Cloud Storage APIs

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.

Archetypal Coaching — Activate Your Goals with Ancient Wisdom Ready to energize your goals and gain clear direction? In this weekly meetup, we work with powerful archetypes from ancient traditions to align your intention, sharpen your strategy, and ignite real momentum. 4 Sessions Per Month Tap into the power of 4 ancient traditions: • Egyptian — Strategic clarity & long-range vision • Scandinavian — Decisiveness & breakthrough energy • Greek — Harmony, inspiration & personal charisma • Sephirotic (Kabbalistic) — Deep integration & energetic anchoring. Each 90-Min Session Includes: • Group energy alignment (20 min) • Personal goal setting in the energy of the week’s tradition (20 min) • Group activation & anchoring (20 min) • Personal alanyses, archetypal insights & support circle (30 min). What You’ll Gain: ✓ Mental clarity & motivation ✓ Energetic support for your path ✓ Clear, inspired next steps ✓ A deeper connection to purpose. When: Every Sunday afternoon 4-6pm Fee: $50 CAD per session (Limited spots available) Facilitator: Andrey Litvinov — Business Coach, Psychotherapist, Grand Master of Reiki Yggdrasil To Reserve Your Spot: Pre-registration required via WhatsApp or Telegram Message: t.me/AndyTherapist WhatsApp: +1 437 606 6502

**Volleyball Foundations 3 — Connect Your Skills & Play with Confidence (15+)** Ready to move beyond isolated skills and start playing with flow and purpose? Volleyball Foundations 3 is designed for players who are ready to connect their techniques and develop real game awareness in a team setting. In this progressive clinic, you’ll focus on integrating your skills into live, rally-based play: • **Reading the Ball:** Anticipate trajectory and react earlier to stay one step ahead • **Defense:** Improve footwork, positioning, and overall court coverage • **Attacking:** Learn the 3-step approach and develop controlled, effective hits over the net You’ll also begin to understand the rhythm of the game through continuous play. Sessions emphasize “wash drills” and extended rallies, helping you stay engaged, make decisions under pressure, and build confidence during longer points. Players will be introduced to the **6-Up defensive system** and develop strong on-court communication skills to navigate fast-paced, unpredictable situations. *** **Who This Clinic Is For:** • Players who have completed Volleyball Foundations 2 or have a strong base in passing, setting, and serving • Players ready to develop game awareness, teamwork, and rally consistency • Athletes looking to feel more confident playing in game-speed environments *** **Location:** Miles Nadal JCC — 750 Spadina Ave. (enter through Spadina doors) **Format:** Group instruction led by an experienced, supportive coach **Registration Required in Advance** RSVP’ing on Meetup does not reserve your spot. [Register here](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=yQ90BGe) ☎️ Or call 416-924-6211 ext. 0 *** **Early Bird Discount:** Register by April 26 at 10 PM to receive **10% off** sessional registration. *** **Why Join?** • Learn to connect skills into fluid, game-like play • Improve decision-making, timing, and court awareness • Build confidence in rallies through continuous, high-energy gameplay • Develop communication and teamwork within a structured system Take the next step toward real gameplay—where skills come together, rallies get longer, and confidence truly starts to show.

It's a private session. Not a group event. Some sessions and diagnostics are done in chat text format, no live call is required needed. Advanced sessions are done with the help of personal video call. __ Egyptian Initiation – Level 1 10 days in a row! 10 Initiations into 10 Channels of the Egyptian Gods. Personal purification, activation of the financial flow, and correction in the Channels of the Egyptian Pantheon. Level 1 Initiation Includes correction through all 7 chakras in the Channels of: 1. The Egregore of Egyptian Priesthood 2. The Channel of Osiris /Clarity 3. The Channel of Horus /High Victory 4. The Channel of Amun-Ra /Power 5. The Channel of Min /Sexuality 6. The Channel of Hathor /Feninity 7. The Channel of Ma’at /Purity 8. The Channel of Isis /Smartness 9. The Channel of Thoth /Wisdom 10. The Channel of Tefnut /Healing This is a deep cleansing and transformation of energy. It removes stagnation, magical impacts, internal and external blocks that prevent you from walking your Path. You receive 10 Initiations at once into the Ancient Egyptian Channels a personalized audio practice to continue developing and activating these Channels independently. Additionally, you receive a personal diagnostic session, analysis, and activation of your main goal. In honor of the Egyptian Marathon, if you register before November 17, the price is reduced by half. Receive the energy of freedom from current limitations and a new impulse for growth and transformation in your life. And one more thing — the Level 1 Egyptian Initiation will help you anchor yourself in the Egyptian Tradition and, if desired, begin working independently with your own goals and the goals of others within these magnificent energies of Inner Power and Purity. Andy Li Grand Master of the Egyptian Pantheon Instructor and Teacher of the Reiki Yggdrasil System Center Asgard

