Computing

Is quantum computing a real threat to Bitcoin? Join us for a technical presentation that cuts through the hype. Learn the science, the timelines, and the solutions—straight from experts. Details: 🗓️ When: Monday\, May 11\, 2026 \| 6:00 PM‑8:00 PM ET 📍 Where: 600 Bay St., Toronto, Ontario (venue details sent upon RSVP) 🎟️ Cost: Free for Bitcoin Bay Community \| Guests welcome **🔍 What to Expect:** * **6:00‑6:25 PM:** Doors open + networking + light refreshments * **6:30‑7:15 PM:** Presentation with Nithin Raj: *Blockchain R&D Engineer @ SkryBit Inc.* * What is Quantum Computing? * Why Classical Encryption & Hashing Were So Secure * How Bitcoin Security Works * Bitcoin Wallet Types * The Quantum Threat to Bitcoin * Who's Most at Risk? * Quantum Computing Threats to the Real World * How Could Bitcoin & the World Respond? * Best Practices for Bitcoin Security (Today & Future‑Proofing) * Broader Implications & The Bigger Picture * **7:15‑8:00 PM:** Open Q&A + guided networking **✅ What to Bring:** * Your curiosity (and a notebook if you like) * A friend who's curious about crypto's future **🏢 Venue Notes:** * [Please RSVP so we can manage capacity](https://luma.com/g53ux3yo) * https://luma.com/g53ux3yo **About Bitcoin Bay:** Welcome to Canada's longest‑running Crypto Community. Our mission is to grow the Crypto Ecosystem globally – beginning from our home base in Canada. Bitcoin Bay is a starting point for your crypto journey. **👉 Ready to future‑proof your crypto knowledge?** **[RSVP now](https://luma.com/g53ux3yo)** to save your spot—and share this event with a dev, investor, or curious friend. See you on May 11!

⚠️日本語の案内は下にあります⚠️ 🎟Fee: $5 🌱Payment: Cash or E-transfer If you choose E-transfer, we recommend sending it before arrival to: ✉️canasianstation@gmail.com 🗣Event Style ・This event is 18 + only ・Group-based language exchange ・Small groups of 3–4 people ・Use both Japanese and English to communicate 🕒Schedule 6:15 – 6:30 Check-in 6:30 – 7:10 Round 1 7:10 – 7:15 Seat change 7:15 – 7:55 Round 2 7:55 Wrap-up 💫Friendly Guidelines • Participants with 2 no-shows may be removed from future events • This is not a dating or matchmaking event. You cannot request specific people to talk to. If you have an NG (someone you prefer not to be matched with), please let us know in advance • Photos may be taken for Instagram and event pages. If you do not wish to appear in photos, please inform the organizer beforehand • Harassment, discrimination, sexual harassment, solicitation, or inappropriate behavior is strictly prohibited. If you notice any issues, please inform the organizer 🤝About This Event (Important) This is a group-based Language Exchange event. • One-on-one conversations with Japanese participants • Conversations with participants of a specific nationality ➡️are not guaranteed. ・Anyone who is interested in using Japanese and/or English is welcome to join, regardless of nationality. Thank you for your understanding🦄🌱 🎟️参加費：5ドル 🌱支払い方法：現金 or E-transfer ※E-transferをご利用の方は、到着前に ✉️Canasianstation@gmail.com へ送金していただくことを推奨しています 🗣️イベント形式 3〜4人のグループで、日本語と英語を使った国際交流🌏 本イベントは18歳以上限定です。 🕖タイムスケジュール 6:15 – 6:30 Check-in 6:30 – 7:10 第1ラウンド 7:10 – 7:15 席替え 7:15 – 7:55 第2ラウンド 7:55　解散 💫参加にあたって ・2回以上のNo-show（キャンセル無しの無断欠席）があった場合、以降の参加をお断りします ・本イベントはデート・マッチング目的の場ではありませんので、特定の「話したい人」の指定はできません。 ※NGの方がいる場合は、事前にお知らせください ・Instagram・イベントページ用に写真撮影を行う場合があります。写りたくない方は事前にお知らせください ・セクハラ、差別的発言、嫌がらせ、勧誘行為は固く禁止しています。もし見かけた場合は、主催者までご連絡ください 🫶イベントについて 本イベントは Language Exchange（言語交流）を目的としたグループ形式のイベントです。 ・カナダ人との一対一での会話 ・特定の国籍の参加者との会話 →これらを保証するものではありません。 ・日本語・英語を使って交流したい方であれば、国籍に関わらずご参加いただけます🦄🌱

