Continuous Deployment

**​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.

\*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 $45 depending on which type of class you want to continue with.\* These French, Spanish, and English, classes are primarily meant for adults who are travellers, or who are planning to live in a francophone, hispanophone, or anglophone country. *English in this class can only taught in French and Spanish unless you are an advanced learner* 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. **Program is also offered in private and online classes**. 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 French nor Spanish classes are as oral as these ones. We guarantee it! Group classes are hosted at **600 Bay Street** (Wishbone Animal Rights Lab) every Sunday, Monday, Tuesday, and Wednesday. Call (647)787-9953 upon arrival if no one is there to let you in, and someone will come down to let you in. Parking is available across from the Greyhound bus station on Elm Street and Bay Street.

PLEASE CONTACT Jason at 905-308-4100 FOR DETAILS.

\*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.

\*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.

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.

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.

## Rehearsal Details: Thursday evenings 6:30 p.m. to 9:00 p.m, Earl Bales Community Centre 4169 Bathurst St., just south of Sheppard, in Toronto. Email our membership chair, if you are interested in attending a rehearsal. **Lisa Taylor: 647-886-1766, [membershipchair@torontoaccolades.com](mailto:membershipchair@torontoaccolades.com)** Do you love to sing? Do you love performing for live audiences? The Toronto Accolades Chorus brings women-centric singers together to sing and perform a cappella harmony. Harmony connects people from all backgrounds, ages, and musical abilities to create a community where you can not only sing, but find a space to connect with other strong and dedicated people just like you. For decades, we've provided a venue for singers to express themselves, make quality music together, and form bonds beyond measure, and we invite you to join us for the ride. We welcome guests and work with them to find out their voice range and to determine what part (lead, tenor, baritone or bass) they would sing best. Guests are given a music folder and encouraged to participate in singing with the chorus in subsequent weeks. Although we continually strive for musical excellence, prior musical training is not necessary to belong to our chorus. We provide everyone with sheet music, audio learning tracks, education and guidance. At the end of 6 weeks, we ask each prospective member to audition, to ensure that they can hold their part in a four-part harmony song.

[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/

～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!

Each week there is some recommended readings to be done before we meet. **Please see the attached schedule for this week's readings.** The Bible Timeline® study program takes you on a guided journey through salvation history. Presenter Jeff Cavins will show you how fourteen of the Bible’s narrative books tell the biblical story from beginning to end and will give you the keys to understanding the amazing story woven throughout Scripture. The Bible Timeline will teach you how to read and understand the entire Bible and introduce you to the wonderful narrative of Scripture in a way that will transform your life. The online material can be bought online through the link below (optional). However, each session we can share copies for you to have discussion questions in class and reading guideline for the next session. https://ascensionpress.com/products/the-bible-timeline-the-story-of-salvation-online-video-access

### 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/)

This is an in-person meeting. At this meeting you will get answers to depression and anxiety. Find out the source of them and how to get rid of them. Did you know that unwanted emotions like anxiety, depression, unhappiness, loneliness, hopelessness, anger, fear, or feelings of irritation don’t just fall on you for no reason. They are not random occurrences that simply happen to people's minds. They are definitely not due to a chemical imbalance in your brain from some nebulous chemical reaction "by chance". Your negative emotions are the symptoms of the painful experiences that you have which are not healed, and which are still affecting you. The effects of these painful experiences are exacerbated by the pressures or difficulties of the other problems in your life. Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Hubbard Dianetics Foundation of Central Ohio and Church of Scientology of Central Ohio.

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

**Caller: Dan Kappus** **Band: Trillium** **Big Scioty Contra Dance** **temporarily returning to our long ago location for Jan-March - First Congregational Church, 444 E. Broad St., Columbus 43215** WHAT IS CONTRA DANCING? Picture the Grand Ball scenes like you’ve seen in period films such as “Pride and Prejudice”, where the dancers are lined up in long lines, across from each other. That’s English Country Dancing, the predecessor of contra dancing. Now, add moves like “swing your partner” and “do-si-do,” like you’ve seen in square dancing. Set it to fabulous, high energy, live music with fiddles, guitars, percussion and more, alá “Riverdance.” Finally, set the whole scene down in the middle of Woodstock, with a hip, groovy atmosphere, a bit of tie-dye, and hints of counter-culture attitude. THAT’s Contra Dancing! Wear cool and comfortable clothes (you will get warm) and clean shoes that won't mark up our nice wood floor. Be sure to come for the beginner's lesson from 7:30 - 8:00, followed by dancing 8:00 - 10:30. All dances are taught; we will help you learn! Beginners always welcome, no need to bring a partner. Cost is $10.00 adults, $5.00 ages 12-26. Under 12 free. Free parking in church lot. For more information contact me or check out our website: [www.bigscioty.com](http://www.bigscioty.com/) Please bring your own refillable water bottle. Snacks to share are always welcome!

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

# **Band: Old Possum's Menagerie; Caller: Richard Ades** Beginner lesson at 1:30, regular dancing begins at 2:00 pm NOTE THAT WE ARE TEMPORARILY DANCING IN THE AFTERNOON INSTEAD OF EVENING. Dance with us in the afternoon then you can still go out in the evening! **Sponsor: All Soles Contra and Square Dancing, First Unitarian Universalist Church, 93 W. Weisheimer Rd., Columbus OH 43214** WHAT IS CONTRA DANCING? Picture the Grand Ball scenes like you’ve seen in period films such as “Pride and Prejudice”, where the dancers are lined up in long lines, across from each other. That’s English Country Dancing, the predecessor of contra dancing. Now, add moves like “swing your partner” and “do-si-do,” like you’ve seen in square dancing. Set it to fabulous, high energy, live music with fiddles, guitars, percussion and more, alá “Riverdance.” Finally, set the whole scene down in the middle of Woodstock, with a hip, groovy atmosphere, a bit of tie-dye, and hints of counter-culture attitude. THAT’s Contra Dancing! Wear cool and comfortable clothes (you will get warm) and clean shoes that won't mark up our nice wood floor. Be sure to come for the beginner's lesson from 1:30 - 2:00, followed by dancing 2:00 - 430. All dances are taught; we will help you learn! Beginners always welcome, no need to bring a partner. Cost is $10.00 adults, $5.00 ages 12-26. Under 12 free. Free parking in church lot. Please bring your own refillable water bottle.

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.