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! 🙌

\*\***The Toronto History Walks Yearly Pass is available. Get it now for $125.00 for 1 year of unlimited tours, email** [torontohistorywalks@gmail.com](http://torontohistorywalks@gmail.com%2A%2A/) **for more information or for signing up!\*\*** \*\* **Please note: Please e-transfer the ticket price when booking your space for this tour! You can e-transfer to the following email at:** [torontohistorywalks@gmail.com](http://torontohistorywalks@gmail.com%2A%2A/) The area was first settled in 1794 by the Ashbridge family, whose name is remembered by the nearby bay and park. Their homestead on Queen Street East was well to the west of the area currently identified as the Beaches. A later generation of the Ashbridge family rebuilt the family home in 1854 and can be seen on Queen Street East opposite the TTC barns near Kingston Road. The Beaches remained a sparely settled community until the end of the 19th century when extension of the Grand Truck Railway, the draining of the northern parts of Ashbridges Bay, and the construction of street car tracks on Queen Street and Kingston Road, opened the area to settlement. From Sunnyside Amusement Park built in 1922 to Scarboro Beach built in 1906, it seemed that Toronto cornered the market on summertime chills and thrills. We had 5 major amusement parks along our waterfront, and two smaller parks, Victoria Park and Munro Park, virtually unknown to Torontonians today, but extremely popular summertime places, years ago as pleasure parks. This walking tour is for all walking levels and fitness skills. Please dress for the season and bring water. And remember to bring your love of history. It begins outside the Beaches Branch of the Toronto Public Library at Queen Street East, and Lee Avenue adjacent to Kew Gardens. The tour ends at the Neville Park Queen Street Streetcar Loop. This tour has a ticket price of $15.00 per person. \*\* **Please note: Please e-transfer the ticket price when booking your space for this tour! You can e-transfer to the following email at:** [torontohistorywalks@gmail.com](http://torontohistorywalks@gmail.com%2A%2A/)

🌲🥾 **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. 🍦🌲✨

Join our WhatsApp group [https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ](https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ) Welcome to beach volleyball All Level Learn and Play Event in Spanish Banks. If you never play before but want to, no worry, you can learn basic skills over here. All the equipment is prepared. This event is for come to meet new friends, improve your volleyball skill and build your team. **Only 20 spots** **If you can HOST our volleyball event, peope learn basic Skills from you. Reserve as HOST, get paid** * People will **learn basic skills and rules from** **Our Host Leon** in the first hour. * In the next hour, we will be divided into the different teams to play on the court. * People who purchase the summer pass will be put into the same team, play with your same team players and build your team. **Drop In $10** **Flash Sale 2026 All summer Pass $69** and May 17 2026 - Sep 6 2026 Sunday (No Events in Holiday or Raining) [https://www.extremelyshy.com/toronto&RAP1VF](https://www.extremelyshy.com/toronto&RAP1VF) **Book online only**, you will receive details and contact information in your confirmation email. Show your QR code to our host Natalie to verify. Legal Stuff - Liabilities, Obligations, and Responsibilities We are a group composed of volunteers. We are NOT a professional organization or pro trail guides and/or pro event organizers. However, as a group of friends and acquaintances, we will look out for each other. The organizer and any/all assistant organizers and other attendees are in no way responsible and liable for your personal safety and health state, before, during, and at any time after this event. By RSVPing "Yes", for this event, You acknowledge that you fully understand and accept the aforementioned conditions and following event attendance conditions and, you are solely responsible for your health, safety, and well-being before, during, and at any time after the event as stated previously. All attendees shall forever hold harmless the organizers and other attendees and unconditionally waive any liabilities resulting from attending and/or participating in this event

🌶️✨ AZÚCAR Latin Social Night ✨🌶️ Join us on May 30 \| 3473 Lake Shore Blvd West Message here for Eventbrite Ticket Link Tickets: $10 Come enjoy The Latin Experience ✨ We’re excited to introduce our new menu tastings—featuring our Colombian Empanadas, made with love by our very own Colombian Chef Manuela 🇨🇴❤️ Get ready for a night filled with: 💃🏽 Dance 🎧 DJ All Night 🎶 Latin music & vibes 🍴 Delicious Latin-infused bites 🔥 A beautiful community experience 🍷 Licensed Bar 💵 $10 Cover (Includes 1 Drink Ticket) Your Night of Latin Fun starts at: 🕗 8:00 PM – Doors Open 🕣 Salsa Lesson with Antonio at 8:30 PM ⏰ Social Dancing until 2:00 AM 🎟️ Get your tickets now — experience the culture with us 🤍 📍 3473 Lake Shore Blvd West, Etobicoke Let’s celebrate Latin culture, movement, and that feeling that only music can give. Azúcar . . . because life should be sweet 💃🏽🕺🏽✨ Contact the venue for any questions: www.abanicodance.com

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)

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

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!

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

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

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

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

The topic for June is "Roadtrip" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

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!

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!

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\.