Ticket Link: **[https://www.eventbrite.ca/e/1974279855193](https://www.eventbrite.ca/e/1974279855193)** Welcome to **Feedback \| An Open Mic Comedy Show** at the **Backroom Comedy Club**! Get ready for a night filled with laughter, jokes, and good vibes. Whether you're a seasoned comedian or just looking for a fun night out, this event is perfect for anyone looking to enjoy some live comedy. Come join us on **Sundays** at **10:00 PM** for a hilarious evening that you won't forget. Talented and non-talented lineups of comedians will be taking the stage to entertain you and keep you laughing all night long, and if they fail, owners Ariel Kagan & Brandon Sobel will offer feedback on sets at the request So grab your friends, grab a drink, and get ready to have a great time at the **Backroom Comedy Club**. Don't miss out on this opportunity to experience some of the best or worst comedy in town!

| May 11, 2026 | | ------------- | | Send me an email to let me know you are joining us at: | pcalleri@thegaap\.net \| **The CPA Toronto Accounting Group Presents a Casual Get Together** for a few of us to get together, network, learn, have a few laughs, share ideas, make new friends. become more successful etc. I will put a very casual agenda together, but the goal is having a good time. I tried to find a venue that is easy to get to. It is near the 401 and DVP. We will meet at: Swiss Chalet **[Address](https://www.google.ca/search?sca_esv=197713b87bf2beb1&sca_upv=1&sxsrf=ADLYWIKmSo8ztb94J6BUHqec-EeQUWwHRw:1725296229930&q=the+queens+head+pub+scarborough+address&ludocid=4250126838100046784&sa=X&ved=2ahUKEwiS46qn3aSIAxUS5ckDHbw5GJQQ6BN6BAgrEAI):** 2555 Victoria Park Ave, Scarborough Our reservation is made under Paul. I look forward to seeing you. PS Seats are limited, let me know you are attending; quickly. Send me an email to let me know you are joining us. pcalleri@thegaap.net Sincerely yours, Paul Calleri, Founder of TheGAAP.net, TheGAAP.netCareers, and the CPA Toronto Accounting Group

Use parallel working/body doubling to help focus on your project, art, trade critiques or zines, study reference books or just get inspired! Any focus or skill level welcome, we have had people coding, sewing and studying as well as drawing, Meet on the ground floor of the Toronto Reference Library! The organizer will be wearing a bright orange t-shirt.

**Welcome to Miss Bachata & Miss Salsa!** **Spring is in the air, and with it comes the promise of new beginnings, fresh energy, and the joy of connection!** As the season of renewal unfolds, we invite you to step into the rhythm of community, dance, and celebration at Miss Bachata & Miss Salsa. My objective has always been to create a different kind of social gathering—one that is open, non-judgmental, and safe. A place where you can meet people just like you, where socializing and dancing come together to help build community and tear down the walls that separate us. Here, we make new friends, feel a sense of belonging, and enjoy the calmness that comes from knowing we are in a safe and welcoming space. Many times, I have been asked, “Why host an event on Monday night?” Many people escape on the weekend and dread Mondays when they return to work. I believe that if you dance and socialize on a Monday, you infuse your week with joy and positive energy, giving your life balance and helping you face your challenges with enthusiasm and confidence. We’re also thrilled to announce that our trial of advanced Bachata lessons, which began last September, has been a resounding success! Building on this momentum, we’re excited to offer an enhanced schedule for 2026. Our dance evenings will now feature three hours of classes: one hour of beginner to intermediate Bachata, one hour of advanced Bachata, and one hour of beginner to intermediate Salsa. As always, the entrance fee remains $15 for a night of 2 lessons and social dancing. For those interested in the advanced Bachata lessons, there will be an additional $5 fee. Here’s our updated schedule: **Miss Bachata – Main Ballroom** 🕖 7:00 pm – 8:00 pm: Beginner to Intermediate Bachata Lesson (No partner required) 🕗 8:00 pm – 12:00 am: Social Dancing **Miss Salsa – Round Room** 🕖 7:00 pm – 8:00 pm: Advanced Bachata Lesson (+$5) **NEW** 🕗 8:00 pm – 9:00 pm: Beginner to Intermediate Salsa Lesson 🕘 9:00 pm – 12:00 am: Social Dancing ✨ **Additional Details:** ✔️ Free Parking ✔️ Full Bar (Free Water, Beer: $5.75) Over the past decade, organizing Latin dancing events in Mississauga has been a labor of love. Our mission has always been to foster a sense of community, proving that the connections we share are far stronger than the differences that divide us. Loneliness is a growing concern, with over half of U.S. adults and many Canadians experiencing its effects. The COVID-19 pandemic has only heightened this issue. Harvard University's long-term study on happiness, which began in 1938, highlights the detrimental impact of loneliness on health. People with strong social connections experience slower mental and physical decline and greater overall happiness compared to those who are isolated. Here are some key findings from the study: 🌿 Close ties help delay mental and physical decline more than money, fame, social class, IQ, or genetics. 🌿 Relationship satisfaction is a better predictor of aging well than cholesterol levels in middle age. 🌿 A strong sense of community improves memory function. 🌿 Loneliness can be as harmful to health as smoking or alcoholism. And there’s hope! Strengthening our relationships and supporting community initiatives can combat loneliness and build healthier, happier lives. Miss Bachata & Miss Salsa provides a wonderful opportunity to make new friends, expand your social circle, and enjoy a safe, welcoming, authentic environment. Bring your open heart and a smile, and we’ll take care of the rest. 🌸 **Cheers to a season of renewal, joy, and community!** 🌸 **Anna G.** https://www.facebook.com/groups/1871491806494168/ https://www.facebook.com/EventsByAnnaG

