Domain Driven Design

**Set goals.** **Be accountable for them.** **Move your life forward with purpose.** Our goal is to cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. If you have the desire to work on being the man that your legacy demands that you be (which means being the best you can be, we can work on what your legacy demands with you later) and the man you always wanted to be then we look forward to you attending. Our group is part of Mentor Discover Inspire (MDI). This group meets Mondays, North of Finch Avenue, usually indoors, outdoors in the summer but occasionally on Zoom. To confirm this week's location, please rsvp to Ricardo, call/text (647) 880-1488, or email ricardophilip@hotmail.com From MDI website[: https://goo.gl/3DQ6](https://goo.gl/3DQ6aY)aY From Toronto Sta[r: https://goo.gl/oDH](https://goo.gl/oDH3uX)3uX Regular attendees do not always RSVP, expect 6-8 men to be present.

Welcome to the most personalized small-group strength class in the city—designed for people who want to lift with confidence, fix nagging pain, and feel strong for life. Whether you've: 
👉 Hurt your back deadlifting
👉 Felt intimidated or insecure in the weight room
👉 Struggled with poor posture, stiff hips, or low energy from sitting at a desk all day
👉 Tried group fitness but felt lost in the crowd... This class was built for you. We work in small groups only so you get individualized attention, coaching on perfect form, and progressive programming that actually delivers results. You’ll learn how to lift safely, move pain-free, and build a body that feels strong, mobile, and injury-resistant—even if you’re a complete beginner. Perfect for: 
✔️ Desk workers and professionals with high-stress, long-hour jobs
✔️ Anyone with low back, hip, shoulder, or knee issues
✔️ People who want to overcome gym anxiety and finally feel at home lifting weights
✔️ Beginners or returners looking to build a solid foundation We train in 6-week progressive blocks, focusing on technique, strength, mobility, and injury prevention. Every movement is coached and adjusted based on your body’s needs. We work with your injuries—not around them. BONUS: Nutritional support is available if you’re ready to dial in your recovery, energy, and fat loss goals. 💡 Details: * First class is FREE to try * Classes are $40 each (packages available) * Spots are very limited — this is an exclusive, high-touch experience * Attend 1–2x/week for best results * DM us for a special first-timer offer (limited to new members only) You don’t need to be fit to start—you just need to start.
Let’s help you move through life stronger, more energized, and pain-free.

Join the Bitcoin Bay meetup to Learn, Build and Connect about Bitcoin & Crypto with Toronto's oldest Bitcoin community! Stay tuned for future updates and meetup announcements.

Welcome to **Rainbow Toastmasters Toronto**! Join us for a fun and welcoming public speaking event at **St. Andrew's United Church, Toronto**. Whether you're a seasoned speaker or just starting, our diverse group of members will provide a supportive environment for you to improve your communication skills. Come share your stories, practice your speeches, and meet new friends in a safe and inclusive space. Don't miss out on this opportunity to grow personally and professionally. See you there! At each meeting, we have speakers present a 5- to 7-minute prepared speech, followed by an opportunity for members and guests to participate in presenting an impromptu 2-minute speech, delivering a joke or quote, or getting involved in other ways. The meeting agenda is structured by a Rainbow Toastmaster, who provides a meeting theme, along with some roles (such as a joke or a quote) that follow from the chosen theme. We start promptly at 7:00 pm, so arriving between 6:30 and 6:45 would be appreciated. Guests are welcome to participate when comfortable.

D60 Advanced Leadership Toastmasters is dedicated to exploring the many dimensions of leadership and helping members elevate their leadership skills to the next level. This includes in depth evaluations, workshops, debates and presentations. Join us and discover how our club can support your leadership growth by registering for the zoom link and in-person information (close to King subway station) at https://bit.ly/d60alt_mtg.

