Content Management

Modern Microsoft Fabric projects often start with built‑in Git integration and deployment pipelines—but at enterprise scale, those capabilities alone are rarely sufficient. As environments grow in size and complexity teams need more advanced tools and patterns to manage Fabric artifacts reliably across development, test, and production. In this session, we will: \- Review common enterprise lifecycle challenges in Microsoft Fabric \- Introduce advanced DevOps tooling and automation patterns used to address them \- Walk through a realistic implementation pattern that shows how these tools fit together in practice This session is designed for data and platform engineers and architects responsible for operating Microsoft Fabric in production. If you’re already using Git integration and deployment pipelines and are looking to extend them with more scalable, repeatable, and enterprise‑ready CI/CD practices, this session will help you understand when and how to go beyond the defaults. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

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

Please contact event host, Christopher, for the event location at christopher.tyrrell@ymail.com

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

**This is a ticketed event. Please register at [this link](https://luma.com/wbpv7ouu).** In this talk, Talha Paracha will present insights from his latest research on using language models for improving software security ("Hallucinating Certificates", to appear at ICSE 2026). Certificate validation is a crucial step in Transport Layer Security (TLS), the de facto standard network security protocol. Prior research has shown that differentially testing TLS implementations with synthetic certificates can reveal critical security issues, such as accidentally accepting untrusted certificates. Paracha et al. introduce a new approach, MLCerts, to generate synthetic certificates that leverages generative language models to more extensively test software implementations. Recently, these models have become (in)famous for their applications in generating content, writing code, and conversing with users, as well as for "hallucinating" syntactically correct yet semantically nonsensical output. The authors leverage two novel insights in their work: (a) TLS certificates can be expressed in natural-like language, namely in the X.509 standard that aids human readability, and (b) differential testing can benefit from hallucinated malformed test cases. MLCerts finds significantly more distinct discrepancies between the five TLS implementations OpenSSL, LibreSSL, GnuTLS, MbedTLS, and MatrixSSL than the state-of-the-art benchmark Transcert. ​​​**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).

(English below) Venez profiter de la bonne nourriture et d'une bonne conversation en français au café **Black Pony** situé au **1481 Gerrard St East.** Nous serons à l'arrière du café autour d'une grande table, prêts à vous accueillir! On va pratiquer la langue de Molière tout en nous faisant de nouveaux amis(es). **Toutes les 30 minutes, nous changerons de place** pour favoriser les échanges. Tout le monde est bienvenu, quel que soit son niveau. Pour en savoir plus sur le café et son menu délicieux et varié : [https://www.blogto.com/restaurants/black-pony-toronto/](https://www.blogto.com/restaurants/black-pony-toronto/) Si vous ne souhaitez pas que votre photo soit publiée sur MeetUp, veuillez en informer Jesse. **Pourquoi ces frais de 3$?** C'est pour payer le coût de l'hébergement sur la plate-forme Meetup pour l’année courante et des années précédentes. Nous vous demandons de payer $3.00 à chaque événement. Jesse sera là pour recueillir vos contributions. Nous vous prions de bien vouloir apporter de la monnaie. Si vous préférez, vous pouvez utiliser ce lien pour payer sur Square **et montrer a Jesse votre recu:** [CLIQUER ICI](https://square.link/u/S6dAAKd1) Merci, **Jesse** .................................................................................................................. Come and enjoy good food and good conversation at the **Black Pony café** located at **1481 Gerrard St East.** We'll be in the back of the café around a big table, ready to welcome you! We'll be practicing the French language and making friends, **keeping in mind that every 45 minutes we'll be moving around to mix up the conversation.** Everyone is welcome, whatever your level. To find out more about the cafe and its delicious and varied menu: https://www.blogto.com/restaurants/black-pony-toronto/ If you don't want your photo published on MeetUp, please let Jesse know. Why the $3 fee? It helps cover the cost of hosting the group on the Meetup platform for the current year and previous years. We ask participants to contribute **$3.00 at each event**. Jesse will be there to collect contributions, so please bring change. If you prefer, you can use this Square link and **show Jesse your receipt:** [CLICK HERE](https://square.link/u/S6dAAKd1) Thank you, Jesse

