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Let's learn Agentic AI! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **50%** off [Linux Foundation](https://gk.ksug.ai/) EXPIRED, [Get Notified](https://ksug.ai/?notify&ref=meet) for next BIG one! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) Stop Babysitting LLMs, Start Shipping. PRs got bigger, not better. Seniors are burning hours on AI bug hunts while *throughput stays flat*. Encode your existing **SDLC** into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed **CI**. ## **Swarm Architecture** Encodes a full SDLC loop (**issue** → **spec → plan → PR** → **gate** → **deploy**) in a gated **45-agent swarm** you can explore after the talk. ## **Shift Left** **Mutation-on-diff** and **contract/schema checks** wired into your agentic flow before review. Reduce **review pain** instead of just generating more code. ## **Failure Modes & Guardrails** Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers. ## **Takeaways** * ✓You'll leave with a working **demo swarm repository** you can clone into your own repos, and a clearer way to decide when to lean on **tokens versus human review**. * ✓For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and **review pain**. * ✓The talk and swarm will be released under **Apache 2.0**. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.* **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 31,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ **30%** OFF [#CNCF Certs](https://cka.ksug.ai/) \- code **30K8SUG** ☸ **37%** OFF [#KodeKloud plans](https://ksug.ai/kk/?ref=meet) \- code **K8SUGKK** 𝟏𝟖𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 [KSUG.AI - KubeSmart & AI User Group](https://linkedin.com/company/k8sug) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meetup)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

**Please note the only way to register for this adventure is on [our website.](https://www.wildernessunion.com/adventures/frosty-feb-social)** **February in Toronto is a real test of character (and Amazon Basics outerwear), so let’s get through it together!** Whether you’ve been hibernating since December or hitting the winter trails each week- aka walking down a Toronto sidewalk- it’s time to come in from the cold and embrace the warmth of our first social of 2026! This is the perfect chance to reconnect with old friends from past adventures and meet some new faces in our community. We’re taking over a private room at the Duke of York Pub in Yorkville to play games, share stories, plan outings, and enjoy some great company. * **The Goods:** Plenty of pub fare and a full range of drinks, including a great selection of non-alcoholic options. Veggie/vegan dishes will also be on offer! * **The Games**: We’ll have some totally optional card and facilitated games going * **The Logistics:** There is **a small $5 fee** to cover the venue’s cover charge and secure our space. ***Don't let the winter win - come hang out, get warm and meet the crew!*** **Event cost: $5+HST. Register [here.](https://www.wildernessunion.com/adventures/frosty-feb-social)** **About Wilderness Union** Wilderness Union is deliberate about building an outdoors community that connects you to the life-changing magic of the outdoors and helps you find your people. Members range from 20-40 years old. The group is a mix of GTA locals and newcomers to Toronto from within Canada and abroad. Attendance numbers on Meetup don't reflect our actual event attendance - we typically have 15-20 community members at each event. Large enough that there's someone new to meet but small enough that it's not overwhelming! ***Learn more at our website [www.wildernessunion.com](https://www.wildernessunion.com/)***

Stop Babysitting LLMs, Start Shipping. PRs got bigger, not better. Seniors are burning hours on AI bug hunts while *throughput stays flat*. Encode your existing **SDLC** into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed **CI**. ## **Swarm Architecture** Encodes a full SDLC loop (**issue** → **spec → plan → PR** → **gate** → **deploy**) in a gated **45-agent swarm** you can explore after the talk. ## **Shift Left** **Mutation-on-diff** and **contract/schema checks** wired into your agentic flow before review. Reduce **review pain** instead of just generating more code. ## **Failure Modes & Guardrails** Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers. ## **Takeaways** * ✓You'll leave with a working **demo swarm repository** you can clone into your own repos, and a clearer way to decide when to lean on **tokens versus human review**. * ✓For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and **review pain**. * ✓The talk and swarm will be released under **Apache 2.0**. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

Elastic and Toronto Women's Data Group are happy to partner together on a community meetup in Toronto! Hear from two leading data professionals, who will share their insights on the Data/ML field, hard-earned lessons, and what the day-to-day really looks like. Whether you’re looking to learn, considering a pivot or advancing your career, this event is for you! Speakers: \- Ella Chen \- Software Engineer\, Shopify \- Jessica David \- Principal Data Engineer\, Elastic Schedule (subject to change): 6:00 pm - Doors open 6:30 pm - Speaker sessions, Q&A 8:00 pm - Networking/chatting Allies are welcome to attend, with the understanding that these events are focused on spotlighting the career experiences of women. **When:** February 12th 6:00 pm **Location:** 8 Spadina Ave See you there!

