Singularity

**This is a ticketed event. Please register at [this link](https://luma.com/tndnx2o9).** Giles Edkins looks into what we know about the alignment and cyber capabilities of Claude Mythos Preview. ​​​**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).

This spring, we’re bringing you an evening dedicated to the songs that help us carry on. Join the **SingTO Community Choir** for an evening that celebrates the power of connection, the strength of community, and the simple joy of singing together. Our spring concert, ***Lean On Me***, is a musical journey through some of the most iconic songs of support, hope, and resilience. **The Music** From the quiet, reflective harmonies of *The Sound of Silence* and *Imagine* to the soaring, cinematic energy of *Circle of Life*, our repertoire is designed to lift the spirit. We’ve balanced these "soul-food" classics with moments of pure, unadulterated fun—yes, you can expect everything from ABBA’s *Thank You For the Music* to a high-energy rendition of *I Want It That Way*. **Why Attend?** SingTO is more than just a choir; we are a community that believes in doing hard things together and supporting one another through every note. Whether you’re a long-time choral fan or just looking for an evening of local culture and good vibes, there is a seat for you here. Conductor: Dan Bickle Pianist: Carol Ross-King Tickets: $15 at the door or on [Eventbrite](https://www.eventbrite.ca/e/lean-on-me-an-evening-of-choral-music-with-singto-community-choir-tickets-1987020214952)

Hi Everyone, Join us for May's Toronto IAM Community Meetup. Pls ensure you register at this form: (form will be removed at reg deadline) Only attendees registered via the google form: (form removed as registration is now closed) will be admitted into the venue. Registration deadline is May 6, 2026 at 5pm Est. AGENDA **5:30pm -** Doors open **5:45pm -** Welcome by Toronto IAM **6:00pm -** Talk #1: Inside the 47 Day Certificate Mandate: What Security Leaders Need to Know. **6:40pm -** Break **6:50 pm -** Panel on: "IAM Leaders Panel "Identity in the age of AI", with Julien Boninfante, Strategy Advisor at Questrade, Jerry Liang, Sr Manager, IS and IAM, Zebra Technologies and AVP of CIAM at a Canadian Bank **Abstract:** As AI systems become agentic—able to decide, delegate, and act independently—identity is no longer just about access but about accountability, authority, and trust at machine speed. This panel brings together identity leaders to challenge today’s assumptions, debate what’s hype versus real architectural shift, and explore where existing identity guidance breaks when agents start acting on our behalf. Through sharp, opinion-led questions on delegation, standards, continuous decisioning, and auditability, panelists will surface the principles and industry changes that will matter most in the next 12–24 months. **7:30pm -** Network **8pm -** Event and attendees exit venue Have a great day, An

🌎 Let’s Talk! Spanish & English Exchange Ready to brush up on your language skills and meet some awesome new people? Join us for a relaxed evening of conversation! Whether you want to dive deep into cultural differences or just chat about your week, all topics are welcome. 🥤 Supporting Our Venue We are lucky to have a great spot reserved for us at the bar! To help us keep our group spot and stay in the bar's good graces, **please make sure to purchase at least one drink or snack.** It’s a small way to say "thank you" to our hosts for letting us take over their space! 📝 The Details • What we’ll do: Practice Spanish and English in a friendly, low-pressure environment. • What to bring: Your best smiles, good vibes, and a basic foundation in either language to keep the convo flowing. • How to find us: If you don't see us right away, just ask the waitress or shoot the organizers a message via the Meetup app. ❤️ Keeping the Magic Alive This event is totally free to attend! However, **we do accept small donations to help cover our organizing costs and keep these fun gatherings happening.** Anything is appreciated! See you there! ¡Nos vemos!

Please contact event host, Christopher, for the event location at christopher.tyrrell@ymail.com [Note: "ymail" is correct. This is not gmail]

**Join us for an awesome Dinner, Karaoke and Dancing** **Fun friendly group**

Twist Gallery and Dreams Tree Community Investments and photography by Ryan Bolton and Yuma Dean Hester! With no fixed itinerary, we traveled north through Northern Alberta into the Rockies. We then ventured into the Yukon and the Northwest Territories in pursuit of the Northern Lights. What began as a road trip became an exercise in listening and being present. Along the way, we met with Elders, Chiefs, and storytellers whose histories are inseparable from the land. Conversations about memory, responsibility, and continuity — reminders that these landscapes are not empty expanses, but living territories shaped by generations of knowledge and care. Before Borders reflects on what it means to cross provincial lines while recognizing deeper, enduring boundaries that predate them. The work considers travel not as an escape, but as an exchange — guided by those who have called this land home since time immemorial.

