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Frequently Asked Questions

Yes! Check out scaling scrum events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the scaling scrum events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find scaling scrum events near your location here. Connect with your local community and discover events within your area.

Scaling Scrum Events Today

Join in-person Scaling Scrum events happening right now

Melbourne AI Enthusiasts x AI Engineer Melbourne — AI Week 2026
Melbourne AI Enthusiasts x AI Engineer Melbourne — AI Week 2026
You've built the POC. Leadership loved it. Now what? The gap between a working AI demo and a production system is where most projects quietly die. This event tackles the hard part, the decisions that come after the proof of concept gets the green light. Hosted by Zendesk! **What we're covering:** 🏗️ Architecture decisions that don't show up in tutorials when to build, when to buy, when to stitch things together 💰 Cost and efficiency trade-offs, what it actually costs to run AI at scale, and how teams are managing it 🔒 Governance and guardrails, who owns the model in production, and what happens when it breaks 🎤 Talks, panel, and Q&A from practitioners who've shipped AI into production, not just theorised about it **Our panel of experts:** * Darragh Kennedy, Director - Software Engineering, Zendesk * Fernando Mourão, Head of Responsible AI, Seek * Brad Ryan, Chief AI Officer, i-screen, Ex AI Lead - AWS * Romina Sharifpour, AI Engineering Lead, CBA **Details:** 📅 Thursday 4 June 2026 🕕 6:00 – 8:30pm 📍 Zendesk Office Level 13/550 Bourke St, Melbourne VIC 3000 **Format:** Talks + Panel + Q&A (6:00–7:30pm) → Networking & drinks (7:30–8:30pm) This event is part of AI Week Melbourne (June 1–7) and is run in partnership with Web Directions / AI Engineer Melbourne. Whether you're an engineer wrestling with inference costs, a leader trying to get your AI strategy past the pilot stage, or just curious about what production AI actually looks like, this one's for you. Spots are limited. RSVP to secure yours.
Tomorrow-Ready DNA: the updated Domains of Business Agility
Tomorrow-Ready DNA: the updated Domains of Business Agility
Business Agility is continuously improving, as is the Domain Model that underpins how we think about it. In June we welcome Evan Leybourn co-founder of the Business Agility Institute and Chief Product Officer at the newly founded X2A to run a deep dive on how the Domains, their Capabilities, and exhibited Behaviours evolving. The goal of the update is to further support practitioners' understanding of their organisation's standing today (their "X") and map a viable approaches to meet their ambitions (their"A"). Thanks to TeamForm for providing the space and funding the refreshments on the night. Without sponsors great events like this don't happen.T
STILL HERE: Drag Bingo Fundraiser
STILL HERE: Drag Bingo Fundraiser
On Thursday 4 June we'll be gathering at Pride of our Footscray for a HUGE night of performances, bingo, prizes, and more, to support The Sameer Project. [(BOOK TICKETS HERE)](https://www.trybooking.com/events/landing/1567470) The Sameer Project is a mutual aid organisation led by Palestinians in the diaspora. They run multiple projects daily on the ground in Gaza including operating medical clinics, distributing food and fresh water, setting up tents for families, running classes for children, and even organising Eid celebrations. We strongly suggest checking them out on Instagram (@thesameerproject) to see the great work they do! 100% of every ticket sale and raffle ticket sale (after bank fees) will be donated directly to The Sameer Project's Refaat Alareer Camp campaign. Hosted by Xena Ghost Produced by Emily Rose Performances by: Clepto Nymph Elliot Cyrus Jinkies Mischa en Scene Mr Misty-Eyed Nolan Void Shallyxia Bitz Tangerine Scream Ur Dad Daryl Zero * DJ set by lmaochloe & more to come! Prizes donated by: Bizzi Body Bonez Alternative Queer Party Cinema Nova Florian Wild JIMJAM Nordacious Moon Dog Wild West Offworld Aesthetic Randy Roy Section 8 Tibbs and Bones Ur Dad Daryl Doors open 6:30pm with bingo starting at 7:30pm and performances throughout the evening. Raffle tickets will be available for $5 each or 5 for $20! This event is proudly supported by Pride of our Footscray who are donating the use of their venue for this event, and DraggedTo who have assisted with some of the event costs. Please note the venue is located on the first floor of a building with no elevator. We apologise for the reduced accessibility.
Leadership - How to activate audience minds
Leadership - How to activate audience minds
Smashing! Try something new Thursday Interactive workshop - Add power to your presentation. Why and how to activate the mind of an audience! Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Just one member's thoughts, "The fun/laughs factor is definitely a point of difference. We keep it moving with high standards so it’s a nice balance. Too strict makes it tense and boring, too loose and we can lose the energy/commercial feel. SmashSpeak's vibe's in the sweet spot." **Free parking** close: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing teamwork, greater good focus, sharing the stage, etc Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...
