems linger—like magic in the air, or footsteps in a midnight forest. Discussion Points: • Power and Autonomy: How does Gill explore self-sovereignty through the figure of Hekate? Are her poems a call to reclaim personal agency? • Darkness and Transformation: How are loss, grief, or shadowed experiences reframed as sources of strength? • Feminine Archetypes: How does the goddess Hekate function as a symbol for modern empowerment? • Poetic Form and Voice: How does Gill’s style—short verses, repetition, vivid imagery—shape the emotional impact of the work? • Spiritual and Emotional Resonance: Which poems spoke to your own journey of self-discovery, resilience, or empowerment, and why?

🎉 **Melbourne AWS User Group – May Meetup** 🎉 📅 **Wednesday, 27 May** 📍 **NAB Events Hub – 395 Bourke Street, Melbourne** ⏰ **Food at 6:00 pm, talks from 6:30 pm (with live stream)** We're fresh from the excitement of **AWS Summit Sydney**, and the energy is still high! This month, we’re keeping that momentum alive by bringing a piece of the Summit back to Melbourne, alongside an inspiring journey of a cloud newcomer. This month, we’re following the path from a first-ever cloud deployment to managing complex, event-driven IoT systems. Whether you’re just starting your cloud journey or looking to refine how you monitor production-scale data platforms, there’s something here for you. **This month’s lineup features:** * **Nolan Cui**, sharing his authentic "From Zero to First Deploy" journey, highlighting the lessons learned and mistakes made during his first steps into the cloud. * **Matthew Gillard**, presenting an extended version of his **AWS Summit Sydney** talk on data observability, specifically focusing on practical patterns for event-driven IoT platforms. A huge thank you to our sponsors: 🥇 **Mantel Group** – Gold Sponsor, 🥈 **Cevo** – Silver Sponsor, 🏛 **NAB** – Venue Sponsor. The event will be live-streamed on YouTube as always. 🗓️ **Agenda** * **6:00 pm** – Food & Socialising * **6:30 pm** – Introductions * **6:40 pm** – What’s New in AWS * **6:55 pm** – **From Zero to First Deploy: My AWS Beginner Journey** (Level 100); Speaker: **Nolan Cui** * **7:20 pm** – **Data Observability Without the Pain** (Level 200); Speaker: **Matthew Gillard** * **7:55 pm** – Marketplace (Who’s Hiring) * **8:00 pm** – Networking + Close 🎤 **Talk Details** **From Zero to First Deploy: My AWS Beginner Journey** **Speaker:** Nolan Cui **Level:** 100 Nolan is still quite new to AWS, but his passion for cloud tech has led him from "just exploring" to building his first working cloud setup. In this lightning talk, he walks through his first hands-on experiences, the mistakes he made, and the valuable lessons he learned along the way. Nolan will also briefly touch on how he plans to apply these lessons by moving oward a fully serverless design for his upcoming real-world projects. **Data Observability Without the Pain: 3 practical patterns from a production IoT platform** **Speaker:** Matthew Gillard **Level:** 200 Modern IoT platforms are inherently data platforms. When events flow through APIs, queues, Lambda functions, and device networks, tracing a single event can become a nightmare. This fast-paced talk provides three practical observability patterns drawn from building and operating a production healthcare IoT platform that processes tens of thousands of events daily. Using **OpenTelemetry**, **AWS X-Ray**, and **Honeycomb**, Matt will explore techniques for gaining visibility into asynchronous event pipelines and correlating activity across distributed services. You’ll leave with concrete patterns you can apply immediately to your own event-driven systems. > **Note:** This is an extended, deep-dive version of the talk Matt is presenting at **AWS Summit Sydney**! 🙌 **Want to Speak at a Future Meetup?** We’re always looking for new speakers and believe everyone has an interesting talk waiting to be shared. If you’d like to present at a future event, reach out at the meetup or via our website: 👉 [https://melb.awsug.org.au/speak/](https://melb.awsug.org.au/speak/)