Singles Dance Party + 40 crowd **Saturday May 9th** 7.30pm -12.30 **The Grand Luxe Ballroom** **3125 Bayview Ave** Join us for a fabulous a Saturday night of Dancing & Romancing . We have a great DJ playing all your favorite tunes from the 70’s to the present. It’s your opportunity to mix, mingle, enjoy a few dances and meet some new friends. You can dance the night away on their big dance floor. Please, no running shoes or jeans. The cost is only $20.00. 416- 236- 8222 Free Parking. Hope to see you then! Peter and Diane Singles Dance Party + 40 Crowd

你有没有试过，让 AI 替你读一本书？ 十秒钟，梗概有了。 一分钟，重点也有了。 再问几句，它还会解释、比较、反驳。 很方便。也有一点可疑。 一本书，只看 AI 总结，算读过吗？ 工具书也许可以。 小说呢？传记呢？ 那些在某一页突然停住的时刻呢？ AI 能说出《悉达多》讲了什么。 哪一句会在你心里留下来，只有你知道。 **第一期「AI双面圆桌派」，我们聊：** **当 AI 可以总结、解释、陪读、反驳一本书时，人还为什么读书？** 我们该读得更多，还是读得更慢？ 我们和三位嘉宾一起，聊几个问题： * AI 眼里的重点，是我的重点吗？ * 读得快，会不会只是更快地产生“我懂了”的错觉？ * 哪些书可以交给 AI 先读？ * 哪些书，还是要自己慢慢读？ * 故事、共鸣、经验，算不算知识？ 两个小环节： * AI 帮我省下一小时。 * 我用 AI 搞砸的一件事。 带着问题来就好。 不用先有答案。 ***嘉宾介绍*** Anna，深耕北美市场营销与中国科技，互联网产品出海，腾讯，IDG投资的企业级AI软件小鹅通elink加拿大负责人，专注企业增长与数字化转型。 * 主导多个品牌北美市场进入与增长项目，实现从0到规模化增长 * 推动小鹅通eLink在加拿大落地，赋能企业私域与数字化转型 * 深度连接中美加商业资源，搭建跨境合作与行业生态网络 Swan, 加拿大注册会计师（CPA），7年审计经验，横跨财务审计与运营审计。曾先后任职于加拿大知名会计师事务所、五大银行，及政府审计部门。拥有横跨三类组织的审计实务经历，擅长从财报中梳理逻辑、发现问题，并快速理解运营流程、防范风险。作为误闯创业群的一名风险“守门员”，习追问，习惯质疑，抽丝剥茧，追本溯源。也是夹缝中生存的打工人，探索如何用AI杠杆减轻负担、加速成长。 张英锋，QHOW Technology 创始人，科技教育与知识传播实践者，长期关注 AI 时代的学习方式与认知模型重构。曾获知乎“2014 年度新知答主”，在科学、数学、教育、历史等领域创作 160 多篇回答和文章，累计阅读超过 3700 万，拥有 26 万关注者。在本场圆桌中，他将从一个略带“反方”的角度讨论 AI 阅读：AI 总结带来的，究竟是真正的知识，还是一种“我已经懂了”的幻觉？他关注的问题是，当 AI 可以快速提炼一本书时，人如何避免停留在叙事共鸣中，而是真正把阅读转化为理解、输出与解决问题的能力。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds 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! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