\*\*Please note that this event requires your name and email address for QR code to get access to the building on the event day, you must register or else you will not receive a QR code for access\*\* [Link ](https://forms.office.com/r/7ZB00rZmBh?origin=lprLink)to Registration: https://forms.office.com/r/7ZB00rZmBh?origin=lprLink Agenda: Join us for the **GitHub Copilot Dev Days** event in Toronto! ​Whether you use VS Code, or any other tool in your stack, this session is GitHub‑centric but fully tool‑agnostic — come as you are, code how you like. **Sponsors:** -Microsoft -Lantern ​**What to Expect** * ​Practical insights into real GitHub workflows and modern AI‑assisted development * ​Live demos from local engineers and community builders * ​A friendly, social environment to connect, share ideas, and learn from one another **Speakers:** -Bruno Capuano \- Cihan Cinar \- Kaan Turgut -Ehsan Eskandari

**GoodChats.** **Newest Way to Make Friends in Toronto!** Ever walked into a coffee shop and wished you knew the people around you? That’s exactly what GoodChats is for. Our Coffee Chat events are designed to make meeting new people feel natural — no awkward intros, no swiping, no pressure. Just real conversations with people who already share your interests. **How it works:** **1) Sign up on iOS or Android** Download the GoodChats app to get started. Use the code **COFFEE** to sign-up for the invite-only app today! [https://linktr.ee/goodchatsapp](https://linktr.ee/goodchatsapp) **2) Start a chat about what you like** Talk about anything you’re into — hobbies, ideas, random thoughts. The app builds your profile based on what you actually care about. **3) Join a Coffee Chat** We match you with a small group of people who share similar interests and invite you to a local coffee shop meetup. That’s it — just show up, grab a drink, and talk. **What to expect:** * Small groups (so it’s actually easy to connect) * Weekly events at local coffee shops * A relaxed, low-pressure environment * People you’re genuinely likely to vibe with **Good to know:** * Events are **completely free** * All event details and invites are inside the GoodChats app * We’re currently in **beta**, with new Coffee Chats happening every week Use the code **COFFEE** to sign-up for the invite-only app today! [https://linktr.ee/goodchatsapp](https://linktr.ee/goodchatsapp) If you’ve ever wanted meeting new people to feel easier (and more real)… this is for you.

***Tickets must be purchased in advance!*** 🔗: [https://www.eventbrite.ca/e/toronto-hottest-engineering-energy-infrastructure-networking-event-tickets-1986096430889?aff=ebdsoporgprofile](https://www.eventbrite.ca/e/toronto-hottest-engineering-energy-infrastructure-networking-event-tickets-1986096430889?aff=ebdsoporgprofile) Get ready to connect and network with Toronto top engineering, energy, and infrastructure pros at our networking event! \#\# 🌆 Toronto **Energy\, Engineering & Infrastructure Networking Event \| Professionals Mixer** Connect with **Houston’s energy, engineering, and infrastructure professionals** at an exclusive in-person networking event designed to spark meaningful conversations, collaborations, and career-advancing connections. Whether you work in **energy, engineering, infrastructure, construction, transportation, project management, consulting, or industrial services**, this event brings together professionals across Houston’s most influential industries — all in one room. \#\#\# 🤝 **What to Expect** * High-quality networking with **industry professionals & decision-makers** * A relaxed, social atmosphere — no panels, no presentations * Opportunities to build partnerships, grow your network & exchange ideas * A diverse mix of professionals from technical, business & leadership roles This event is perfect for those looking to **expand their professional circle**, explore new opportunities, or simply connect with like-minded professionals in Houston’s thriving energy and infrastructure ecosystem. \#\#\# 👥 **Who Should Attend** * Engineers & Technical Professionals * Energy, Oil & Gas & Renewables Professionals * Infrastructure, Construction & Transportation Experts * Project Managers & Consultants * Business Owners, Founders & Executives * Sales, BD, Marketing & Operations Professionals *(You do NOT need to be an engineer to attend — all professionals in related industries are welcome.)* \#\#\# 🤝 Why Attend ✅ Build valuable partnerships across real estate, design & finance sectors ✅ Connect with potential investors, collaborators & high-value clients ✅ Showcase your business or services to other professionals ✅ Discover new opportunities in Chicago’s booming development market ✅ Enjoy a social, upscale networking environment designed for success \#\#\# 🔗 About Stellar Socials **Stellar Socials by Limitless** hosts professional networking events across North America — connecting thousands of professionals in industries like Real Estate, Tech, Law, Finance, Healthcare, and more. Our events are stylish, energetic, and designed to help you form real, lasting connections. ***Stellar Socials Experience:*** At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience. This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations. ***Join Our Community:*** * **Instagram**: [@stellarsocialsbylimitless](http://%5Bhttps://www.instagram.com/stellarsocialsbylimitless/%5D(https://www.instagram.com/stellarsocialsbylimitless/) "\[https://www.instagram.com/stellarsocialsbylimitless/\](https://www.instagram.com/stellarsocialsbylimitless/)") * **Facebook**: [Stellar Socials by Limitless](http://%5Bhttps://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/%5D(https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/) "\[https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/\](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/)") * **TikTok**: [@stellar.socials](http://%5Bhttps://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1%5D(https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1) "\[https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1\](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1)") **Notice of Photography**: *Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organizers.*

