Virtualization

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.

Exciting things are happening tonight 🎉 Our **AWS Student Builder Group** is hosting a workshop: **Simple Ways to Integrate AWS Technologies Into Your Hackathon Project** and you're not going to want to miss it. We'll be walking through AWS Cognito, DynamoDB, Amazon S3, and AWS Amplify. Come build something great with us and walk away with the skills to win 🚀

(Inside Malang bar & Lounge) 🎟 $15 Admission — includes shared pool table access 🧑‍🤝‍🧑 Open to all! Limited to 35 attendees – secure your spot now! 🗓️ Every Sunday, 7:30 PM 📍 918 Dundas St E Unit C2/C3, Mississauga, ON L4Y 4H9 🤝 Curated networking activities for easy connection Forge meaningful bonds and expand your network at our vibrant community gathering! This isn't just another event; it's an opportunity to connect with like-minded individuals in a relaxed and inspiring atmosphere. Imagine an evening filled with engaging conversations, shared laughter, and the beginning of powerful new collaborations. You'll discover fresh perspectives, unlock potential opportunities, and strengthen your professional and personal circle within the Synergy Hub community. Don't miss out on crafting unforgettable moments and building your invaluable support system. For added fun and easy ice-breaking, attendees will have access to shared pool tables, creating a casual and interactive way to connect throughout the evening. • Expand your professional and personal network • Discover potential collaborations and opportunities • Gain fresh insights and diverse perspectives • Strengthen your sense of community and belonging Come for the connections. Stay for the community. Leave with lasting relationships.

**Mother’s Day Cacao Ceremony & Light Body Expansion Activation** *Life Force + Light Language Experience* **May 10** This Mother’s Day, step into a sacred space of deep nourishment, activation, and expansion. This immersive experience is guided through the principles of **Light Body Expansion**, working with **Life Force energy** and **Light Language** to awaken your energetic field, open your heart, and support profound inner alignment. We begin with a ceremonial cacao ritual—an ancient, heart-opening practice that gently softens the body and invites you into a state of presence and receptivity. From this grounded space, you’ll be guided through Life Force activations that help clear energetic blockages, restore flow, and awaken vitality within your system. As the journey deepens, Light Language transmissions move beyond the mind—working on a cellular and energetic level to activate remembrance, elevate your frequency, and expand your light body. This is a space to slow down… to receive… to reconnect. A space where healing happens naturally, and expansion unfolds with ease. Whether you are celebrating yourself, honoring your lineage, or connecting to the essence of the Divine Mother, this experience invites you into deeper love, clarity, and embodiment. Come as you are. Leave feeling open, activated, and aligned. [Book your spot here ](https://lightbodyexpansion.com/class/5)

OTHER CAFE POLICIES 1. There is an entry fee of $6/person + tax during weekdays (MON - THU excluding holidays) and $8/person + tax on weekends and holidays. 2. As a cafe we offer coffee and other beverage options. We would greatly appreciate that you not bring outside drinks into the store. 3. We also offer pastries baked in house, light fare, and some pre-packaged snacks. We permit you to bring food options from the other businesses in the plaza (Henry's Fish & Chips, Vito's Pizza) to support our neighbouring, small businesses. 4. Be considerate of other guests when selecting games from our library and limit the number of games you bring back to each table to two (2) at a time. 5. You are welcome to bring your own games to use in the cafe, but LVLUP GAMES is not responsible for lost, stolen, or otherwise damaged games/components As a general meet up rule (since the cafe has limited seating), it is of the utmost importance that if you plan on attending you sign up for the event. Likewise, if you are unable to make it, kindly mark that you will not be coming so your spot becomes available for another person. We appreciate your understanding and cooperation. Hope to see you soon!

Join us for a cozy Sunday afternoon of nut-milk tea, vegan treats, and easy conversation at **NUTTEA Toronto**. This is a **monthly, small-group meetup** designed for people who enjoy a calm pace and an intimate setting—think **tea shop vibes**. Whether you’re coming solo, bringing a friend, or simply looking for a relaxed way to meet other plant-based folks (and plant-curious folks!), you’re in the right place. You don’t have to be vegan to attend—everyone is welcome. Just note that NUTTEA is **100% plant-based**, so everything on the menu is vegan and delicious. ✨ **Spots are limited** to keep the gathering comfortable, so if your plans change after RSVPing, please update your RSVP so someone else can join. 📍 Venue **NUTTEA Toronto** 637 Bloor Street West NUTTEA Menu: [https://nuttea.net/](https://nuttea.net/) We’ll be sipping their signature **nut-milk teas** and enjoying baked goods from **Bad Attitude Bread**—one of Toronto’s favourite vegan bakeries. Expect a warm, relaxed atmosphere and the perfect setting for a long, unhurried chat. 📅 Event Details **Sunday, May 10, 2026** **1:00 PM – 3:00 PM** No cover charge — just please support our host by purchasing a drink and/or treat. ✨ What to Expect • A small, friendly group • Cozy nut-based teas, lattes, and vegan pastries • A relaxed, sit-down meetup made for conversation • A welcoming space for both regulars and first-timers • A calm Sunday afternoon vibe on Bloor Street ☕ How it works Come in, grab a drink or snack, and settle in. We’ll have **name tags** to make intros easy, and the rest is simple: chat, connect, and enjoy. Conversation can be anything from: • favourite vegan spots in Toronto • recipes and food finds • plant-based living (or curiosity about it) • travel, work, hobbies, books, life stuff • animal rights, sustainability, or whatever’s on your mind No pressure, no agenda — just a cozy place to meet good people ❓ Questions? Message the event hosts anytime — we’re happy to help.

