Linked Data

你有没有试过，让 AI 帮你解释 ETF、看一只股票、算退休，或者判断该不该提前还房贷？ 它说得很快。 也很像那么回事。 但理财最难的，常常不是看懂一个产品。 而是看清自己的约束：收入、家庭、税务、房贷、风险承受力，还有你晚上能不能睡得着。 这一场，我们继续用「AI 双面圆桌派」的方式，聊 AI + 理财。 我们会聊几个普通人真的会遇到的问题： * AI 能帮我们省下哪些查资料、做比较、读文件的时间？ * 为什么同样收入、同样资产的两个家庭，答案可能完全不同？ * AI 给出的投资观点，普通人可以怎么验证，而不是直接相信？ * 金融平台越来越智能之后，效率、推荐和用户保护之间怎么平衡？ * 当金融骗局从群发话术变成个性化关系，我们该如何提高警觉？ 这不是一场投资课。 也不会给个股推荐。 我们更想聊的是： AI 可以帮我们更快看懂信息，但它不能替我们承担后果。 ***嘉宾介绍*** **Melinda Hu, CFP** 加拿大 CFP 注册财务规划师，拥有 20 年中加税务与财富规划经验，专注小企业与家庭的税务及退休规划。她长期关注 AI 对财务规划行业的影响，也关注在技术快速变化的时代，人们如何重新理解财富、风险与安全感。 **Alex Luo** 资深 IT 软件架构师，15 年深耕云技术、AI 人工智能与科技金融行业。金融创业 5 年，致力于中产阶级财商教育和理财服务，关注 AI 在金融行业的应用和发展。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

Overview Full Moon Energy Activation & Sound Bath in a stunning wooden sanctuary with nature views for deep relaxation, emotional release & renewal. Held at the Unitarian Congregation a spiritual sanctuary where mindfulness and contemplative practices are held year-round, this experience takes place in a warm, rustic hall surrounded by greenery and natural light. With soaring wooden beams and expansive windows overlooking trees and spring growth, the space feels like being held by nature while remaining comfortably indoors. The atmosphere is grounding, peaceful, and deeply nurturing. ### **Why This Spring Session Is Powerful** Late spring carries the energy of renewal, expansion, and gentle awakening. Following the Full Moon, this is a powerful time to: • release emotional heaviness • integrate recent shifts and insights • reset the nervous system • create space for clarity and new beginnings • reconnect with inner balance As nature opens and blossoms, the body and nervous system naturally respond to this rhythm of renewal. ### **A Safe Space to Slow Down & Restore** As the nervous system settles, the body softens and the mind quiets. Within this supportive and sacred environment, your process unfolds naturally and at your own pace. Participants often experience: • deep relaxation and nervous system reset • emotional release and clarity • relief from stress and mental overload • renewed energy and inner calm • a profound sense of presence Nothing is forced. The body opens when it feels safe. ### **Energy Activation & Sound Bath Experience** This immersive session combines: • Kundalini Activation energy transmission • guided relaxation & breathwork • sound healing & vibrational grounding • a trauma-aware, nervous-system-conscious space • time for deep inward processing Sound frequencies support the body’s natural release process and deepen relaxation. ### **Who This Experience Is For** This session may support you if you: • feel overwhelmed or mentally fatigued • seek emotional release in a safe environment • want deep relaxation and nervous system reset • feel called to reconnect inward • are curious about sound healing & energy work No prior experience needed. ### **What to Bring** • Yoga Mat • Water Spots are limited. When registration closes, doors close. Investment: $75. Book directly on our website: www.qalb.ca

For May, we'll read Moll Flanders by Daniel Defoe 313 pages First published in 1722 About the book: Born and abandoned in Newgate Prison, Moll Flanders is forced to make her own way in life. She duly embarks on a career that includes husband-hunting, incest, bigamy, prostitution and pick-pocketing, until her crimes eventually catch up with her. One of the earliest and most vivid female narrators in the history of the English novel, Moll recounts her adventures with irresistible wit and candour-and enough guile that the reader is left uncertain whether she is ultimately a redeemed sinner or a successful opportunist.