𝐈𝐭 𝐢𝐬 𝐧𝐨 𝐭𝐢𝐦𝐞 𝐭𝐨 𝐛𝐞 𝐩𝐥𝐚𝐲𝐢𝐧𝐠 𝐬𝐦𝐚𝐥𝐥. 𝐂𝐚𝐩𝐭𝐮𝐫𝐞 𝐭𝐡𝐞 𝐞𝐧𝐞𝐫𝐠𝐲 𝐨𝐟 𝐭𝐡𝐞 𝐟𝐢𝐫𝐞 𝐡𝐨𝐫𝐬𝐞 𝐚𝐬 𝐲𝐨𝐮 𝐥𝐢𝐯𝐞 𝐨𝐮𝐭 𝐲𝐨𝐮𝐫 𝐩𝐚𝐬𝐬𝐢𝐨𝐧, 𝐡𝐨𝐧𝐨𝐮𝐫 𝐲𝐨𝐮𝐫 𝐜𝐫𝐞𝐚𝐭𝐢𝐯𝐞 𝐟𝐥𝐨𝐰 & 𝐠𝐨 𝐚𝐥𝐥-𝐢𝐧 𝐢𝐧 𝐲𝐨𝐮𝐫 𝐥𝐢𝐟𝐞. Join for the full 6 week series or 1 journey at a time. Each week Chris Dub will offer a beautiful combination of Kundalini & Yin Yoga plus Healing Soundscapes for each of you to be immersed in. 𝘛𝘩𝘦𝘳𝘦 𝘸𝘪𝘭𝘭 𝘢𝘭𝘴𝘰 𝘣𝘦 𝘰𝘯𝘦 𝟦 𝘮𝘰𝘯𝘵𝘩 𝘰𝘭𝘥 𝘴𝘯𝘰𝘸 𝘭𝘺𝘯𝘹 𝘣𝘦𝘯𝘨𝘢𝘭 𝘬𝘪𝘵𝘵𝘦𝘯 𝘫𝘰𝘪𝘯𝘪𝘯𝘨 𝘶𝘴 𝘢𝘯𝘥 𝘵𝘩𝘦𝘪𝘳 𝟣 𝘺𝘳 𝘰𝘭𝘥 𝘣𝘦𝘯𝘨𝘢𝘭 & 𝘴𝘪𝘢𝘮𝘦𝘴𝘦 𝘱𝘢𝘳𝘦𝘯𝘵𝘴. 𝘈𝘭𝘭 𝘤𝘢𝘵𝘴 𝘢𝘳𝘦 𝘴𝘩𝘰𝘳𝘵 𝘩𝘢𝘪𝘳𝘦𝘥 𝘩𝘺𝘱𝘰𝘢𝘭𝘭𝘦𝘳𝘨𝘦𝘯𝘪𝘤. 𝗝𝗼𝗶𝗻 𝘂𝘀 𝗲𝗮𝗰𝗵 𝘄𝗲𝗲𝗸 𝗳𝗼𝗿 𝗮 𝗞𝘂𝗻𝗱𝗮𝗹𝗶𝗻𝗶 𝗬𝗶𝗻 𝗬𝗼𝗴𝗮 𝗝𝗼𝘂𝗿𝗻𝗲𝘆 𝘁𝗵𝗲𝗺𝗲𝗱 𝗮𝗿𝗼𝘂𝗻𝗱 𝗰𝗿𝗲𝗮𝘁𝗶𝗻𝗴 𝗻𝗲𝘄 𝗽𝗮𝘁𝗵𝘄𝗮𝘆𝘀 𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝘁𝗵𝗲 𝗻𝗲𝘄 𝗙𝗶𝗿𝗲 𝗛𝗼𝗿𝘀𝗲 𝗘𝗻𝗲𝗿𝗴𝗶𝗲𝘀, 𝘄𝗵𝗶𝗰𝗵 𝗼𝗽𝗲𝗻 𝘂𝗽 𝗼𝗻 𝗙𝗲𝗯 𝟭𝟳𝘁𝗵, 𝘁𝗵𝗲 𝗖𝗵𝗶𝗻𝗲𝘀𝗲 𝗡𝗲𝘄 𝗬𝗲𝗮𝗿. 𝗧𝗵𝗲 𝗳𝗶𝗿𝗲 𝗵𝗼𝗿𝘀𝗲 𝗶𝘀 𝗮𝗹𝗹 𝗮𝗯𝗼𝘂𝘁 𝗽𝗮𝘀𝘀𝗶𝗼𝗻, 𝗰𝗿𝗲𝗮𝘁𝗶𝘃𝗶𝘁𝘆, 𝗮𝗻𝗱 𝗶𝗻𝗱𝗲𝗽𝗲𝗻𝗱𝗲𝗻𝗰𝗲 𝗺𝗲𝗿𝗴𝗶𝗻𝗴 𝗶𝗻𝘁𝗼 𝗶𝗻𝘁𝗲𝗿𝗱𝗲𝗽𝗲𝗻𝗱𝗲𝗻𝗰𝗲. Create positive change for yourself one yoga posture at a time. Each class we aim to spur on the type of grace that leads to unconditional loving acceptance of yourself. You will be given the safe space to open up your mind, process your current life experiences, rejuvenate your spirit, access your creativity, and become immersed in source awareness. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 𝗧𝗵𝗶𝘀 𝘀𝗲𝗿𝗶𝗲𝘀 𝘄𝗶𝗹𝗹 𝗳𝗼𝗰𝘂𝘀 𝗼𝗻 𝗿𝗲𝘀𝗲𝘁𝘁𝗶𝗻𝗴 𝘆𝗼𝘂𝗿 𝗻𝗲𝗿𝘃𝗼𝘂𝘀 𝘀𝘆𝘀𝘁𝗲𝗺 𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝘀𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗞𝘂𝗻𝗱𝗮𝗹𝗶𝗻𝗶 𝗞𝗿𝗶𝘆𝗮'𝘀 𝗮𝗻𝗱 𝗮 𝗚𝘂𝗶𝗱𝗲𝗱 𝘀𝗹𝗼𝘄𝗶𝗻𝗴 𝗱𝗼𝘄𝗻 𝗼𝗳 𝘁𝗵𝗲 𝗳𝗮𝘀𝘁 𝗽𝗮𝗰𝗲𝗱, 𝗮𝗻𝘅𝗶𝗼𝘂𝘀 𝗲𝗻𝗲𝗿𝗴𝗶𝗲𝘀 𝘄𝗲 𝗰𝗮𝗻 𝗴𝗲𝘁 𝗰𝗮𝘂𝗴𝗵𝘁 𝘂𝗽 𝗶𝗻 𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝗼𝘂𝗿 𝗱𝗮𝘆-𝘁𝗼-𝗱𝗮𝘆. 