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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.

It’s not just a challenge — it’s your 5-week transformation journey! Each Thursday we meet for two powerful hours designed to help you reset, recharge, and reach your goals 💪 Here’s what’s included: ✨ Weigh-In & Progress Tracking — see real results every week. 🧠 Nutrition Class (6:00–7:00 PM) — learn how to build balanced habits, improve metabolism, and eat smart in real life. 💚 Personalized Wellness Coaching — each participant gets their own coach for a full wellness evaluation and personal meal plan tailored to their goals. 🔥 Fitness Session (7:00–8:00 PM) — energizing group workout to tone, stretch, and feel amazing! And the best part? 🎉 Every week when you come, you’ll enjoy a refreshing Herbal Tea with Aloe to kick-start your energy before the workout, and a post-workout protein shake to repair muscle tissue and support toning — all designed to help you get the best results. 💸 Plus, you can actually win cash prizes! Part of the entry fee goes to the prize pool — so the more people join, the bigger the winnings! This challenge is for everyone who’s ready to take control of their health, feel stronger, look better, and stay motivated with an amazing community by your side.

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)

Start grooving in the new year! New Line Dance classes starting in 2026! Thursdays at 6pm and Saturdays at 11am It's only a $10 drop in and all levels are welcome. We have something for everyone from absolute beginners to intermediate. It's a ton of fun. A great way to be active and stay social. Come join us! Come Dancing!! www.comedancing.ca

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.*

We provide a supportive and positive learning experience in which members are empowered to develop communication and leadership skills, resulting in greater self-confidence and personal growth. Based in Mississauga, ON - we were meeting at the Meadowvale Community Centre in-person and have an option to log in online. Contact us for the meeting details at meadowvaletoastmasters@outlook.com

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!

Do what your love ! Studio portrait session ..

**\*\* Guest list at the door Nightlife Society\*\*** So you can enter for free and have free drinks at our table. 🎉 Future Fridays \| VIP Night Out 🎉 Get ready for an unforgettable night at Future Nightclub! 📍 Location: Future Nightclub 🗓 Date: every Saturday, ⏰ Doors Open: 10:30 PM ✅ Free Entry: Until midnight (under our group’s name)”Nightlife Society” say the name at the door 🥂 Perks: Main booth by the DJ + free drinks ✨ What to Expect: • Meet new people who love nightlife, dancing, and music 🎶 • Free entry until 12 midnight — just say our group’s name at the door • Join us at our main booth by the DJ for free drinks and the best vibes in the club • Dance all night, enjoy the music, and party with the crew 💃🕺 📌 How to Find Us: Head to the main booth near the DJ — that’s where our group will be set up. You can also message me here if you can’t find us. 🙌 What to Bring: • Valid Government ID (19+) 🪪 • Your best energy and dance moves • A friend or two if you’d like — the more, the merrier!

Workshop session to builder your portfolio ! Sat 14 portrait studio lighting and directing subject Sat 21 Food photography.lighting ,styling ands post production! DO WHAT YOU LOVE With internationally awarded photographers!

** Guest list at the door Nightlife Society** So you can enter for free and have free drinks at our table. 🎉 Future Fridays \| VIP Night Out 🎉 Get ready for an unforgettable night at Future Nightclub! 📍 Location: Future Nightclub 🗓 Date: every Friday, ⏰ Doors Open: 10:30 PM ✅ Free Entry: Until midnight (under our group’s name)”Nightlife Society” say the name at the door 🥂 Perks: Main booth by the DJ + free drinks ✨ What to Expect: • Meet new people who love nightlife, dancing, and music 🎶 • Free entry until 12 midnight — just say our group’s name at the door • Join us at our main booth by the DJ for free drinks and the best vibes in the club • Dance all night, enjoy the music, and party with the crew 💃🕺 📌 How to Find Us: Head to the main booth near the DJ — that’s where our group will be set up. You can also message me here if you can’t find us. 🙌 What to Bring: • Valid Government ID (19+) 🪪 • Your best energy and dance moves • A friend or two if you’d like — the more, the merrier!

Hands on session to build your portfoliolio using a variety of lighting set ups DO WHAT YOU LOVE

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

Okay, so here's another one by request... **"An Evening with Topaz Labs"** The Topaz Labs tools are regarded as some of the finest photo editing plug-ins that you can add to your photo editing workflow. From noise reduction to resizing to sharpening, the results of these plugins are highly regarded and well reviewed in industry editing blogs. Join us for the evening and I will give you a preview of the most popular Topaz Lab tools and show you how I have used them in my digitial editing workflow. Meeting Schedule: 1. 6:00 - Introduction, Meet New Members 2. 6:10 - Old Business 3. 6:20 - New Business 4. 6:30 - Pre-Shoot Briefing/Education 5. 7:15 - Break 6. 7:30 - Image Critique 7. 8:00 - Adjourn Pre-Shoot Brief/Education: Topaz Labs Image Critique: Previous Photoshoot Images (TBD). If anyone has images they would like critiqued, please provide them at the beginning of the meeting. Providing Images for Critique: For now, I will collect images at the beginning of the meeting on a USB memory stick. My computer has USB-C ports, so a USB-C memory stick or one with dual (USB-C / USB-A) ports will be needed. Images should follow these format rules: JPG - 80% quality or higher 132 dpi resolution 2048 pixels across the long edge Embedded colorspace - sRGB

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

This meetup is a beginner-friendly, hands-on workshop focused on building shaders in Unity using Shader Graph. Instead of slides or theory-heavy lectures, we'll build real shaders together step-by-step. The format is structured but interactive. You'll watch a quick demo, then build each shader yourself with guidance. By the end, you'll have created multiple shaders you can immediately use in your own projects—and understand how to make more. **What to Expect:** * Build 4–5 complete shaders from scratch * Color tints, snow accumulation, scrolling water, dissolve effects, and more * No prior shader experience required * Checkpoint files provided if you fall behind * Resources for continued learning All experience levels are welcome. Whether you've never opened Shader Graph or just want to fill gaps in your knowledge, this is a supportive space to learn by doing. **Food and drinks provided. Join us to learn, build, and level up your shader skills.**

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ We are donation based. Every week we get together and work technical skills and live pressure testing. \ Almost all of the instructors have been in everything from altercations in the real world to the ring and some still compete in the cage. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 inside the whetstone rec in the auditorium, center upstairs in classroom B or outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1pm Wednesday 5:30pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ \ You must have a free leisure card for the rec center and must be registered for our class specifically .\ Wear workout clothing \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ Hope to see you soon :-).\ We are run off of donations. \ let me know if you have any questions :)

**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

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ We are donation based. Every week we get together and work technical skills and live pressure testing. \ Almost all of the instructors have been in everything from altercations in the real world to the ring and some still compete in the cage. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 inside the whetstone rec center in the auditorium, upstairs in classroom B or outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1pm Wednesday 5:30pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ \ You must have a free leisure card for the rec center and must be registered for our class specifically .\ Wear workout clothing \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ Hope to see you soon :-).\ We are run off of donations. \ let me know if you have any questions :)

Sleep in on Sundays. When you've had your fill of pajama-time, roll out and have some tasty brunch with your fellow Humanists!