Best way to get a hold of us is on our [WhatsApp chat](https://chat.whatsapp.com/Kj63TzHIqYL5hPrRJolhyD), also great way to join a community of amazing like-minded people :) ***☀️🔥 BIG NEWS — We’re Dancing OUTSIDE All Weekend Long! 💃🕺🌴*** This weekend, instead of our usual Matinee Salsa Practice and Baila in the West locations, we’re teaming up to co-host an incredible FREE outdoor Latin dance event in the heart of the city! 📅 Saturday, May 30 & Sunday, May 31 🕑 2PM–7PM 📍 1 Eglinton Ave East (Yonge & Eglinton) 🎧 DJ Geronimo & DJ Magic spinning the hottest Salsa & Bachata hits all afternoon 💃 Dance Connexion performances & lessons 🌞 Amazing weather + outdoor dancing + incredible vibes = the PERFECT weekend Bring your friends, your dancing shoes, and your best energy — let’s fill the streets with music, dancing, and nonstop summer vibes all weekend long! 🔥✨ **FREE** for everyone — see you on the dance floor outside! 🙌

7.30pm-10.30pm Social Dance Usually more than 50 people join us for a fun Salsa/Bachata night. The best way to end the weekend! You don't need to have a partner or be an experienced dancer. We provide two classes for beginner level and intermediate level. ◾When You Arrive ◾ - Sanitize your hands before entering the dance studio & in between dances, please - Do not come to dance if you show any symptoms of cold/flu ◾ Drop in : $15 ◾ * Every Sunday * 📍39 Glen Cameron Road, unit #1 Thornhill, Ontario From: 7.30 - 10.30 pm Cover fee: $15 at the door We will also be hosting two free salsa lessons and a bachata lesson: (it's included) *6.30pm-7.30pm Bachata L1 by Estephan [small room] *6.30pm-7.30pm Salsa by David [large dance studio] *7.30pm-10.30pm Sunday Social Dancing [large dance studio] * Music: Mostly Salsa & Bachata, some Merengue and a few Cha Cha and Kizomba. Come out and enjoy the night away! * Usually, more than 50 people are attending this social, and people switch partners, so you don't need to bring a partner. 647-504-9876

🌲🥾 **CROTHERS WOODS TRAIL HIKE & DAIRY QUEEN STOP** 🥾🍦 Real Trails, A Solid Climb & An Ice Cream Finish Toronto doesn’t have many *true* hiking experiences — but this is one of them. Join us for a more active, nature-focused walk through Crothers Woods, one of the city’s best spots if you’re looking for something that actually feels like a hike. This isn’t your typical flat city stroll. There are hills, forest paths, and a proper climb — especially at the end (Pottery Road 👀). But don’t worry… we’ve got a reward waiting. This is not a formal tour. It’s a social hike — a bit more effort, a bit more nature, and a great group to do it with. 📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd) \*\*\* **🚶‍♂️ What We’ll Do** We’ll start at Broadview Station and head south along Broadview before making our way down Pottery Road into the Don Valley. From there, we’ll connect to the Don Valley trails and enter Crothers Woods, where we’ll hike through forested paths and take a short break along the way. After the hike, we’ll make our way back — finishing with the climb up Pottery Road (the final challenge 💪). And then… we reward ourselves with a stop at Dairy Queen for some well-earned ice cream. 🍦 We’ll end back near Broadview Station. \*\*\* 🌦️ **Weather & Expectations** This hike happens rain or shine. Please come prepared — trails may be muddy, and conditions can vary. This is a slightly more challenging walk than most of our events: ✔️ Uneven trails ✔️ Some hills ✔️ One bigger climb at the end Good footwear is important. Also — this is NOT a guided or historical tour. It’s about movement, nature, and being social. \*\*\* 🧢 **Meetup Details** 📍 Meetup Location: Outside Broadview Subway Station 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 11:00 AM I will only wait 5 minutes. Early is on time. On time is late. We’ll head out promptly. End Point: Broadview Subway Station \*\*\* 🎟️ Meetup Fee: $5 cash in person or e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) This helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 \*\*\* 🎒 **What to Bring** Water Good hiking/walking shoes (important!) A snack Weather-appropriate clothing (trail-ready 🌧️🌿) Optional: cash/card for ice cream 🍦 **Please also use the washroom before arriving, as stops are limited.** \*\*\* 🌈 **Who Is This For?** This group is open to anyone who wants to be social and make friends — whether single or not. **We also host:** 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings There’s always something happening. \*\*\* **REMEMBER:** You’re welcome to just show up on the day if you’re unsure about your schedule. And as always, sometimes plans shift and events may need to be canceled — please keep an eye on updates. \*\*\* 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com) Come for the trail. Stay for the challenge. Leave feeling like you actually *earned* that ice cream. 🍦🌲✨