𝗪𝗲 𝘄𝗶𝗹𝗹 𝗯𝗿𝗶𝗻𝗴 𝗶𝗻 𝗿𝗮𝗱𝗶𝗰𝗮𝗹 𝗮𝗰𝗰𝗲𝗽𝘁𝗮𝗻𝗰𝗲 𝗼𝗳, 𝗮𝗻𝗱 𝗮 𝘀𝘂𝗿𝗿𝗲𝗻𝗱𝗲𝗿 𝘁𝗼, 𝘄𝗵𝗮𝘁 '𝗶𝘀'. This surrendering to reality as it actually 'is' supports you to see the road to living in presence. It will become more and more apparent that there is nowhere else you want to be, and you'll be able to more easily remain here. Each journey you will calm your nervous system, ground, centre and open up your heart in real time. Allow yourself to move through stagnant energies in a conscious and loving way, to get your vital life force energy flowing with grace. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- .:: 𝗦𝗵𝗶𝘃𝗮𝘀𝗮𝗻𝗮 ::. Every class will have a deep, rejuvenating and integrative shivasana experience with soundbath, which will be different each week including gong, shruti box, steel tongue drum, crystal harp, crystal bowls, shamanic drumming, water stick, medicine songs and more. .:: 𝐄𝐧𝐞𝐫𝐠𝐲 𝐄𝐱𝐜𝐡𝐚𝐧𝐠𝐞 ::. 𝐊𝐮𝐧𝐝𝐚𝐥𝐢𝐧𝐢 Yin 𝐘𝐨𝐠𝐚 (per class journey) $30 ($33.90 w/ tax) for 1 in-person journey (7:00 – 8:30 PM) $50 ($56.50 w/ tax) for a 2-journey pass (2 classes to be used in this 4 week series) $15 ($16.95 w/ tax) per zoom journey 𝗡𝗘𝗪 𝟰 𝗖𝗹𝗮𝘀𝘀 𝗣𝗮𝘀𝘀 $88 ($99.44 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (In-Person or Zoom) $40 ($45.20 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (Zoom Only) 𝐄𝐧𝐭𝐢𝐫𝐞 6 𝐖𝐞𝐞𝐤 𝐒𝐞𝐫𝐢𝐞𝐬 Early Bird: $120 ($135.60 w/ tax)) in-person (includes the zoom link) ends Feb 13th Regular Exchange: $130 ($146.90 w/ tax) in-person (includes the zoom link) Zoom Classes: $50 ($56.50 w/tax) for all 6 E-Transfer to chris@chrisdubkundalini.com the amount w/ taxes or pay via eventbrite \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* .:: 𝐓𝐢𝐦𝐢𝐧𝐠 ::. 