Computer Engineering

**​The Test Tribe 11th Toronto Meetup** ​ Agentic, generative, and evocative AI is no longer a passing trend-it’s reshaping how software is built, delivered, and trusted. As AI systems become more autonomous, opaque, and influential, the risks extend far beyond bugs and failures. They reach into ethics, bias, accountability, and societal trust. ​In this powerful and provocative keynote, Robert Sabourin challenges testers to rethink their role in an AI-driven world. Testing is no longer just a technical activity-it is an act of social responsibility. As guardians of risk, uncertainty, and quality, testers are uniquely positioned to protect not just products, but people and institutions. ​This is not a talk about fear-it’s a wake-up call, and an invitation to rise. ## ​Event Details ​📅 Date: 4th February 2026 (Wednesday) 🕕 Time: 6:00 PM – 9:00 PM EST 🏢 Location: 125 E Liberty St, Toronto 🗺️ Google Maps:[ https://maps.app.goo.gl/mwJf4zRSkXQa2v9w5](https://maps.app.goo.gl/mwJf4zRSkXQa2v9w5) ## ​Session: Test Transcendence and the AI Apocalypse ​Speaker: Robert Sabourin ## ​About the Session ​AI is redefining what we mean by *products*, *services*, and even *decision-making itself*. Its promise of speed and intelligence is intoxicating-but beneath it lies a rapidly growing landscape of risk. ​In this keynote, Robert Sabourin explores how software testing becomes a critical line of defense in an era where autonomy, bias, and opacity threaten trust itself. Drawing from decades of real-world experience, Rob brings these ideas to life through compelling stories, case studies, and pragmatic strategies for testing agentic and generative AI systems. ​This is a high-energy, reality-grounded session that goes beyond tools and techniques. It’s about purpose. ​As AI systems grow more powerful, testers must transcend traditional roles. The future demands professionals who can model risk, navigate uncertainty, and communicate value to leaders, regulators, and society at large. ​The apocalypse is not a prophecy-it’s a call to action. ## ​Key Takeaways * ​Understand how AI is redefining risk, quality, and assurance in modern socio-technical systems * ​Recognize the ethical and social responsibility of testing in an AI-driven world * ​Learn concrete strategies for testing agentic and generative AI responsibly * ​Discover how testers can evolve from defect finders to trusted advisors and change agents * ​Leave inspired by decades of practical wisdom-and the belief that testing can truly make a positive impact ## ​About the Speaker ​Robert Sabourin has over four decades of experience in software engineering and testing. A globally respected educator, consultant, and keynote speaker, Rob is known for his energetic, story-driven, and deeply thought-provoking presentations. ​He bridges technical excellence with human insight, helping teams around the world elevate quality, accountability, and trust in the software systems that increasingly shape our lives. His work consistently challenges professionals to think bigger-not just about systems, but about their responsibility to society. ## ​Why You Should Attend * ​Gain a rare, big-picture perspective on AI, risk, and trust * ​Learn how testing intersects with ethics, governance, and societal impact * ​Be inspired to elevate your role in an AI-first world * ​Hear from one of the most respected voices in global testing * ​Connect with Toronto’s QA and tech community at the 11th Toronto Meetup ## ​About The Test Tribe ​The Test Tribe is the world’s largest software testing community, empowering testers globally since 2018. With 700+ events and 150K+ members across 130+ countries, we bring testers together to learn, grow, and connect through meetups, conferences, cohorts, masterclasses, and more. ​By RSVPing, you agree to our Terms and Conditions and Privacy Policy and consent to be contacted by The Test Tribe and our event partners.

Lose 10lbs in 5 WEEKS and Win Prizes ! Topics will include Metabolism, Carbohydrate addiction, digestive health, label reading, dining out, heart health and many more. $ 50 to Join the Challenge includes: - Weekly Weigh In, Accountability and Motivation - 40 Min nutrition class - Voucher for 'Healthy Meal' - Personalized Meal Plan - Lose 1 - 3lbs a week. To register for your spot: www.ShapingUpCanada.com