A contemporary dance class for anyone who wants to explore movement — no experience needed, just an open mind and comfortable clothes. Each session may include a mix of: * Movement fundamentals and body awareness * Improvisation and play * Short choreographic phrases * Simple partnering and group dynamics We work with ideas like weight, flow, momentum, and sensing — building a physical vocabulary that's accessible whether you've never danced before or come from another movement background. **Where:** 155 East Beaver Creek Rd, Richmond Hill **When:** Every Saturday 2:30-4:00pm **Cost:** $25 for 1st session \| $45 drop\-in \| $40 come with a friend or 4\-class pack \| $35 for 8\-class pack **About the Instructor** Nina holds an MA in Dance Performance from Trinity Laban, London (UK), and has taught in London, Toronto, Waterloo and Hong Kong. She brings a warm, exploratory approach to every class and believes dance is for everyone. **What to Bring** * Comfortable clothes you can move freely in (long pants recommended) * Socks — avoid very slippery ones * A bottle of water Looking forward to dancing together — feel free to reach out if you have any questions. For dance tips, class snippets, and book recommendations, follow along on Instagram **@nina.philflow**

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/yvAGbh4PpD **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.

A diffuse harm hurts many people a little; a concentrated harm hurts one person a lot. Other things equal, diffuse harm seems less bad than its concentrated counterpart. For example, shortening a billion happy lives by a second each seems less bad than shortening one happy life by a billion seconds (\~30 years). But this attractive thought is surprisingly difficult to maintain. Although many problems for such a view are known, a particularly vivid difficulty arises in cases that involve a sequence of social positions, each very similar to the last, such as the Fortuna’s Wheel scenario. In such cases, it follows, from rather minimal assumptions, that diffuse harm is just as bad as its relevantly similar concentrated counterpart. In response, some may wonder whether the parity of diffuse and concentrated harms holds only in these special sequential cases. But it can be argued that the approximate parity of diffuse and concentrated harms extends well beyond such cases. Specifically, it can be argued that in many realistic cases, a diffuse harm will bring about an outcome approximately as bad as a relevantly similar concentrated harm. Diffuse harm is easily underestimated. Zach Barnett https://philosophy.nd.edu/people/faculty/zach-barnett/ Assistant Professor Department of Philosophy University of Notre Dame **About the Speaker:** Zach received his PhD from Brown University in 2018. He joined Notre Dame in 2023, moving from the National University of Singapore, where he taught for five years. Zach mainly studies ethics, practical rationality, and epistemology, and he hopes that his work is convincing, surprising, and easy to understand. Current research interests include collective action problems, aggregation and risk, and followability of norms. His representative publications include "Rational Moral Ignorance" (2021) in *Philosophy and Phenomenological Research*, "Why You Should Vote to Change the Outcome" (2020) in *Philosophy & Public Affairs,* "Philosophy Without Belief" (2019) in *Mind*, and "No Free Lunch: The Significance of Tiny Contributions" (2018) in *Analysis*. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat here [to be posted]. About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

