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We are a men's group where you can expect a frank and confidential space to speak personally, engage in interesting conversations or get support for your personal goals. This new team meets weekly on the East side of Toronto. Our group is part of Mentor Discover Inspire (MDI). This group prefers to meet outdoors but occasionally on Zoom. Guests are welcome but it's pretty casual so make sure you are expected in case we move locations. You can rsvp via meetup or call Tim @ 416-278-3058 to confirm this week’s location. The MDI Mission: To cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. 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

**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.

⚠️日本語の案内は下にあります⚠️ 🎟Fee: $5 🌱Payment: Cash or E-transfer If you choose E-transfer, we recommend sending it **before** arrival to: ✉️canasianstation@gmail.com 🗣Event Style ・This event is 18 + only ・Group-based language exchange ・Small groups of 3–4 people ・Use both Japanese and English to communicate 🕒Schedule 6:15 – 6:30 Check-in 6:30 – 7:10 Round 1 7:10 – 7:15 Seat change 7:15 – 7:55 Round 2 7:55 Wrap-up 💫Friendly Guidelines • Participants with 2 no-shows may be removed from future events • This is not a dating or matchmaking event. You cannot request specific people to talk to. If you have an NG (someone you prefer not to be matched with), please let us know in advance • Photos may be taken for Instagram and event pages. If you do not wish to appear in photos, please inform the organizer beforehand • Harassment, discrimination, sexual harassment, solicitation, or inappropriate behavior is strictly prohibited. If you notice any issues, please inform the organizer 🤝About This Event (Important) This is a group-based Language Exchange event. • One-on-one conversations with Japanese participants • Conversations with participants of a specific nationality ➡️are not guaranteed. 🎟️参加費：5ドル 🌱支払い方法：現金 or E-transfer ※E-transferをご利用の方は、到着**前に** ✉️Canasianstation@gmail.com へ送金していただくことを推奨しています 🗣️イベント形式 3〜4人のグループで、日本語と英語を使った国際交流🌏※本イベントは18歳以上限定です。 🕖タイムスケジュール 6:15 – 6:30 Check-in 6:30 – 7:10 第1ラウンド 7:10 – 7:15 席替え 7:15 – 7:55 第2ラウンド 7:55　解散 💫参加にあたって ・2回以上のNo-show（キャンセル無しの無断欠席）があった場合、以降の参加をお断りします ・本イベントはデート・マッチング目的の場ではありませんので、特定の「話したい人」の指定はできません。 ※NGの方がいる場合は、事前にお知らせください ・Instagram・イベントページ用に写真撮影を行う場合があります。写りたくない方は事前にお知らせください ・セクハラ、差別的発言、嫌がらせ、勧誘行為は固く禁止しています。もし見かけた場合は、主催者までご連絡ください 🫶イベントについて 本イベントは Language Exchange（言語交流）を目的としたグループ形式のイベントです。 ・カナダ人との一対一での会話 ・特定の国籍の参加者との会話 →これらを保証するものではありません。