(Full title – Breaking the 'Invisible Chains of Slavery': Recognition's Motivational Problem and Frederick Douglass's Abolitionist Politics of Shame) This talk reads Frederick Douglass as a theorist of recognition and examines one of the counterintuitive ways that he navigates what I call the “motivational problem.” Struggles for recognition encounter the motivational problem when there is no clear desire or need on the part of powerful individuals or dominant groups to confer affirmative recognition to those struggling for recognition. While most studies of the political and moral salience of recognition focus exclusively on the misrecognition of the oppressed, Douglass confronts the motivational problem by orienting the attention of his readers and audiences to a form of misrecognition experienced by white slaveholders: a recognition of a humanity that is falsely assumed to remain intact and undistorted as a result of slaveholding. Douglass rhetorically leverages this discrepancy for an abolitionist politics of shame. By demonstrating how slaveholders alienate their humanity, Douglass seeks to not only shame slaveholders but erode their external sources of recognition and persuade his white northern audiences to dis-identify with the slaveholders and thereby implicitly recognize their own misrecognition of the master’s humanity. Douglass sought to make slaveholding appear to white Americans (among others) as unappealing as it is in reality and thereby persuade his white audiences to adopt abolitionist principles. William Gregson https://www.politics.utoronto.ca/people/directories/graduate-students/william-gregson PhD Candidate Department of Political Science University of Toronto **About the Speaker:** I specialize in political theory, especially critical theory and the history of political thought. My dissertation focuses on the relationship between freedom and recognition and explores how intersubjective recognition is vital for achieving freedom even as it has the potential to inculcate new forms of dependence. Through an engagement with Frederick Douglass, Frantz Fanon, and Judith Butler, the dissertation seeks to paint a more complex historical and theoretical picture of how the concept of recognition evolved to become an important modern category. My work on Fanon and recognition can be read in *Political Theory.* Beyond my engagements with debates on recognition, my interests in political theory extend to questions concerning the role of love in a life of human flourishing. I am currently working on a series of co-authored papers with Joshua D. Goldstein that wrestle with the political and philosophical perplexities posed by modern family life and its institutional boundaries, particularly through a critical engagement with G.W.F. Hegel’s political thought. The first of these articles can be found in *The Review of Metaphysics.* **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** 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. Free pizza and refreshments will be provided at the event. The talk will also be streamed online with live chat [here](https://youtube.com/live/s82P2HZCFU0). 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

Join us every Tuesday night at a coffee shop to practice conversation, while enjoying a cup of coffee or tea together. Our topics change each week, but the English practice does not! We are always open for Q & A (question and answer) about Canadian culture, life in the greater Toronto area, or anything else you can think of!

Practice and improve your English through conversation at St. Andrew's Church (73 Simcoe St, downtown Toronto), while making new friends! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- How to Get Here: By TTC, exit at St. Andrew Station. Walk west on King St. West. Do not enter through the church building; the large church front doors will be closed. At the corner of Simcoe St. and King St. West, walk south on Simcoe St. Enter through St. Andrew Centre behind the church building.

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $15 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

**Visitors are always welcome!** Drop by and experience a Toastmasters club first hand. Brainwave Speakers is an open club Toastmasters Club. Everyone is welcome. If you are committed to growing as a speaker and leader, and want to do it in a supportive social atmosphere, we'd love to meet you! **Meetings are every Wednesday 6:45 p.m. - 8:00 p.m.** Please arrive by 6:30 p.m. for a social/networking session. Directions and information can be found at https://1001005.toastmastersclubs.org/ Contact us at vpm-1001005@toastmastersclubs.org

This is a ticketed event. Please register at [this link](https://luma.com/uvgbxv2c). Continual learning is a core ability behind humans’ ability to perform economically valuable tasks. As frontier AI companies train LLM agents to be increasingly autonomous, they are likely aggressively pursuing approaches to continual learning in LLMs. In this talk, [Rohan Subramani](https://rohansubramani.github.io/home/) and [Rauno Arike](https://www.linkedin.com/in/rauno-arike/) discuss the potential implications of this development on the capabilities and of LLM agents and its effect on AI safety and alignment.

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/Da9fZFxPfs **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.

New Rules: Starting now, we are asking that each person contribute $2 towards maintaining this page. Without our space here on MeetUp, there is no group. So we ask that you bring a tooney when you come to keep us operational. Thank you very much! Thank you to everyone who has ordered something to eat or drink. It's very important that we each make a purchase, even just a tea or coffee, to maintain our welcome. Mil veces, gracias!

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://tally.so/r/ZjaPO0), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the ‘official' start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! 💛 **WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * ​What will we talk about? What's the topic? ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://tally.so/r/ZjaPO0). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://tally.so/r/ZjaPO0) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in over 25 countries and 50+ chapters, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://tally.so/r/ZjaPO0) 👈 Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

Come out to our monthly meetups if you are: •New to lockpicking and want to learn. •Experienced with locks and lockpicking and excited to teach and exchange knowledge. We have lots of loaner locks and picks for people to try without needing any supplies of their own. Join the Toool Toronto discord https://discord.gg/fuamRhuAdD We are now going back to primarily an in-person meeting. If you would like to join online, its best to bring this up in the #meeting-night-discussion channel beforehand and then find us in our Meeting Room voice channel on Wednesday night. This event is hosted at a volunteer run makerspace: Site 3 coLaboratory 718R Ossington Ave Toronto, ON M6G 3T7