Join us for ESL Cafe on Mondays nights at St Paul's Bloor Street. We have groups for all levels of English: Basic English, Beginner, Intermediate and Advanced. At ESL Cafe, you can practice English conversation, drink coffee (or tea) and have lots of fun meeting other interesting people!!

Join us on Wednesday, May 13, 2026, from 6-8 PM EDT, for a unique and challenging event featuring the CMD+CTRL Cyber Range. OWASP Toronto is happy to host a Cyber Range event with CMD+CTRL! CMD+CTRL Cyber Ranges are intentionally vulnerable applications and websites that tempt players to steal money, view their boss’s salary, acquire expensive items for free, and conduct other nefarious acts. **Bring your laptop to participate in-person, or join virtually!** * In-person: In person: Security Compass, 325 Front Street West, Unit 103, Toronto, ON * Online: See registration below **You MUST register on the following site to participate:** https://web.cmdnctrlsecurity.com/owasp-toronto-register

**SPDY MEETUP 005** Welcome back! Following up on last week’s announcement, we are thrilled to schedule **SPDY MEETUP 005**. As always, we’ll be joined by incredible engineers who are ready to share their latest research and insights. Here's an updated list of presenters and topics: **🔸 Annie Sullivan**, Senior Staff Software Engineer at **Google** *"The latest data on soft navigations in Core Web Vitals"* 🔸 **Michal Mocny**, Sr Software Developer, **Google Chrome**, Speed Metrics *"InteractionContentfulPaint: a new Performance API for measuring UX."* 🔸 **Bas Schouten**, Performance Tech Lead at **Mozilla** *TBA* We have an incredible evening lined up featuring expert-led sessions sharing the latest in web performance research. As always, there will be dedicated time for Q&A following the sessions. **Interested in speaking?** Slots are available for lightning talks. If you’d like to share your work, please reach out via DM or email at **henrihelvetica@gmail.com**. Beyond the presentations, come enjoy some great networking with our vibrant community. We recommend **RSVPing as soon as possible** to secure your spot, as we are expecting international teams from both Google and Mozilla to also attend. With that, we look fwd to seeing everyone May 13th. -Henri

We’re thrilled to invite you to an exciting meetup! We'll have one talk presented by an Elastic employee and one presented by a community member. Bring your questions and come support the community! **Agenda** **5:00 PM** – Doors Open Come in, say hello, grab some food, and settle in for an engaging evening. **5:45 PM** – **"Lessons from evaluating production AI Agents for over a year", presented by** Susan Chang, Principal Data Scientist at Elastic **6:15 PM** – Q&A **6:30 PM** – "**Elasticsearch Journey – Working in Different Industries", presented by** Yasir Zaid, Elastic Certified Engineer **7:00 PM** – Q&A **7:15 PM** – Networking & Event Wrap-Up Stick around to chat, connect, and share insights with fellow attendees. **When:** Thursday, May 14th 5:00 - 7:00 pm **Where:** [Centre for Social Innovation - Spadina](https://www.google.com/maps/search/?api=1&query=43.650017%2C%20-79.397156) 192 Spadina Ave. · Toronto, ON 3rd floor, The Viola Desmond Room **Abstracts** **"Lessons from evaluating production AI Agents for over a year"** This talk covers methods of evaluating AI Agents, with an example of how the speakers built evaluation frameworks for a user-facing AI Agent system which has been in production for over a year. We share tools and frameworks used (as well as tradeoffs and alternatives), and discuss methods such as LLM-as-Judge, rules-based evaluations, ML metrics used, as well as selection tradeoffs. **Bio:** Susan Shu Chang is a Principal Data Scientist at Elastic, where she leads work on production-grade machine learning, including generative AI and agentic workflows. She is also an internationally recognized speaker, O’Reilly author, and keynote presenter at major global technical conferences. **My Elasticsearch Journey – Working in Different Industries** This talk explores Yasir Zaidi’s hands-on experience using Elastic products to deliver strategic solutions across banking, insurance, and telecommunications. Through real-world examples, the session will cover how Elasticsearch and the broader Elastic Stack have been used for search architecture, security, SIEM, and observability, along with some of the newer and more exciting projects now being built with Elastic. The talk will also highlight recent Elasticsearch features and innovations, and how they are opening up new possibilities for modern enterprise use cases. **Bio:** Yasir Zaidi is the Owner of ZD Inc. ([https://zd-inc.net/](https://zd-inc.net/)) and Elasticsearch Experts ([https://elasticsearch.expert/](https://elasticsearch.expert/)), and Co-Founder of 360metrics ([https://www.360metrics.io/](https://www.360metrics.io/)) and Certified Elasticsearch Partner Solution Architect. He has delivered hundreds of Elasticsearch projects for organizations around the world, with experience spanning Observability, SIEM, Enterprise search, Cloud deployments, and AI-powered search solutions, Serverless and much more. His work includes engagements with Ericsson, SAP, Intact Insurance, Videotron, RONA, Geotab and Desjardins Bank, just to name a few. Backed by three master’s degrees and Elastic certifications, Yasir brings deep technical expertise and proven global delivery experience. Linkedin: [https://www.linkedin.com/in/yasirzaidi/](https://www.linkedin.com/in/yasirzaidi/) Spots are limited, so don't miss out!