**Welcome to Miss Bachata & Miss Salsa!** **Spring is in the air, and with it comes the promise of new beginnings, fresh energy, and the joy of connection!** As the season of renewal unfolds, we invite you to step into the rhythm of community, dance, and celebration at Miss Bachata & Miss Salsa. My objective has always been to create a different kind of social gathering—one that is open, non-judgmental, and safe. A place where you can meet people just like you, where socializing and dancing come together to help build community and tear down the walls that separate us. Here, we make new friends, feel a sense of belonging, and enjoy the calmness that comes from knowing we are in a safe and welcoming space. Many times, I have been asked, “Why host an event on Monday night?” Many people escape on the weekend and dread Mondays when they return to work. I believe that if you dance and socialize on a Monday, you infuse your week with joy and positive energy, giving your life balance and helping you face your challenges with enthusiasm and confidence. We’re also thrilled to announce that our trial of advanced Bachata lessons, which began last September, has been a resounding success! Building on this momentum, we’re excited to offer an enhanced schedule for 2026. Our dance evenings will now feature three hours of classes: one hour of beginner to intermediate Bachata, one hour of advanced Bachata, and one hour of beginner to intermediate Salsa. As always, the entrance fee remains $15 for a night of 2 lessons and social dancing. For those interested in the advanced Bachata lessons, there will be an additional $5 fee. Here’s our updated schedule: **Miss Bachata – Main Ballroom** 🕖 7:00 pm – 8:00 pm: Beginner to Intermediate Bachata Lesson (No partner required) 🕗 8:00 pm – 12:00 am: Social Dancing **Miss Salsa – Round Room** 🕖 7:00 pm – 8:00 pm: Advanced Bachata Lesson (+$5) **NEW** 🕗 8:00 pm – 9:00 pm: Beginner to Intermediate Salsa Lesson 🕘 9:00 pm – 12:00 am: Social Dancing ✨ **Additional Details:** ✔️ Free Parking ✔️ Full Bar (Free Water, Beer: $5.75) Over the past decade, organizing Latin dancing events in Mississauga has been a labor of love. Our mission has always been to foster a sense of community, proving that the connections we share are far stronger than the differences that divide us. Loneliness is a growing concern, with over half of U.S. adults and many Canadians experiencing its effects. The COVID-19 pandemic has only heightened this issue. Harvard University's long-term study on happiness, which began in 1938, highlights the detrimental impact of loneliness on health. People with strong social connections experience slower mental and physical decline and greater overall happiness compared to those who are isolated. Here are some key findings from the study: 🌿 Close ties help delay mental and physical decline more than money, fame, social class, IQ, or genetics. 🌿 Relationship satisfaction is a better predictor of aging well than cholesterol levels in middle age. 🌿 A strong sense of community improves memory function. 🌿 Loneliness can be as harmful to health as smoking or alcoholism. And there’s hope! Strengthening our relationships and supporting community initiatives can combat loneliness and build healthier, happier lives. Miss Bachata & Miss Salsa provides a wonderful opportunity to make new friends, expand your social circle, and enjoy a safe, welcoming, authentic environment. Bring your open heart and a smile, and we’ll take care of the rest. 🌸 **Cheers to a season of renewal, joy, and community!** 🌸 **Anna G.** https://www.facebook.com/groups/1871491806494168/ https://www.facebook.com/EventsByAnnaG

Weekly Monday night online meditations in a welcoming community 35-minutes of sitting meditation practice followed by interactive sharing, discussion We experiment with different solo meditations, from restful absorption to creative visualizations, mindfulness-style noting (of various mind-body components), loving-kindness, sound meditations, choiceless awareness and many others. You don’t need to follow any of these techniques if you don’t want to – some people prefer to stay with their tried-and-true regular practice. The CEC is passionately nonsectarian – both humanistic and contemplative traditions are represented. Check our website for more sit details: http://cecmeditate.com/calendar/ Since Covid-era lockdowns began in 2020, we've hosted these on zoom. zoom link: [https://us02web.zoom.us/j/799184864?pwd=UXIvUkZ4QVBZQ0Q2VUh0Y2NNVnJkQT09](https://us02web.zoom.us/j/799184864?pwd=UXIvUkZ4QVBZQ0Q2VUh0Y2NNVnJkQT09) Starting May 2026 we're meeting in person in Toronto AND online. Come sit with us!