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We are kicking off **2026** with a relaxed, in person **a11yTO** social focused on connection, reflection, and conversation. This is a casual evening with no formal presentation and no slides. The goal is simply to bring the community together, reconnect with familiar faces, meet new people, and share experiences from the past year. As part of the evening, we will offer optional mini lightning prompts for anyone who would like to participate. These are short, three minute reflections focused on looking back at 2025. You might share one accessibility win from last year that truly made a difference, or one thing that did not work and what it taught you. Listening is just as welcome as sharing, and there is no need to prepare anything in advance. Whether you are new to accessibility or have been working in the space for years, everyone is welcome. Register at: [https://tickets.a11yto.com/e/33/a11yto-february-social-reflecting-on-our-accessibility-journey-in-2025](https://tickets.a11yto.com/e/33/a11yto-february-social-reflecting-on-our-accessibility-journey-in-2025)

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026021214) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and machine learning, food/drink, networking with speakers and fellow developers. **Speakers/Topics:** \- Gleb Otochkin \(Google\) Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

**Join [TILE.]** at the **most popular Saturday Language Learning Social Event & Party in Toronto! 🍁** **[TILE.] = Toronto International Language Exchange [Instagram](https://www.instagram.com/tilelearning/)** **[TILE.]** now has a **2-for-1 special event,** which includes: **1.** From **[6:30 - 7:15 PM](https://www.meetup.com/english-class-with-certified-award-winning-teacher):** An optional new $5 small group 45-minute **[English language class](https://www.meetup.com/english-class-with-certified-award-winning-teacher)**[ ](https://www.meetup.com/english-class-with-certified-award-winning-teacher)led by a certified language teacher **2.** From **[7:15 - 11 PM](https://www.meetup.com/biggest-language-party-event-social-in-toronto):** Our usual huge group **[BIGGEST LANGUAGE EXCHANGE SOCIAL EVENT AND PARTY IN TORONTO](https://www.meetup.com/biggest-language-party-event-social-in-toronto)** (Cost: *$0-$5\*, see below)* Both events happen Saturday on the 2nd floor of the Madison Pub (14 Madison Avenue). ***Attend either or both events!*** Meet Toronto locals and international friends. Talk to language teachers and speakers to learn English, French, Korean, Japanese, Spanish, and much more! Join us for board games, conversation, dancing, singing, and more! Make sure to get a nametag from one of our helpers. *You **must** read the full event description below before attending. By attending, you agree to all the terms listed.* **[TILE.] Toronto International Language Exchange** event details: * We are on the 2nd floor of the Madison pub on the patio with all the international flags! *The dance floor opens around 10 PM, and the live piano bar singer start around 10:30 on the 1st floor.* * With our night ride promotion, the second event (the 7:15- 11 PM Party & Social event) is **FREE** for women who will be traveling alone at night to promote inclusion and equity\*. This event normally $5. * The cost for the first event (the 6:30 - 7:15 PM English Language class) is $5 for everyone. **PAY** **$5** right at the event by **CASH, CREDIT, or DEBIT**, or **SEND $5 E-TRANSFERS** to: **TILETORONTO1@GMAIL.COM**. You can also support the bar by buying a drink or appetizer. **\*** The second event ends late at night. It is 100% your own responsibility to ensure you get home safe. We can simply waive the $5 event entry/cover fee for women who will be traveling home alone so that they may instead put this money towards taking a safe ride home. \-\-\-\-\-\- **IMPORTANT DISCLAIMER – Meetup Group** By attending any TILE events, including these ones, you acknowledge and agree to the following: * *The organizers and hosts of TILE events are are not liable for any loss, injury, damage, or other unforeseen outcomes that may occur before, during, or after any event.* * *Participation in TILE events is entirely voluntary and at your own risk. You are solely responsible for your own safety, personal belongings, transportation, behavior, and well-being. It is your responsibility to assess the risks involved in any activity or location and to act accordingly.* * *TILE and its organizers do not provide insurance and cannot guarantee the safety, accuracy of information, or quality of venues, third-party services, or other attendees.* * *By attending, you release TILE, its organizers, and affiliates from any and all claims or liability, and you agree to conduct yourself respectfully and in accordance with local laws and venue rules.* * ***If you do not agree with this disclaimer, please do not attend TILE events.***

**Sunday\, February 15th \| 1:00–3:00 pm \| Mississauga** **$65 + HST** Our Reiki Connection is a sacred space for those who have received at least their Reiki Level 1 attunement. We gather to learn, practice, and most importantly, to give and receive healing in community. This session will focus on preparing ourselves to receive the **Year of the Horse**—a year associated with forward momentum, freedom, vitality, courage, and inspired action. Horse energy encourages us to move boldly, trust our instincts, and align with our true path. Reiki is a powerful ally during this time. It helps us clear energetic blocks, stay grounded while moving forward, and connect to the inner guidance and life force energy we need to step into the year with confidence, clarity, and purpose. Together, we’ll create space for healing, alignment, and empowerment. All levels and lineages and levels are welcome! To learn more and register, please follow this link: [https://transcendencehts.com/reiki-classes](https://transcendencehts.com/reiki-classes)