A simple way to meet new people and spend a relaxed Saturday morning outdoors. This is a new, small meetup series — first walks are now starting. We’ll meet just outside the main entrance of Rosedale Subway Station at street level (I’ll be standing near the exit and easy to spot), and walk through Rosedale onto the ravine trails toward Evergreen Brick Works, finishing with coffee and conversation. The format is simple — just a walk, fresh air, and easy conversation. Most people come on their own, so you’ll likely not be the only new face. It’s a smaller group by design, which makes it easier to talk and connect without it feeling overwhelming. Conversations can stay light or go a bit deeper depending on what feels natural — there’s no agenda or structure. **Timing** • Meet: 11:00–11:15am at Rosedale Station • Walk: \~40 minutes at an easy pace • Coffee: around midday at Brick Works You’re welcome to join for the full walk or meet us at the café. If you’re running late, feel free to join us along the route or meet at the café. If it’s raining heavily, we’ll skip the walk and meet directly at Evergreen Brick Works instead, inside the main café area near the entrance/ordering counter (Picnic Café – Evergreen Brick Works). In case it rains, I will update this invite on the morning of the event day. I’ll be there to welcome everyone and keep things relaxed and easy. Looking forward to meeting you.

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

Join us on Wednesday, May 13th, 2026, at 6:30 PM for a session presented by **Aidan Foster** on using Claude Design, Anthropic's new AI-assisted design tool, to vibe design web user interfaces. **Event Details:** * **Location:** CSI Spadina - 192 Spadina Ave., Toronto, ON M5T 2C2. Viola Desmond room on the 3rd floor * **Date and Time:** May 13, 2026, 6:30 PM - 8:30 PM * **Topic:** Experimenting with Claude Design. **Location Note:** This meeting will be held in the **Viola Desmond room on the 3rd floor**. Access will be via the door to the stairs, not the usual main entrance to the basement area. We will send the building access code on the morning of the meetup, via email and chat. **Session Topic:** Claude Design starts as code and grows into design software, the opposite direction of Figma. We'll look at: * Generating a design system from a Figma file * Iterating with the tweaks panel and edit mode * Prototyping UI from existing code and screenshots * Where Claude Design fits alongside Figma and Claude Code **Your Voice Matters:** Got ideas for future presentations or want to be a speaker? Reach out to Pierre or Aidan – we're always looking for speakers and new insights! **Drinks & Discussion:** Stay after the presentation for drinks and more Drupal talk at [Hotel Ocho](https://maps.app.goo.gl/4HF9ooz2Ki9B8o577) **Special Thanks to our Sponsor:** A big shoutout to[ Kalamuna](https://www.kalamuna.com) for providing the CSI space for our meetup. Looking forward to seeing old friends and new faces alike. Let's make this a great meetup for Toronto's Drupal community, going strong since 2006!

**This is a ticketed event. Please register at [this link](https://luma.com/n5d2q50u).** ​The Platonic Representation Hypothesis (Huh et al., 2024) proposes that neural networks are converging toward a shared statistical model of objective reality, offering a Platonic explanation for the growing representational similarity observed across models of different architectures, datasets, and modalities. In this talk, Robert Adragna argues that such convergence is computationally intractable in practice. Truly representing reality would require models to recognize the same real-world concept across all its possible appearances — a form of robustness that theoretical and empirical work suggests is infeasible to achieve at scale. He proposes an alternative account: representational convergence reflects shared structural assumptions embedded in training data, not the discovery of objective reality. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](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/](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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

**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** TBD **YouTube Link** TBD

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.