Dig your roots deeper and create the safety, security and trust you need before the fiery season of summer begins. **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. You will also get to choose what Toro "Qi" Meditation Cushion you would like to use, to build your qi throughout your practice with the incredible "Toro" Qi building technology.* Join us each week for a Kundalini Yin Yoga Journey themed around the Root Chakra, as we find more stability, security, trust, safety and strength in ourselves. 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, grow your faith and become immersed in source awareness. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **This series will focus on reseting 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.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- We will engage in particular kriya's, asana's, pranayama's, bhanda's (body locks), mantras and meditative techniques to support in awakening your kundalini in a graceful way & mastering your nervous system, mind, breath and your inner world. This is an integrative experience first and foremost, so we take our time to move forward with a gentle potency. You are encouraged and celebrated to move at your own pace. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- .:: 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 Online) $40 ($45.20 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (Online Only) **𝐄𝐧𝐭𝐢𝐫𝐞 6 𝐖𝐞𝐞𝐤 𝐒𝐞𝐫𝐢𝐞𝐬** Early Bird: $120 ($135.60 w/ tax)) in-person (includes the online zoom link) ends Feb 13th Regular Exchange: $130 ($146.90 w/ tax) in-person (includes the online 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, May 11th** **\~ Ends: Monday, June 15th** 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 & Hatha Yoga Teacher, Transformational Teacher & Guide, Quan Yin Energy Healer & Plant Medicine 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.

When code becomes commoditized, what actually gets protected? RSVP Link - [https://luma.com/0ktn86g3](https://luma.com/0ktn86g3) This is an in-person panel discussion hosted at a Dipchand Law office, bringing together experts from legal, AI, and strategy domains to explore how intellectual property is evolving in the age of AI-assisted development and “vibe coding.” **Why this matters:** AI tools are rapidly commoditizing software development. The barrier to building products is dropping, shifting the focus from writing code to owning ideas, data, and systems. This creates new challenges around ownership, licensing, and long-term defensibility. **Key discussion areas:** * Whether code still holds value as intellectual property * Ownership of AI-generated code and outputs * What developers and companies should protect beyond code (data, workflows, architecture) * Enterprise risks including compliance, governance, and data exposure * How organizations build defensibility when building becomes easy **Speakers:** **Stephano Salani** Intellectual Property Lawyer, Dipchand LLP **Yulia Pavlova, PhD** Applied AI and Governance Leader, RBC Borealis AI **Mohit Rajhans** AI Consultant, ThinkStart.ca **Event details:** Date: May 20, 2026 Time: 5:30 PM to 7:30 PM EDT Location: Dipchand LLP Office, Toronto, ON **What to expect:** Panel discussion, networking, and Q&A session **RSVP** - [https://luma.com/0ktn86g3](https://luma.com/0ktn86g3)

**This is a ticketed event. Please register at [this link](https://luma.com/9cs5o16b).** ​Rubi will cover two topics at the intersection of prediction-making AI and AI alignment: 1. ​How to align prediction making AI 2. ​How to use predictions in the alignment of general agents ​This talk will discuss problems in using AI for predictions and how we might solve them, along with the implications for aligning powerful AI 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 make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