Looking forward to having you join us! **• What we'll do** We will be meeting every 2nd Saturday of the month from 2-4pm at [The Maker Bean Cafe](https://themakerbean.com/) at [1052 Bloor Street West](https://goo.gl/maps/xB63PDggYo8PRWHC7) in Toronto. **There is no presentation or workshop** \- just people interested in 3D printing meeting to talk about it\! Please purchase a drink or food to support the event and The Maker Bean\, which donates the space at no cost to us\. **• What to bring** Curiosity about 3D printing products, services and training programs for makers of all ages. Business cards to network with other makers. **• Important to know** Join us to find out more about programs organized by the Maker Bean in Toronto and Makerwiz in Richmond Hill! [Makerwiz](https://makerwiz.com/) is Canada's hottest and coolest maker company and has been "Inspiring Boundless Creativity" since 2014\. We have been a long\-time sponsor of this group\. If you are interested in maker technologies from 3D printing and CNC to videography with drones to coding with robots\, come talk to us at our new 3DTech Shop \| DigiFab Lab \| STEAM3D Space north of Toronto\! \(120 East Beaver Creek Road\, Suite 200\, Richmond Hill\) [The Maker Bean](https://themakerbean.com/) is Toronto's first makerspace cafe (est. 2017) and where guests can enjoy great drinks and food in a warm, welcoming environment, while letting their imaginations soar by designing and making things together! We are excited to bring you Making in all its forms: from traditional arts & crafts to high-tech digital fabrication like 3D printing, laser cutting and educational workshops. Paired with locally roasted coffee and food, customers will share the experience of bringing their creative ideas to life!

This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Since we have 3 courts and allowed the maximum of 24 players so that everyone signs up for this event will be placed on waiting list FIRST then will be moved to the joining list. Court fee: It will be informed at the comment section by 4pm. Cost per person is $162 divided by the number of players attended. My email address will be provided at that time for etransfer.

An opportunity to serve the homeless and those at risk as a group. During our recent sessions, we served meals, chopped veggies, made sandwiches, and helped prepare pasta. Each session is similar; however, tasks may vary depending on the need at hand (e.g., sorting food). *We had a great time serving together with lots of smiles and good energy.* **Only 6 spots available. Please RSVP only if you’re committed to attending.** The organization relies on our confirmed number to plan and serve properly that day, so *your RSVP really matters.* When you arrive at Reception, the staff will guide you to the volunteer room, where you can place your belongings in a locker and meet the group. Below are simple guidelines from the Ministry on what to wear, safety, etc.: **Guidelines (what to wear, safety, etc.):** [https://docs.google.com/document/d/1piAyloECv9YUDkPJuoJBdCmh3x8n1un1rGvJSFIkbs4/edit?usp=sharing](https://docs.google.com/document/d/1piAyloECv9YUDkPJuoJBdCmh3x8n1un1rGvJSFIkbs4/edit?usp=sharing) **Good to know:** * **Closed-toe shoes are required.** * *Tie back long hair; minimal jewelry.* * **Please arrive by *1:40 PM at the latest*** so we can plan who will be doing which roles and begin together. * If you can’t make it due to an emergency, please message me as soon as possible 🙏 Grateful to serve alongside you.

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** https://bit.ly/frc-toronto-chat **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

Calling all founders, CEOs, lawyers, doctors, and entrepreneurs to join our special *Founder Edition* of Sip & Read meetup event. Let's sip on fine wine and discuss our first book **The 5AM Club- Own Your Morning Elevate Your Life, by Robin Sharma**. We will pair this book with our favorite wine at **Wine on High** and engage in thought-provoking discussions on startup businesses and entrepreneurship, and network with like-minded individuals in a cozy book club setting. Come prepared to discuss this month's book. At the end of each book club meeting, we will take next book and venue suggestions from the participants for the next meeting. Whether you are a book lover, women entrepreneur, or a content creator, this event is perfect for sharing ideas and insights with other funders and founders in the entrepreneurial world. Don't miss out on this unique opportunity to connect, learn, and grow together. Sign up now to reserve your spot! *Fun fact! This meetup was established in 2015 and had over 1,000 members. I had to shut down operations while attending law school, but we're back!!*

A classic Italian road comedy that was so good the film ministry recognized it as "culturally significant." Starring Vittorio Gassman and Jean-Louis Trintignant, the film shows that for young men in love the rules of the road are only suggestions. And the rules for love? Hey, this is an Italian picture! Oh to be young and filled with joie de vivre or la dolce vita. A french/italian fun filled movie with a surprising twist at the end. Do you have a fun memory from your youth? Location TBD, but it will be in person for sure!

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!