6 Journey 𝐘𝐨𝐠𝐚 𝐒𝐞𝐫𝐢𝐞𝐬 \~ Begins: Monday, Feb 16th \~ Ends: Monday, Mar 23rd Each class is 7:00-8:30 PM Arrive between 6:35 - 6:55 PM to get settled (Doors close at 7:05 PM) Located @ The Soul Sanctuary (303 Pape Ave) \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Come as you are and bring a water bottle, yoga mat (mats available) and wear comfortable clothing (optional: cushion, blanket). .:: 𝐀𝐛𝐨𝐮𝐭 𝐂𝐡𝐫𝐢𝐬 𝐃𝐮𝐛 ::. 𝘐𝘯𝘵𝘶𝘪𝘵𝘪𝘷𝘦 𝘏𝘦𝘢𝘭𝘦𝘳, 𝘊𝘦𝘳𝘵𝘪𝘧𝘪𝘦𝘥 𝘒𝘶𝘯𝘥𝘢𝘭𝘪𝘯𝘪 𝘠𝘰𝘨𝘢 𝘛𝘦𝘢𝘤𝘩𝘦𝘳, 𝘛𝘳𝘢𝘯𝘴𝘧𝘰𝘳𝘮𝘢𝘵𝘪𝘰𝘯𝘢𝘭 𝘛𝘦𝘢𝘤𝘩𝘦𝘳 & 𝘎𝘶𝘪𝘥𝘦, 𝘘𝘶𝘢𝘯 𝘠𝘪𝘯 𝘌𝘯𝘦𝘳𝘨𝘺 𝘏𝘦𝘢𝘭𝘦𝘳 & 𝘊𝘦𝘳𝘦𝘮𝘰𝘯𝘺 𝘍𝘢𝘤𝘪𝘭𝘪𝘵𝘢𝘵𝘰𝘳 Chris is devoted to cultivating and holding space for you to become more aware of your mental blocks and repressed emotions, which allows this energy to transform into a higher understanding of one’s self and your interconnectedness to all of nature. The result is a high degree of self love which leads to a letting go of past pain, hurt and trauma. Experience increased energy flow and creativity, zest for life, calmed nervous system, amplified self worth and deeper, more meaningful relationships. Chris is Yoga Alliance, KRI Certified, 3rd Lvl Babaji Kriya Yoga Initiate & holds a Diploma in Social Work. He teaches Kundalini Yoga, Meditation, Self-Awareness Practices, Sound-Healing and Breath-Work classes and events. Chris facilitates transformational retreats and deep healing ceremonies, he also hosts the Sacred Brotherhood Men’s Group and Women’s & Men’s Love Circles. Chris has undergone intensive breath work, bodily cleansing, meditation and self-inquiry to move through chronic pain and find deeper depths of self-love since 2009. Chris is passionate about supporting you to bring self-awareness and energy flow practices to your daily life so you’re internal GPS can always be online, guiding you to the most heart nourishing and fulfilling experiences.