Thursday @ Melbourne Central | *Read Description* RMIT PKBL CLUB
Thursday @ Melbourne Central | *Read Description* RMIT PKBL CLUB
🥒🎾 **Social Pickleball - All Levels Welcome!** 🥒🎾 **📢 [Instagram: @rmit_pickleball](https://www.instagram.com/rmit_pickleball/)** **📢 [WhatsApp: RMIT Pickleball Club](https://chat.whatsapp.com/G7VE0NcThWWIgLnnJBVQBq)** **🏓 Paddles and balls provided! Beginner friendly - simply show up and we’ll teach you the basics 🎾** Grab a paddle, play pickleball, and meet new people! **👥 Who is it for?** * Members of public and RMIT students * Complete beginners * Intermediate players * Advanced players (up to DUPR 4.5 expected) **✅ How to join?** 1. **Become a club member** [at the RMIT Store](https://store.rmit.edu.au/pages/club/pickleball) (one-off payment) 2. **RSVP** on Meetup to join the session 3. When marked as **“Going”**, pay for the session: **\- Payment link** is in the **comment section below** (posted 1-3 days before) \- Use your RMIT Store account with a club membership \(from step 1\) 4. Can’t attend? Update your RSVP to “Not Going” **⏳ Priority on waitlist** 1. Clear Meetup profile with name and photo 2. RMIT students 3. Regular attendees **📆 On the day** * New players, please **introduce yourself to the host** * New players wanting a **rules intro**, please arrive on-time and ask a host * Have your **emailed ticket receipt ready** \- it will be checked on the day **🔄 Cancellations and Refunds** * No refunds for change of mind, non-attendance, or no-shows * Refunds only if the event is cancelled (weather or court availability) * Credit for a later session may be offered by agreement in case of event cancellation * Pay only when we share the payment link in Meetup - using old links is at your own risk Whether you are new to pickleball or a regular player, this is a great way to get some games in and connect with the community. Come solo or bring a friend - everyone is welcome! **👉 Spots are limited, so RSVP early! 👈**
Women in Cloud - Building Resilient AI
Women in Cloud - Building Resilient AI
We’re excited to bring our community together again — this time with a focus on **Building resilient AI**. As LLM-powered applications move from experimentation to production, a new challenge emerges: **how do we secure what we don’t fully understand yet?** In this session, we’ll explore two critical layers of AI defense—**protection** and **proactive testing**—through real-world practices and practical demos. **Topics** **1\. Shielding your LLMs with AWS Bedrock Guardrails** Ever felt like deploying an LLM is a bit like letting a genius but unpredictable intern talk to your customers? Join me as we explore how to move past the unregulated nature of unregulated AI using AWS Bedrock Guardrails. We’ll dive into the six pillars of AI safety and deploying guardrails to build AI that isn't just smart, but is fundamentally trustworthy and brand-safe. **About the speaker** [Maitreyi Singh](https://www.linkedin.com/in/maitreyisingh/) is a Data Scientist at [REA Group](https://www.realestate.com.au/), currently working on developing AI agents and intelligent systems. She has experience in Generative AI and enjoys exploring innovative applications of AI in real-world solutions. Outside of her professional work, Maitreyi enjoys painting as a creative hobby. **2\. Red Team Your LLM App Before the Bad Guys Do** As LLM-powered apps become more common, they're also becoming bigger targets. Prompt injection, jailbreaks, and harmful content exploits are real threats — and most developers don't discover them until it's too late. In this talk, we'll cover why guardrails are essential for any production LLM app, and why red teaming is one of the most effective ways to uncover vulnerabilities before bad actors do. We'll then put theory into practice with a live demo: a vibe-coded AI app on Amazon Bedrock, attacked using an open source red teaming tool — first without guardrails, then with them. The difference will speak for itself. **About the speaker** [Vanessa](https://www.linkedin.com/in/vanessa-kong-8069601a7/) is a Senior Product Security Engineer at [REA Group](https://www.realestate.com.au/) with five years of experience spanning cloud infrastructure security, security tooling and automation, and AI security. She specialised in building secure systems end-to-end, automating security workflows, wiring up tools to catch issues earlier in the pipeline, and exploring the evolving security challenges that come with AI-powered applications. She loves getting into the weeds of how things break — and helping people build them more securely. **Agenda** 5:30pm – Food and networking 6:00pm – Presentation 1. Shielding your LLMs with AWS Bedrock Guardrails 6:30pm – Presentation 2. Red Team Your LLM App Before the Bad Guys Do 7:00pm – Networking We’re incredibly grateful to our sponsor — [REA group](https://www.rea-group.com/) for supporting our community and making this event possible. Join us for an evening of learning, meaningful conversations, and great company, we can’t wait to see you there!
Elixir Melbourne meetup
Elixir Melbourne meetup
Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Josh Price - Ash Framework * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saving Grace downstairs (32 Church Ln, Melbourne, VIC 3000) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