Hello everyone, Plan to join us for a great day to mix, mingle and **Bowling!** \*Joined by my other groups to so we can anticipate a terrific turn out. \*Event details below \-\-\- **Location:** **Play Time Bowl** 33 Samor Rd, North York, ON M6A 1J2 **Free Parking** found all around the location \-\-\- Sincerely, Steve Flemming Organizer/Host [meetup.com/soulcity/](http://meetup.com/soulcity/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Details:** **SATURDAY NIGHT BOWLING with SINGLES and FRIENDS!** **(Saturday May 9th)** -A fun, well organized event with lots of socializing, mingling and of course ten pin bowling! -This event is totally co-ed for all levels and all ages -Bring along your friends if you like or come on your own; either way always a great time \*Dinner menu available too (Optional) -Free Parking as well all around the venue \-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 40 dollars (Includes Social Mixer, 90 minutes of Bowling, and then more mingling after (optional) Also includes HST & Shoe Rental in the price) \*Cash only when you arrive or by e transfer in advance: **[steveflemming11@gmail.com](http://steveflemming11@gmail.com)** \*10 dollars if you wish to just take part in the (pre and/or after) mix/mingle party but not the bowling \-\-\-\-\-\-\-\-\-\-\- **Please arrive between 5:00 pm & 5:40 pm**-so I can secure lanes for everyone (You will see me (Steve Flemming) (and the group) when you walk in through the front entrance in the main bar/seating area \*We will have time to introduce ourselves and get to know each other before we begin the bowling :) \-\-\-\-\-\-\-\- **Friendly Reminders:** Located just south of 401 and just off of Dufferin (on west side) \*Parking is Free (located on both sides of building) Closest subway station is Yorkdale Mall -10 minute walk from the mall subway station \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**\*NOTE\* Our main meetup group for in-person events is Toronto Intuitives.** Join your community of fellow Intuitives and MBTI nerds for a casual evening of engaging conversation. We get together every second Sunday – with a mix of regulars and new friends. There is no fee to attend, though we ask that you support the venue by ordering something to eat or drink. **Feel free to contact event host B. via Facebook/Meetup messenger, or text/call 416-712-8635 for directions**. About the venue: The Pint Public House Nearest Subway: Union Station Map / Directions: https://maps.app.goo.gl/G5GfXDSQXeifJ5ot5 We make an effort to find pubs that are quiet and introvert friendly, with a section to ourselves. We make no effort to muffle our extroverts, but should they get out of hand, our resident INTJ will use their death stare, to pull them back in line.

Join us for our in-person Saturday critique session! We'll be meeting in the basement of **The Blake House**, which is located near Wellesley and Jarvis, about a 10-minute walk from Wellesley Station or Sherbourne Station. **In respect to the Blake House for hosting us, we humbly request that attendees purchase a meal, dessert, or drink if you are able to do so.** Feel free to bring in a piece of writing up to **2000 words** for reading and critique. Please bring paper copies so that listeners can easily follow and make notes. Dedicated listeners are equally welcome. In larger groups, please be mindful of giving everyone a fair chance to speak. Our group values and meeting structure can be found here: [https://www.torontosffwriters.com/sff-writer-rules-and-guidelines](https://www.torontosffwriters.com/sff-writer-rules-and-guidelines) We ask that writers provide content warnings when necessary. To limit the spread of diseases, we kindly ask that you stay home if you're feeling sick. We will be here every week! **\*\*We support the hard work and effort that goes into writing fiction, and do not condone the use of AI to replace the creative process.\*\*** And, that's everything! See you there!

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

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

Meet new people and mix it up with other singles for a fun night out with great vibes and good times. Looking to meet new people in a fun, relaxed, and elevated setting? Join us for a **Columbus Singles Mixer at Bodega** — the perfect way to connect, flirt, and spark something new without the pressure of traditional dating apps. Whether you're newly single, tired of swiping, or just open to meeting quality people… this is your vibe. ### 💫 What to Expect: * A curated group of singles (Ages 30/40/50's) * Icebreakers + conversation prompts (no awkwardness) * Music, great energy, and a stylish venue * A welcoming, social atmosphere to mix and mingle * Optional guided connection moments to help you actually meet people ### 🍸 The Experience: This isn’t speed dating. This is a **social, organic mixer** designed for real conversations, chemistry, and connection. Come solo or bring a friend — either way, you’ll leave having met new people. ### 🎁 Perks: * Giveaways + fun surprises throughout the night * Exclusive invites to future LUV TALK events ### ⏰ Event Details: 📍 Location: Bodega, Columbus 📅 Date: SATURDAY, May 16th ⏰ Time: 6:00 PM – 8:00 PM 👥 Ages: 30/40/50's ### ⚠️ Important Notes: * Limited spots to keep the experience intimate * Balanced ratio of men and women * Tickets must be purchased in advance ### 💌 Ready to Join Us? Spots will go fast — secure yours now. Have questions? DM us on Instagram @myluvtalk

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

💌 **Online Speed Dating for Columbus Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Columbus singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

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)

💌 **Online Speed Dating for Indianapolis Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Indianapolis singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.