Join Us for a Cashflow 101 Game Night! Come, meet new people, and learn valuable life skills while having fun! Whether you’re a seasoned player or completely new to the game, Cashflow 101 is a fantastic way to improve your financial literacy in a relaxed, social setting. Beginners are welcome — no prior experience needed. Let’s roll the dice, strategize, and make our way out of the rat race together!

## **Global Service Jam – Toronto (March 13–15)** We’re hosting the Toronto edition of the **Global Service Jam** — a 2-day, hands-on design sprint happening simultaneously in cities around the world. Participants receive a shared “secret” theme on Friday evening and work in small teams to design and prototype service ideas over the weekend. This is not a talk or panel event. It’s collaborative, experimental, and focused on learning by doing. **Format** • Friday + Saturday: Core Jam • Sunday: Optional showcase + celebratory lunch 🎟 **Registration is required via Luma** Spots are limited and tickets are managed there. 👉 **Register here:** [https://luma.com/85b13pet](https://luma.com/85b13pet) Hosted by Service Design Drinks Toronto. Supported by Highline Beta.

你一个人，但需要做 5 个人的事。 *You're one person. But you're doing the work of five.* 需求文档？你写。代码架构？你定。测试？你跑。部署？还是你。 *Product spec? You write it. System architecture? You design it. Testing? You run it. Deployment? Still you.* 这不是抱怨，这是 Solo Founder、独立工程师、技术 Lead 的日常现实。 *This isn't a complaint — it's the daily reality of solo founders, independent engineers, and technical leads.* *** 哈佛商学院今年刚发布了一项研究：他们跟踪了 200 名工程师长达 9 个月，结论出人意料—— *Harvard Business Review recently published a striking finding: they tracked 200 engineers over 9 months, and the conclusion was counterintuitive —* **用了 AI 的人，工作量反而增加了。** ***People who used AI ended up with more work, not less.*** 速度更快，被分配更多任务。工具更多，注意力更碎片化。AI 放大了原有的工作节奏，而不是改变它。 *Work faster, get assigned more. More tools, more context-switching. AI amplified the existing pace of work — it didn't change it.* 这项研究说中了很多人的感受：AI 没有给我们自由，它只是让我们更忙。但这也说明——问题不在 AI，在于我们怎么用它。 *This research captured what many of us already feel: AI hasn't freed us — it just made us busier. But that also means the problem isn't AI. It's how we use it.* *** 本次分享，讲者将从自己的真实项目经验出发，拆解他如何用 **Agentic Engineering** 方法论，真正实现了一个人跑出整个工程团队产能的工作方式。 *In this talk, the speaker will draw on his own real projects to break down how he uses the **Agentic Engineering** methodology to genuinely achieve the output of a full engineering team — as one person.* 不是让 AI 帮你聊天，而是让 AI 成为你的产品经理、工程团队、工程文化和 DevOps—— *Not using AI to chat — but making AI your product manager, your engineering team, your engineering culture, and your DevOps.* 分享将以 **10 DOs & Don'ts** 为主线，每一条都有对应的真实场景。10 个 DO/DON'T，是他从中整理出来的实战清单。 *He's been there. The 10 DOs & Don'ts are the practical checklist he built from those mistakes.* *** **你将带走什么 · What You'll Take Away** 不是理论框架，是一套当晚就能用的判断标准： *Not a theoretical framework — a set of judgment principles you can apply the same night:* * 什么时候用 Claude，什么时候切 Codex，什么时候用 Raycast *When to use Claude, when to switch to Codex, when to reach for Raycast* * 为什么"提问前先优化提示词"能把输出质量翻倍 *Why optimizing your prompt before asking can double output quality* * Plan Mode 和直接对话的区别，以及在什么情况下必须用 Plan Mode *The difference between Plan Mode and direct chat — and when you must use Plan Mode* * 如何把反复有效的提示词固化为跨项目的 Skill 资产 *How to crystallize effective prompts into reusable Skills that compound across projects* * 如何搭建一套多机可同步、一行命令恢复的 1 Man Company 工程环境 *How to build a 1 Man Company engineering environment: portable, multi-machine, one-command recovery* *** **适合谁来 · Who Should Attend** 正在用 AI 写代码、但感觉还没找到节奏的工程师。独立开发者或 Solo Founder，想把个人产能天花板再往上推一层。对 Agentic AI 感兴趣，但还没有实战经验可以参照的技术人。 *Engineers who are using AI to code but haven't found their rhythm yet. Independent developers or solo founders who want to push their personal productivity ceiling higher. Technical practitioners curious about Agentic AI but without real-world reference points yet.* 不需要提前了解 Claude 或 Codex，只需要有过"AI 没帮上忙"的困惑，就值得来听一听。 *No prior knowledge of Claude or Codex required. If you've ever felt that "AI just isn't helping me the way it should" — this talk is for you.* *** Speaker： Bryan Zheng， Founder of Startup4Chinese, developed several in-house products for a crypto data analysis firm. *** **Fee: $25 per person**, with fresh tea and exquisite snacks served. ***Special thanks to Jiamu Tea House.*** https://www.instagram.com/jiamuteahouse.ca/ Started in August 2017, our mission is to **inspire**, **empower**, and **connect** entrepreneurs not only among Chinese but beyond. We want to: • inspire your passionate entrepreneurship spirit • empower your brilliant startup idea, and • connect you with your future reliable partner We value *openness*. We provide *pragmatic* topics. We want to help you *succeed*! Startup4Chinese，成立于加拿大多伦多，致力于联结华人创业者与各个族群中的聪明才智，弘扬华人创业者的创业激情，赋予华人创业者更大力量。Startup4Chinese 主张开放心态，锐意开拓进取，注重脚踏实地，让我们一起享受创新、创业的过程。 Please check out our [website](http://startup4chinese.com/) for more info, and [Youtube](https://www.youtube.com/channel/UC5anEPSp8wwEMJFZjwsThHA) for past meetups.