～English description below～ イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。 皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。 予約受付開始：土曜日5:00PM(前イベント終了後) 予約取消締切：土曜日12:30PM(当日) 予約受付締切：土曜日1:30PM(当日) スケジュール 5.15 PM - 5:30PM - チェックイン、グループ分け 5:30 PM - 6:15PM - 日本語の時間［または英語の時間］ 6:15PM - 7:00 PM - 英語の時間［または日本語の時間］ イベント内容 ・対面でのLanguage Exchangeを再開しています！参加者のレベルに応じて、事前にオーガナイザーが3〜4名のグループをつくり、そのメンバーで各45分間、それぞれ英語と日本語でセッションを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽にフリートークや質問をしながらそれぞれのセッションを楽しんでいただければと思います。 ・体調が優れない方、あるいはここ数日中に体調が優れない人との接触があった方は、申し訳ありませんが参加をお控え願います。 開催場所：Atrium フードコート 地下鉄Dundas駅と直結していますが、多少分かりにくいため、特に初めて参加される方は次の方法で来れることをおすすめします。 Dundas駅から地上に出ていただき、Dunsas Streetを西にまっすぐ3分ほど歩いていただきます。 Bay Streetとの交差点北東角にある階段を降りてください。 階段を降りた場所にある入り口から入ったところがフードコートですので、そちらでTJEXのサインボードを持ったオーガナイザーにお声がけください。(わからなければメッセージをお願いします！) 予約規約（⚠️重要） ・当日の不参加、もしくは15分以上の遅刻(5:45PM以降)、また予約取消締切後の変更(13:00以降)は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。 ・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。 キャンセル待ち ・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト（going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、”参加予定”へ移動いただけます。 ※ご注意※ ・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。 ・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。 ・上記の理由により、確実に参加できる場合のみ”キャンセル待ち”への登録をお願いします。予定が入ってしまった場合は、”キャンセル待ち”にいる場合も必ずイベント当日の午後1時までに予め”不参加”リストに移動させてください。 質問 こちら (https://www.meetup.com/tjex-ca/pages/1274142/FAQ/)をご参照ください。または、オーガナイザーまでお問い合わせください。 Instagramアカウント @tjex.ca 最新情報やミートアップの様子を掲載しています。 ぜひこちらもフォローお願いします！ _______________________________________ ***Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events*** RSVP: RSVP open: 5:00 PM (Saturday after previous event) RSVP cancel deadline: Saturday, 2:00 PM (day of the event) RSVP close: Saturday, 3:00 PM (day of the event) Day of Event: 5:15 PM - 5:30 PM - Check-in and Group placement 5:30 PM - 6:15 PM - Japanese conversation 6:15 PM - 7:00 PM - English conversation Event Description: This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study. Optional Dinner : After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you. However, Dinner is only for Participants that joined on the day of the event. Event Location: Atrium Food Court The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street. At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator. The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.) ⚠️RSVP & Late Policy: If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show. Members are removed from the group after 3 No-Shows. Waiting List: Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list. Going List: Only Members on the going-list can participate on the day of the event. Group Instagram - @tjex.ca Feel free to follow us!

**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 **Abstract** TBD **YouTube Link** TBA

**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 **Abstract** TBD **YouTube Link** TBA

OWASP is ending use of Meetup, so I built an eventbrite for the event. https://www.eventbrite.com/e/ai-development-risk-case-studies-and-how-agentic-ai-is-the-future-of-appsec-tickets-1981450622150?aff=oddtdtcreator AI is transforming how software is designed, developed, and deployed, dramatically accelerating velocity while introducing new categories of risk. As organizations adopt AI-assisted coding, autonomous agents, and increasingly complex model interactions, traditional application security approaches struggle to keep pace. This talk examines emerging AI-driven risks through real case studies from the field, highlighting issues such as insecure code generation, data-leakage pathways, model manipulation, and evolving supply-chain threats. We will explore how engineering teams must adapt their people, processes, and governance models to secure AI-augmented development workflows effectively. The session will then introduce agentic AI as the next evolution in application security—autonomous systems capable of continuous analysis, multi-step reasoning, and real-time remediation. Attendees will learn how combining agentic AI with modern practices can reduce developer friction, improve coverage, and create a future-ready application security strategy designed for the demands of AI-native software development

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

Join members of the local UX and Digital Design community for a casual monthly breakfast. There _might_ be a little snow, but there _will_ be effectively infinite serve-yourself coffee, so it evens out if you ask me. Just a reminder, while the other locations are great too, we’re at the Lane Ave one this time.

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Bring a lightning talk with you and let's learn some quick things. What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/