With our next EUXMELB meetup on the 28th of May, I'm excited to announce that **Natalie Ellis, Partner and COO at The Product Bus, will be presenting 'Your skills *are* the product'.** According to Harvard Business School 95% of new products launched every year *fail.* Natalie is here to argue that the reason for these failures isn't a lack of talent or tools, but because no one stops to ask whether the market actually wants or needs these things before shipping them. Online rhetoric discusses how AI is transforming the design, product and engineering worlds, but from her perspective, Natalie believes AI is actively multiplying the rate of failure because it's now possible to build something no-one asked for in an hour from your Mac mini. Natalie is here to tell us why evidence-based, commercially focused product thinking is more critical than ever for countering the wasted time and resources spent shipping products no one asked for. She will explain why the skills designers and researchers already possess are the real commercial asset and how people in these roles can start treating them as such. Natalie has spent her career turning consumer insights into product and commercial decisions across startups, enterprise, government digital services and institutional programs. Following a decade rising through a global market research agency, she jumped ship to an early-stage market research startup before spending several years as a product strategist designing and delivering national digital health services. As Partner & COO at The Product Bus she is passionate about helping founders, teams and businesses make real progress through evidence based decisions and passionate about helping them stress-test ideas before they commit to building. She escaped the city for rural life in the Alpine Shire several years ago where she has become an accidental pumpkin farmer and enjoys crocheting while watching crime drama. Event will start at 5:30pm with Pizza, Drinks and networking with the talk starting at 6pm. We are in the Jenny Florence Room on Level 3 at The Ross House Association. **Please enter code #TBC and come up to level 3 where you will need to enter the code again to gain access.** This event is sponsored by [askable](https://www.askable.com/) ([https://www.askable.com/](https://www.askable.com/)) and Experience Design "UX" Agency [blueegg](http://www.blueegg.com.au/) ([http://www.blueegg.com.au/](http://www.blueegg.com.au/))

Would you like to improve public speaking and communication skills? At Sandbelt Toastmasters, we provide a supportive environment where you can learn and practice the essential skills needed to communicate with confidence and excellence. We would love you to come along and see what Toastmasters is all about! It is a great way to grow, learn, and work toward your goals in a welcoming environment. There is always space, and guests and new members are always welcome! We are one of Melbourne's longest-running Toastmasters clubs. We hold regular meetings on the second and fourth Wednesday of each month. 🕢 Arrive from 7:30 PM for a 7:45 PM start
⏳ We’ll finish by 9:30 PM 📍 Location: 96 Reserve Road, Beaumaris
(Inside the building next to the library) Our meetings take place at Beaumaris Library in a designated meeting room. Our web site: https://sandbelttoastmasters.com.au/ We would love to see you there!

* **Topic:** Real‑time & Batch on Microsoft Fabric * **Date:** Thursday 28th May 2026 at 6.00 pm - 8.00 pm * **Networking:** 6 pm - 6.30 pm and 7.20 - 8 pm * **Presentation Time**: 6.30 pm - 7.20 pm *(includes welcome, presentation 30 mins & community marketplace)* * **Location:** Thoughtworks HQ Level 35/360 Collins St, Melbourne VIC 3000 * **Ticket:** Free of cost, however, registrations and RSVP are required! * **Sponsor:** Thoughtworks **Real‑time & Batch on Fabric** This session presents the end state of a mixed real‑time and batch analytics platform on **Microsoft Fabric**. Live event streams are handled using KQL/Eventhouse, enabling low‑latency dashboards and operational insights with minimal processing overhead. In parallel, near real‑time and batch data is processed using governed, lightweight Fabric patterns designed for efficiency and scale. The outcome is a single, capacity‑aware Fabric platform where real‑time and analytical workloads coexist cleanly, with Power BI as the unified consumption layer. **About The Speaker** Arjun Shankar has over a decade of experience turning data challenges into scalable, cloud-first platforms that drive real business decisions. He has worked across banking, finance, transport, insurance, and energy, specialising in the Azure stack: Synapse, Data Factory, Databricks, PySpark, and Fabric. From reducing platform costs, to accelerating delivery, and putting self-service analytics in the hands of the people who need it. Outside work, he's usually out on a trail, training for his next marathon, or keeping up with two young boys. We’re excited to bring the Data Engineering Melbourne Meetup group together for an evening with Arjun and his insights!