Scaling Scrum Events This Week

Discover what is happening in the next few days

TBG 35+ Offence @ Sat 9:00am
TBG 35+ Offence @ Sat 9:00am
This smaller half-pitch match is strictly for **35 years and older** players only, as well as **not for beginners**. You must register to play. Please arrive on time to lend a hand in setting up the goals. A Roll Call for registered players is conducted. If you arrive late, you will need to join one of the other remaining open-age matches and relinguish your spot for someone who is on the waiting list and has come on-time. Please have the courtesy to de-register if you are unable to attend at all. Please wear a black or white top, or bring both so teams can be easily divided evenly. We recommend shin guards as the game is competitive and a contact sport. It is up to you to manage your own risk of injury, as this is social and free. However, we do NOT condone sliding tackles and over-aggressiveness. Please place your possessions in a safe place while the game is running. Your possessions are your own responsibility. Post-match, please help with packing up the goals, bibs and cones. 2-3 people per goal makes very light work and only takes 3 minutes. Instructions to set up the Air Inflatable 3m/5m wide x 2m high goals: https://youtu.be/rA-_-ViyP1g Instructions to set up the Metallic Everfit 3.6m wide x 1.8m high goals: https://youtu.be/_6HWZdlMAB0
TBG 35+ Defence @ Sat 9:00am
TBG 35+ Defence @ Sat 9:00am
This smaller half-pitch match is strictly for **35 years and older** players only, as well as **not for football beginners**. You must register to play. Please arrive on time to lend a hand in setting up the goals. A Roll Call for registered players is conducted. If you arrive late, you will need to join one of the other remaining open-age matches and relinguish your spot for someone who is on the waiting list and has come on-time. Please have the courtesy to de-register if you are unable to attend at all. Please wear a black or white top, or bring both so teams can be easily divided evenly. We recommend shin guards as the game is competitive and a contact sport. It is up to you to manage your own risk of injury, as this is social and free. However, we do NOT condone sliding tackles and over-aggressiveness. Please place your possessions in a safe place while the game is running. Your possessions are your own responsibility. Post-match, please help with packing up the goals, bibs and cones. 2-3 people per goal makes very light work and only takes 3 minutes. Instructions to set up the Air Inflatable 3m/5m wide x 2m high goals: https://youtu.be/rA-_-ViyP1g Instructions to set up the Metallic Everfit 3.6m wide x 1.8m high goals: https://youtu.be/_6HWZdlMAB0
TBG 35+ Midfield @ Sat 9:00am
TBG 35+ Midfield @ Sat 9:00am
This smaller half-pitch match is strictly for **35 years and older** players only, as well as **not for beginners**. You must register to play. Please arrive on time to lend a hand in setting up the goals. A Roll Call for registered players is conducted. If you arrive late, you will need to join one of the other remaining open-age matches and relinguish your spot for someone who is on the waiting list and has come on-time. Please have the courtesy to de-register if you are unable to attend at all. Please wear a black or white top, or bring both so teams can be easily divided evenly. We recommend shin guards as the game is competitive and a contact sport. It is up to you to manage your own risk of injury, as this is social and free. However, we do NOT condone sliding tackles and over-aggressiveness. Please place your possessions in a safe place while the game is running. Your possessions are your own responsibility. Post-match, please help with packing up the goals, bibs and cones. 2-3 people per goal makes very light work and only takes 3 minutes. Instructions to set up the Air Inflatable 3m/5m wide x 2m high goals: https://youtu.be/rA-_-ViyP1g Instructions to set up the Metallic Everfit 3.6m wide x 1.8m high goals: https://youtu.be/_6HWZdlMAB0
Explore the '1000 Steps' Walk in the Dandenong's - Nature + Coffee & Connection
Explore the '1000 Steps' Walk in the Dandenong's - Nature + Coffee & Connection
Join me to explore the stunning '1000 Steps' in the Dandenong Ranges, the first section of the Kokoda Track Memorial Walk. For those who would like to, we can catch the train together from Southern Cross to Upper Fern Tree Gully, a chance to chat, connect, make new friends before we begin our walk. The track starts at the Fern Tree Gully picnic grounds, the staircase winds up a steep hill along a creek through rainforest, before emerging into a clearing where we can enjoy beautiful views of Melbourne through the trees. We will complete the loop by taking the Lyrebird Track back to the picnic grounds, and will stop in at the 1000 Steps Cafe for a coffee or something to eat. The Dandenong's is home to beautiful flora and fauna, including giant Mountain Ash trees, Rainbow Lorikeets and Lyrebirds. The path has steep sections on both the staircase and down Lyrebird Track, and is described as moderate to challenging and suitable for reasonably fit people. The track is **3kms** and takes around **1.5 hrs** to complete. The staircase is one way, however there are many places along the track to stop and rest. We will walk slowly, and have a rest at the clearing before heading back down. For anyone who would like to join but is not keen on the stairs, there are walking tracks to explore that run along the creek, from the Ferntree Gully Picnic Ground, with many beautiful spots to sit and relax and enjoy the environment. **Agenda:** I will meet you at **Southern Cross Station at 10.20am** at the Water Tower Clock We will catch the **10.35am Belgrave train** to **Upper Fern Tree Gully** Anyone driving can meet us at the Memorial Mates Statue, at **12pm** We will walk the 1000 Steps, and reach the cafe around 2pm After a coffee or something to eat we can explore the tracks at the foot of the hill, And then catch the **3.30pm** Belgrave train back, reaching Flinders St Station at **4.30pm.** We will keep to the times in the schedule as public transport runs to a reduced timetable on weekends. When you RSVP please click attend on the event page, and I will be in touch about the details, I will also be available in the Event Comments on the day and add any updates there about weather conditions if needed.
TBG 18+ @ Sat 9:15am
TBG 18+ @ Sat 9:15am
This match is strictly for 18 years and older players at the Advanced level. Please register to play so everyone knows the approximate numbers. Please arrive on time to lend a hand in setting up the goals. If you arrive late, you may need to wait to substitute in or create a new game with others using available cones. Please have the courtesy to de-register if you are unable to attend at all. Please wear a black or white top, or bring both. It is up to you to manage your own risk of injury, as this is social and free. We recommend shin guards and do NOT condone sliding tackles and over-aggressiveness. If you have a size 5 soccer ball, then please bring it along. Pump it up to 8 psi beforehand or ask around for a pump. Please place your possessions in a safe place while the game is running. Your possessions are your own responsibility. Post-match, please help with packing up the goals, bibs and cones. 2-3 people per goal makes very light work and only takes 3 minutes. Instructions to set up the Air Inflatable 3m/5m wide x 2m high goals: https://youtu.be/rA-_-ViyP1g Instructions to set up the Metallic Everfit 3.6m wide x 1.8m high goals: https://youtu.be/_6HWZdlMAB0
Sunday Morning Training Ride
Sunday Morning Training Ride