**Learn to see the system, not just the problem** ​Complex challenges rarely live in one place; they span teams, touchpoints, and invisible connections. ​This session is a hands-on introduction to systemic design: an approach that combines systems thinking and design to help us better understand and work within complexity. In this interactive, learning-by-doing session, you’ll explore how systems thinking and design come together to tackle complex organizational challenges. Instead of jumping straight to solutions, we’ll step back to see the bigger picture - uncovering relationships, identifying patterns, and finding leverage points where thoughtful design can create meaningful impact. ​You’ll work through a practical case, collaborate with others, and leave with new ways of thinking about problems that don’t have simple answers. **👉 To secure your spot, please register via [Luma](https://luma.com/lqfccdiw):** https://luma.com/lqfccdiw (*Meetup RSVPs don’t guarantee a seat*) ​**What you’ll learn** * ​Core principles of systemic design (interconnectedness, leverage points, human-centered thinking) * ​How to map systems and uncover underlying dynamics * ​How to identify patterns and opportunities for intervention * ​How to move from complexity → clarity → action ​**Who this is for** * ​Designers who are tired of surface-level problem solving * ​People who jump to solutions (you know who you are) * ​Anyone curious about how ideas *actually* come together * ​Professionals who want to nerd out, experiment, and learn by doing ​ ​**Format** ​This is a **hands-on workshop**, not a lecture. Come ready to participate, think visually, and collaborate with others. We’ll have pizza and pop — come hungry :) ​ **Agenda** ​5:30 – 6:00 pm \| Arrival \+ settle in ​6:00 – 7:30 pm \| Workshop session ​7:30 pm onwards \| Stay back and connect **Location** ​Career Centre Lounge (Room 287), Rotman School of Management ​105 St. George Street, Toronto ​**In collaboration with Rotman’s Business Design Initiative (BDI)** ​Led by [Emma Aiken-Klar](https://www.linkedin.com/in/emma-jo-aiken-klar-phd/?utm_source=luma), with Service Design Drinks Toronto ([Shivika Sood](https://www.linkedin.com/in/shivika-sood/?utm_source=luma)), this session explores systemic design in a hands-on, practical way. [Service Design Drinks Toronto ](https://linkedin.com/company/sddtoronto?utm_source=luma)is a community of practice - a space to learn, experiment, and connect through service design in an open, accessible way.

Python Toronto is back! Join us for our May meetup at the **Thomson Reuters office at 19 Duncan Street, Toronto, ON M5H 3H1 on Thursday, May 21, 2026 at 6:00pm!** If you are interested in giving a talk, we'd love to have you! Please fill out this form – [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short, typically 5 to 10 minutes, and up to 20 minutes if you've really got something to say, and on any topic that would be interesting to a room of Python people. This can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community-oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot. **When / Where** * When: **May 21, 2026, 6:00pm to 8:30pm.** * Where: **Thomson Reuters Office - 19 Duncan Street, Toronto, ON M5H 3H1** Come early to enjoy **snacks** and **drinks** provided. **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

***Tickets must be purchased in advance!*** 🔗: https://www.eventbrite.ca/e/tech-week-toronto-ai-business-tech-finance-networking-event-tickets-1988794903092 Come join us at Tech week for Toronto AI,Business,Tech & Finance Networking Event to connect with Professionals and entrepreneurs. **Welcome to the Toronto AI, Business, Tech & Finance Networking Event!** Join us for an evening of Toronto Tech Week of dynamic networking, knowledge sharing, and collaboration right in the heart of Toronto. This in-person event will take place at **Oria On King** , a stylish high end venue perfect for connecting with like-minded professionals in the AI,Business, Tech, and Finance industries. Whether you're looking to expand your network, explore new opportunities, or simply engage with fellow enthusiasts, this event is the place to be. Meet and interact with some of the brightest minds in the industry, including entrepreneurs, innovators, and professionals driving the future of Business,Technology and Finance through AI-driven solutions. Don’t miss this chance to expand your horizons and make meaningful connections! **Event Highlights:** * **Networking Opportunities**: Connect with industry leaders, investors, and entrepreneurs shaping the future of AI, technology, and finance. * **Collaboration Opportunities**: Explore new ventures and partnerships in AI and finance technology by engaging with like-minded professionals. * **Cutting-Edge Trends**: Discover the latest advancements in AI technologies and fintech developments, and how they are transforming the finance,tech, and business sector. **Date & Location:** * **When**: Thur, May. 21st, 2025, 7:00 PM- 10PM * **Where**: Oria On King This exclusive event offers a golden opportunity to elevate your journey in technology and finance. Join us for an unforgettable evening of innovation, networking, and exploration. 🚀 #TechFinanceExpo #AIInnovation #NetworkingRevolution #FinTechConnect **Who Should Attend?** * **Professionals**: Expand your network in a vibrant and engaging environment. * **Job Seekers**: Discover new opportunities or connect with future employers. * **Recent Graduates**: Get insights from industry experts and build your professional network. * **Entrepreneurs & CEOs**: Forge new partnerships and exchange insights with other business leaders. * **Investors**: Find promising ventures and startups ready for investment. * **Project Managers & Startups**: Collaborate on new projects or recruit the talent you need. * **Media Professionals**: Connect with industry innovators and influencers. **Stellar Socials Experience:** At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience. This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations. **Join Our Community:** * **Instagram**: [@stellarsocialsbylimitless](https://www.instagram.com/stellarsocialsbylimitless/) * **Facebook**: [Stellar Socials by Limitless](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/) * **TikTok**: [@stellar.socials](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1) **Notice of Photography**: *Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organizers.*