[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/

Welcome to the most personalized small-group strength class in the city—designed for people who want to lift with confidence, fix nagging pain, and feel strong for life. Whether you've: 
👉 Hurt your back deadlifting
👉 Felt intimidated or insecure in the weight room
👉 Struggled with poor posture, stiff hips, or low energy from sitting at a desk all day
👉 Tried group fitness but felt lost in the crowd... This class was built for you. We work in small groups only so you get individualized attention, coaching on perfect form, and progressive programming that actually delivers results. You’ll learn how to lift safely, move pain-free, and build a body that feels strong, mobile, and injury-resistant—even if you’re a complete beginner. Perfect for: 
✔️ Desk workers and professionals with high-stress, long-hour jobs
✔️ Anyone with low back, hip, shoulder, or knee issues
✔️ People who want to overcome gym anxiety and finally feel at home lifting weights
✔️ Beginners or returners looking to build a solid foundation We train in 6-week progressive blocks, focusing on technique, strength, mobility, and injury prevention. Every movement is coached and adjusted based on your body’s needs. We work with your injuries—not around them. BONUS: Nutritional support is available if you’re ready to dial in your recovery, energy, and fat loss goals. 💡 Details: * First class is FREE to try * Classes are $40 each (packages available) * Spots are very limited — this is an exclusive, high-touch experience * Attend 1–2x/week for best results * DM us for a special first-timer offer (limited to new members only) You don’t need to be fit to start—you just need to start.
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This is a ticketed event. Please register at [this link](https://luma.com/hpn010ze). ​Future AI systems could have action-guiding and learning systems which may plausibly resemble those of current human or animal brains. What might it take to make these systems safe? In this presentation, David Atanasov will talk about the work from people who have thought about aligning these hypothetical future systems. ​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​If you can't attend in person, join our live stream starting at 6:30 pm via [this link](https://www.youtube.com/@Trajectory-Labs/live).

We're excited to bring the community together for an evening of learning and connection! Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Thursday, March, 12th from 5:30-7:30 pm **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare * 6:30 pm: Q&A * 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **"Building Agentic AI on ELK stack"** Story how I built AI Agent using pure ELK + LLM to automate incidents investigations 1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK 2. Building simple AI Agent using pure Logstash pipelines 3. Building advance AI Agent using Ruby plugin 4. Connecting AI Agent to Elastic AI Assistant **Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper. **"One Does Not Simply Query a Stream"** Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures. **Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available. As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps. Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning. Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy. **Location:** Improving Office 171 East Liberty St Unit 235 Toronto, Ontario M6K 3P6 **Directions (171 E Liberty St - Suite 235)** **By transit** Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office. **By car/parking** On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street. **Entrance** The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door.

**Web Design Decoded: Tools, Practices, and Proven Processes:** **Semantic HTML** At WebDev Columbus, we are exploring some of the most important topics of professional high-end web design and page building. Primarily focused on site building in the WordPress environment, our group explores tools, tips, and techniques for building the best WordPress sites possible. Additionally, we focus on disciplines and technologies that take website design from visually appealing to optimized spaces for delivering you and/or your client's message effectively and with a nod towards extended reach. Each session combines practical demonstrations with real-world insights, giving you actionable knowledge you can apply immediately. Whether you're a seasoned developer looking to enhance your design skills or a newcomer wanting to understand design best practices, this series offers valuable insights for every skill level. **What to expect:** * Hands-on demonstrations of popular design tools * Best practices for design-to-development workflows * Tips for creating responsive, accessible designs * Real-world problem-solving scenarios * Interactive Q&A sessions * Networking opportunities with fellow developers **Each meetup features:** 60 minutes of focused presentation 30 minutes of live demonstrations 30 minutes for questions and discussion **See you there!** Our casual, collaborative environment encourages learning from both presenters and fellow attendees. Bring your questions, share your experiences, and connect with Central Ohio's web development community! **Stay tuned for specific session topics and dates.**

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

**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’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/columbus-oh/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.