We are hiking at Scotsdale Farm with Debbie McDermott and Bohdan Bilyj. This is a Level_2 Bruce Trail hike with lots of woods, and some lookouts. We expect around 14km with a few hills. **Directions** 1. Exit Highway_401 at Trafalger Road (Exit_328), and go north. 2. After you pass through Georgetown, you will come to a T-intersection, which is Highway_7. Turn left. 3. After three and a half kilometres, fork right back onto Trafalger Road. 4. Continue north about 1.6_kilometres, and look for the sign. Google Maps: [13807 Trafalgar Rd, Georgetown, Ontario.](http://goo.gl/maps/EGPdsXsLuZC2) Après-hike suggestion: St. George Pub in Georgetown. Waiver Hiking is a dangerous activity; each participant agrees to assume his/her own risks. If you are new to hiking, please start with a Level 1 hike. Hike leader's decision is final. See you on the trail. ps. ps. ps. Know where you are going Paid app: Bruce Trail Map for smartphones (http://brucetrail.org/pages/trail/app) Free apps: Here's just a sample on the web: Google Fit (https://www.google.com/fit/), Runkeeper (http://www.runkeeper.com/), MyTrack (https://play.google.com/store/apps/details?id=com.google.android.maps.mytracks&hl=en), GPS Essentials (https://play.google.com/store/apps/details?id=com.mictale.gpsessentials&hl=en)

Call on 416-938-2223 to find me :) -Ritik

We are planning to have monthly potlucks (or picnics in the spring/ summer at local parks) or other activities including potluck/ picnic + hikes/ walks in the warmer weather. This potluck will start with an arrival time of 12:15 p.m. We will start eating at 1 PM SHARP followed by a walk (see below). There is an outdoor picnic area at the centre with picnic tables, so if it is a nice day we can eat outside. PLEASE bring your own utensils, plates, bowls, and cup as the centre does not always have an adequate supply of these. You are responsible for your own clean-up and if you borrow the items at the centre please clean them. All are welcome veg-curious, vegetarian, and vegan as long as what you bring to the potluck is vegan! 3 p.m.: After eating we will go for a walk to Doris McCarthy Trail/ Gates Gully. Here is some information about this walk: [https://www.blogto.com/.../doris-mccarthy-trail-gates.../](https://www.blogto.com/.../doris-mccarthy-trail-gates.../?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExR0ZMUmVUUHhPMkZNdTNQUXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6IjVP2Y2F-Kajh1Onnb1MM2V7bk5O3RrPJcSg_M6vsuHkK5_jocjCxkQo4VA_aem_5DqbkP8qqq7dLLiJdtsDeA) We will go at a slow, easy pace and take breaks as needed. Bring water and wear comfortable shoes. Note: If the weather does not cooperate we will stay inside and play games. It is too steep to walk the trail when it's raining. We hope that you will join us!

I think we're ready to start this group's running season! 5K every week till the snows come down! Or try to! This seems like a good Sunday to start as the temperature and sunlight should all be moderate. Also, plenty of time to prepare with stretch and strength if you haven't run since last year! BTW, I've learned there is a lot of benefit to starting with slow jogging - rather than walking. Please look that up, if you are slow - like me - and want to improve your endurance, consistency, aerobic and anaerobic capacity. We'll meet by the track. I'll be there early to warm up. We will start the 5K exactly at 9:30am. As mentioned in the About Us, * Using the park track we can all go at our own pace and never really be left behind unless we all finish way ahead of you. :D I think an hour is enough time to dedicate to the run. I'm pretty slow, so you will likely have me around for most of the hour. * Members are free to leave the run whenever they want. * Bring your kids, your pets, your partners, etc. * All encouraged to stick around afterwards and enjoy the park or neighbourhood on your own. * Let's get stronger, healthier and foster a great community at the same time. * As part of our kick-off, I am open to heading off to get some brunch on the Danforth afterwards, if anybody is interested! Lots of great options there! We also welcome runners who are not in our neighbourhood and want to join us spiritually and run from their own neighbourhoods. :-) Imagine how much healthier and communal the world would be if we all stopped for an hour once in a while to run together; re-centring and re-charging together?