**GoodChats.** . **Newest Way to Make Friends in Toronto!** . Ever walked into a coffee shop and wished you knew the people around you? That’s exactly what GoodChats is for. . Our Coffee Chat events are designed to make meeting new people feel natural — no awkward intros, no swiping, no pressure. Just real conversations with people who already share your interests. **How it works:** . **1) Sign up on iOS or Android** Download the GoodChats app to get started. . Use the code **COFFEE** to sign-up for the invite-only app today! [https://linktr.ee/goodchatsapp](https://linktr.ee/goodchatsapp) . **2) Start a chat about what you like** Talk about anything you’re into — hobbies, ideas, random thoughts. The app builds your profile based on what you actually care about. . **3) Join a Coffee Chat** We match you with a small group of people who share similar interests and invite you to a local coffee shop meetup. That’s it — just show up, grab a drink, and talk. . **What to expect:** * Small groups (so it’s actually easy to connect) * Weekly events at local coffee shops * A relaxed, low-pressure environment * People you’re genuinely likely to vibe with . **Good to know:** * Events are **completely free** * All event details and invites are inside the GoodChats app * We’re currently in **beta**, with new Coffee Chats happening every week Use the code **COFFEE** to sign-up for the invite-only app today! [https://linktr.ee/goodchatsapp](https://linktr.ee/goodchatsapp) . If you’ve ever wanted meeting new people to feel easier (and more real)… this is for you.

⚠️ **IMPORTANT: You must sign up and buy a ticket here to attend:** [https://groupvibe.com/](https://groupvibe.com/) **Join the Toronto City Brunch Club and make new friends!** Each meetup brings together 4–6 people for casual conversations over brunch. We use the Groupvibe platform to facilitate the meetup and ensure everyone’s a good fit. 👉 **To attend, you’ll need to complete registration via this link:** [https://groupvibe.com/](https://groupvibe.com/) We’ll share the exact location of the upcoming meetup the night before only if you have bought a ticket or membership plan. **Why this works:** \* Smaller groups make real conversations easier. \* Discover new restaurants in your city, together. \* Curated lunch venues with good food and vibe. \* If you hit it off with your group, there’s plenty of time to hang out afterwards. **Note:** RSVPs on Meetup don’t reflect total attendance. Many attendees register directly via our website. The event on [Meetup.com](http://meetup.com/) is only a placeholder. This meetup is organized by Groupvibe, a small team passionate about helping people form meaningful friendships offline.

The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event. We will be hearing from Becca Powell, Director of Advocacy and Outreach at Unchained At Last, an organization whose mission is dedication to ending forced and child marriage in the United States through direct services and systems change. Unchained At Last's mission clearly meshes and addresses several of our Humanist Ten Commitments. Becca will educate us about an issue many of us may not be familiar with--but should be. Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk. Going forward our meetings will be hybrid. You can meet us in-person or attend online Join Zoom Meeting [https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1) Meeting ID: 878 3656 4953 Passcode: 760812 One tap mobile +19292056099,,87836564953#,,,,\*760812# US (New York) +13017158592,,87836564953#,,,,\*760812# US (Washington DC) The formal presentation will start at noon

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

We're working on some great speakers for the April meeting. Agenda TBA: 11 Welcome 11:15 Michael Franchino - Using MCP in BC: Turning AI from Novelty into Tooling Noon - Networking Lunch 12:30 Dan Gianguilio - From complex to configured: making advanced warehousing work for you 1:25 Mark Zerr - Ohh, Cool Button's 2:00 Closing Remarks You're invited to Indiana D365 April User Group Meeting Wed Apr 22, 2026 11:00 AM—1:30 PM (EST) [https://teams.microsoft.com/l/meetup-join/19%3ameeting_NDQ3M2ExZWMtNzg5YS00N2M3LTkyNTItZmY0M2Q2NWFmYzBl%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d](https://teams.microsoft.com/l/meetup-join/19%3ameeting_NDQ3M2ExZWMtNzg5YS00N2M3LTkyNTItZmY0M2Q2NWFmYzBl%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d) Tap on the link or paste it in a browser to join.

Let’s try this popular Italian restaurant in Reynoldsburg. This is the menu: https://scaliristorante.com/#4e468054-0235-43e2-81c2-44e061341e9e

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

We're bringing the community together for a casual happy hour with ServiceNow-themed trivia, food and drinks, and great conversation. Details coming soon - for now, save the date and plan to join us for connection and fun.