RSVP on our GDG community platform -> https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-may26-meetup/ This event is hosted at the Mantel Group Office, with the recording of the talks to be shared afterwards on YouTube if you can't make it. There will be food, networking and some surprise swag!Agenda: 6:20 - Intro 6:30 - Talks 8:00 till late - networking & chat (& drinks optional)Speakers and Talks: Talk 1: Katie Barnett\, Engineering Manager @ Bilue\| Google Developer Expert for Android \| GDG Melbourne Co\-Organiser \| Women TechMakers Melbourne Ambassador What's New on Android Talk 2: Tulsi Sapkota, Senior Software Engineer @ Linktree Replace Yourself with Agents How we built an agent that monitors our Buildkite pipelines, reasons about inefficiencies, and raises PRs to fix it. A practical story about trust, confidence thresholds, and what happens when the agent is better at your job than you are. Talk 3: Saugato Paroi, IT Support Engineer @ PageUp Building AutoCloud: How I turned "why is deploying so hard?" into an AI-powered platform. It started with a frustration every developer knows — you build something that works beautifully on your machine, then hit a wall of IAM roles, Terraform files, networking configs, and CI/CD pipelines just to get it live. I watched that gap kill momentum for too many projects, including my own. So I decided to build the tool I wished existed. AutoCloud is an AI-powered platform that takes a local project or Git repo and turns it into a production-ready cloud deployment — no deep infrastructure expertise required. In this talk, I'll walk you through the journey: the problem that sparked it, the architectural decisions, the hard lessons, and how AI made it all possible. How to find us: Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St, Melbourne. Message via Meetup or Slack if you are arriving after 6:00, as the lifts won't let you up. This is an in-person only event. If you have any accessibility requirements, please reach out via the Meetup or Slack to the organiser group to discuss, and we will do our best to help you out. Agenda *** Speakers Katie Barnett - Google Developer Expert for Android (Engineering Manager, Bilue) Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. Sh… Tulsi Sapkota - Linktree (Senior Software Engineer) Shaugato Paroi - PageUp (IT Support Engineer) Hosted By Katie Barnett, GDE Android / GDG Organiser Suesi Tran, Senior Flutter Developer Poornima Sivakumar, GDG Organiser Lovee Jain, GDG Organiser Zach Jensz, GDG Organiser Ujjawal Raj, GDG Organiser Bramley Turner-Jones, GDG Organiser Yuba Raj (UV) Panta, GDG Organiser Kartik Arora, Android Engineer Google Developer Expert in Android Android Engineer @ Bilue Carolyn Ai Chi Wong, Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-may26-meetup/.

**The Blockchain Backdoor: How Attackers Used ENS to Subvert the WordPress Supply Chain** - **Aadam Shaik and Rohit Hande** What happens when the "Kill Switch" is decentralized? In early 2026, a sophisticated threat actor acquired a portfolio of over 30 WordPress plugins, including the popular "Accordion and Accordion Slider," to execute a massive supply chain attack. While the initial vector was a traditional acquisition-turned-backdoor, the true innovation lay in the Command & Control (C2) infrastructure. This talk deconstructs how attackers utilized the Ethereum Name Service (ENS) to create unblockable, dynamic C2 resolution. By querying public Ethereum RPC endpoints directly from server-side PHP, the malware bypassed traditional DNS-based security perimeters and neutralized standard domain takedown strategies. **Location** Room 080.02.002 at RMIT (Building 80) - 445 Swanston St, Melbourne **Discord** [Discord Event Info](https://discord.com/events/1347056412529791047/1477841544907325591) **Streaming** If you can't attend the event in person the talks will be streamed in the "ruxmon-stream" voice channel in the Ruxcon Discord in the day of the event! (join now by clicking here: [https://discord.gg/g2CpEbkXmM](https://discord.gg/g2CpEbkXmM)

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

Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ... Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity. Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces. In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics: * Set up Tailwind CSS in your project * Understand Tailwind’s utility classes and how they work * Integrate breakpoints and dark mode like a pro * Customizing Tailwind to fit your style Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you. ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

Topic to be announced. **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: https://www.veeam.com/ **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

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!

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share

**TBA**

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\.