(👇 See below for English description!) 다운타운 바로 옆에 있는 Don River Valley에서 아름다운 자연을 보는 것을 즐 수 있어요. 새 친구도 사귀고, 영어와 한국어로 이야기하고, 연을 보면서 즐거운 시간을 함께 보내요. 영어를 유창하게 말하는 분도, 영어를 배우고 있는 분도 모두 환영합니다. 영어를 연습하고 싶거나, 외국인에게 한국어를 도와주고 싶거나, 여러 나라에서 온 친구들을 사귀고 싶다면 이 모임이 딱이에요! **벌레 퇴치제와 물을 꼭 챙기세요.** **날씨가 나쁘면 다음주말에 갈 예정입니다.** **트레일**: Don River Trail을 따라간 뒤, Taylor Creek Trail으로 이어갈 예정입니다. 목적지는 Victoria Park역입니다. 전체 경로는 약 8km이며 약 2시간 30분 정도 소요됩니다. 물론 도시 중에 있기 때문에 언제든지 트레일을 벗어나 TTC를 타고 귀가하실 수 있습니다. 이 코스는 평탄하고 포장된 쉬운 길입니다. **참가비**: 3 CAD. 🥖 빵을 만들어 줄게요. 현금 or e-Transfer (ryankw94@gmail.com) 이 그룹을 유지하려면 Meetup에 연간 구독료를 지불해야 합니다. 💸 안타깝게도 친구들에게 몇 달러를 기부하고 저를 도와달라고 부탁해야 계속 진행할 수 있습니다. **연락**: [인스타(@ryankw94)](https://www.instagram.com/ryankw94/)이나 카카오톡(ID: ryan.kw)으로 연락 주세요! * The Don River Valley, just east of Downtown, is a great place to enjoy some nature and get a break from the city life. Join us for a fun afternoon of hiking, speaking in both English and Korean, and making new friends. Whether you're a fluent Korean speaker or still learning, this event is perfect for anyone interested in Korean language and culture. **Remember to bring bug spray and water!** **If the weather is bad, we will postpone this event.** **Route:** We will follow the Lower Don River Trail, and then we can get on to the Taylor Creek Trail. My plan is to go to Victoria Park Station. **The Route is about 8km and will take around 2 ½ \~3 hours.** Of course, this is an urban hike, you can get off the trail whenever you want and take the TTC home. This will be an easy, flat trail with a paved path. **Fee**: **3 CAD**. I will also bring some fresh bread 🥖to share. Cash or e-Transfer (ryankw94@gmail.com) I have to pay an annual subscription fee to Meetup to keep this group up. 💸 Unfortunately I have to ask people to pitch in a couple dollars and help me out so that I can continue hosting. **Contact**: You can contact me on [Insta (@ryankw94)](https://www.instagram.com/ryankw94/) or on KakaoTalk (ID: ryan.kw )

**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)

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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

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!

**🔥 Lincoln Street Salsa HAS MOVED TO EVERY FRIDAY, NO MORE SATURDAYS!** **🔥 Lincoln Street Salsa @ 1717 Brice Rd, Reynoldsburg 43068** **🔥 Salsa, Bachata, Merengue Dancing!** **🔥 NO PARTNER OR EXPERIENCE NEEDED!** **🔥 Every FRIDAY, 8 pm - 1 am** **🔥 8:00 pm - 8:30 pm = Registration** **🔥 8:30 pm - 9:30 pm = Beginner Dance Class** **🔥 9:30 pm - 1:00 am = Open Dance Party** **🔥 LincolnStreetSalsa.com** **🔥 Questions? Text Todd 614-774-8146**

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\.