Scaling Scrum Events Near You

Connect with your local Scaling Scrum community

Hialeah Online Speed Dating
Hialeah Online Speed Dating
**💝 Hialeah Zoom Online Speed Dating** Online speed dating for Hialeah locals — personality matched, hosted live on Zoom. **Register below for your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Hialeah&groupurlname=meet-for-serious-bonds-over-brunch&ar=18-32&face_v=1.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Hialeah&groupurlname=meet-for-serious-bonds-over-brunch&ar=30-46&face_v=1.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Hialeah&groupurlname=meet-for-serious-bonds-over-brunch&ar=40-58&face_v=1.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=531.0&productType=onlineSpeedDating&city=Hialeah&groupurlname=meet-for-serious-bonds-over-brunch&ar=55+&face_v=1.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below and complete the quiz. Capacity is limited. --- **How It Works** 1. **Register** – Pick your age group above and sign up. 2. **Take the quiz** – Short personality quiz so we can match you well. 3. **Join on Zoom** – Your host will guide you through every round. 4. **Get matches** – Mutual matches sent after the event. --- ✨ Your next match is one Zoom call away. 💘 ✨
June 2026 AWS Columbus - Topic to be announced
June 2026 AWS Columbus - Topic to be announced
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
Microsoft Build - Columbus Edition!
Microsoft Build - Columbus Edition!
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. So please RSVP for a head count!
Recruiting Virtual Mental Health Group Leaders!
Recruiting Virtual Mental Health Group Leaders!
We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact** ![](https://images.squarespace-cdn.com/content/v1/64a6315db1eb8d081603d9ea/028252c7-347e-4196-8c79-b81d2a4db4bb/Mountaineering+Guide+Trifold+Brochure+in+Pink+White+Modern+Minimalist+Style+-+2.jpg) Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831
Azure CBUS June
Azure CBUS June
Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/
QA or The Highway 2026
QA or The Highway 2026
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\.