Everyone is shipping "AI-powered" security. Almost no one is honest about where it works and where it guesses. This month, two DC416 organizers run the same fight from opposite corners. The Thursday talk frames it. The Friday workshop puts it in your hands. THE TALK Amir Hosseinpour covers offense. A year of pointing AI at real production code, plus everything DC416 has tried as a community. Where it actually finds bugs, where it just burns tokens and lies to you about it, and the scaffolding that gets any frontier model behaving the same way regardless of vendor. Cost numbers. The kind that make you reconsider whether that last scan was worth it. And an honest answer to when you should put the LLM down and read the code yourself. KC Udonsi covers defense. Most blue-team tooling was built assuming a human reads every alert. AI breaks that assumption in ways that are not obvious until something goes wrong. KC built his own AI-native breach detector and is running it live, in the room, against real attack data from a Wizard Spider emulation. Not a vendor demo. His own code, real data, in front of the audience. THE SPEAKERS Amir Hosseinpour — DC416 Co-Organizer Drives DC416's offensive AI experiments. Spends his weeks pointing frontier models at real production code, real CVEs, and real bug bounty surface, and writing down what actually moves the needle versus what just burns money. KC Udonsi — DC416 Co-Organizer CISSP. University of Toronto Computer Science. Co-creator of OpenSecurityTraining2's Vulnerabilities 1001 class. Inventor on a TD Bank patent for continuous verification and response platforms. Current focus: AI-native application security and where automation earns its keep on defense. DETAILS Date: Thursday, May 21, 2026 Doors open: 6:15 PM Talk starts: 6:45 PM Location: downtown Toronto, hosted by Stan **Cost: Free RSVP Here: https://events.defcontoronto.ca** WORKSHOP FOLLOW-UP Friday, May 22 — hands-on workshop, 10 AM to 3 PM, hosted by Palo Alto Networks downtown Toronto. Five hours, three mentors (Amir, KC, and Jeet). Build a red-teaming agent from scratch in the offense half, then flip sides and build the core of an AI-native breach detector in the defense half. Bring a laptop. AI access is provided. Only 50 spots available. **Cost: Free RSVP Here: https://events.defcontoronto.ca** SPONSORS Huge thank you to Stan, Palo Alto Networks, and White Tuque for making this possible.

Come meet your people! We're a loose crew of tech hobbyists, coders, tinkerers, AI nerds, Linux geeks, self-hosters, and general wizards of the weird and cool. No agenda, no slides, no sales pitches. Just good conversation over drinks. Pull up a stool, tell us what you're building, breaking, or obsessing over lately. We want to hear about your home lab, your AI experiments, your side projects, your rabbit holes. All skill levels welcome, curious beginner or grizzled sysadmin, there's a seat for you. **Drinks are on you. Good conversation is on us.** See you there!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Summer Session, Thursdays, June 4 - July 23, 2026, from 6 to 8:30pm ET **NAMI Family-to-Family** is a free, eight-week program for family members, caregivers, and partners of individuals living with mental illness. NAMI Family-to-Family provides information about anxiety, depressive disorders, schizophrenia, bipolar disorder, and other mental health conditions. Other topics covered include communication, problem solving, treatment, and recovery.