**Mother’s Day Cacao Ceremony & Light Activation** *Life Force & Light Language Experience* Step into a sacred space of deep nourishment, connection, and heart awakening this Mother’s Day. This intimate experience weaves together the ancient medicine of cacao with powerful Life Force and Light Language activations to gently open your heart, elevate your frequency, and reconnect you to your inner essence. Through guided intention setting, a ceremonial cacao journey, and energetic activations, you’ll be supported in releasing what no longer serves and embodying a deeper sense of love, clarity, and expansion. This is a space to soften, receive, and remember. Whether you are honoring yourself, your lineage, or the essence of the Divine Mother within, this experience invites you into a profound state of presence, healing, and activation. Come as you are. Leave renewed, open, and aligned. [Book your spot here ](https://lightbodyexpansion.com/class/5)

You’re invited into a deeply nourishing and expansive experience this Mother’s Day—an opportunity to reconnect with your heart, your energy, and the wisdom within your body. This sacred gathering is rooted in the teachings of **Light Body Expansion**, working with the intelligence of **Life Force energy** and the multidimensional frequencies of **Light Language** to support profound healing, activation, and inner alignment. We begin with a ceremonial cacao journey—an ancient heart-opening medicine that softens the body and gently guides you into a state of receptivity. From this space, you’ll be guided through powerful Life Force activations designed to awaken your energy field, release stagnation, and restore natural flow within the body. Through Light Language transmissions, we move beyond the mind—working directly with your energetic system to activate remembrance, elevate your frequency, and support expansion on a cellular and soul level. This experience is not just something you attend—it’s something you feel, embody, and integrate. Held in a sacred and supportive container, this is your space to slow down, receive, and reconnect with the essence of who you are. Whether you are honoring yourself, your lineage, or the Divine Mother within, this journey invites you into deeper love, presence, and expansion. Come as you are. Leave activated, open, and aligned. [Book your spot here](https://lightbodyexpansion.com/class/5)

🎁 FREE GIFTS DAY – Holistic Therapies School 🌿 Monthly FREE Open Doors Event You are warmly invited to our monthly GIFT DAY, a unique opportunity to explore the latest Global Trends in Holistic Therapies — absolutely free! ✨ Event Theme: “New Trends in Holistic Therapies Worldwide” Join our circle of practitioners and enthusiasts as we exchange insights, experiences, and emerging methods in healing and personal growth. You're welcome to share your own experience too! 🌸 Program Highlights: – Welcome Circle & Discussion with High Tea & Healthy Snacks – Gentle Slow Flow Movement – Soft Energy work and goal manifestation – Group Inner Teacher Meditation 🎁 At the end, you could WIN one of our special FREE GIFTS: • 🌙 Personal Archetypal Psychotherapy Session (Dreamwork & Symbol Integration) • 🔥 Personal Reiki Energy Support (Aligned to your goals) • 🌀 Shamanic Goal Activation Session (Using power artifacts) • 🧬 Reiki Attunement Level 1 (Advanced Runic Reiki – Yggdrasil System) • 🔮 Tarot or Taoist I Ching Reading • ❤️ Love or Business Constellation Session • 🧪 Psychic Alchemy Session (Constellation + Homeotherapy) 🎟️ Participation is FREE You may bring fruit or snacks for our tea table if you wish. Feel free to invite friends too! 📌 Spots are limited – registration is required. 📲 To reserve your place, message us at: WhatsApp: +1 437 606 6502 Telegram: t.me/AndyTherapist 🌐 Website: www.psitrends.com 📍 Location: Downtown Toronto, near Rogers Centre, 10 Navy Wharf (exact address provided after registration) Let’s create a day of insight, connection, and healing together! 🌟

This Mother’s Day, you’re invited into a sacred space of nourishment, connection, and deep energetic renewal. Join me on **May 10** for a heart-opening journey into **Life Force (Kundalini) Activation & Light Language Transmission** — a powerful experience designed to awaken your inner energy, expand your light body, and reconnect you with your essence. We will begin with a **gentle CACAO ceremony**, allowing you to soften, open the heart, and set intentions in a grounded, sacred way. From this space, you’ll be guided into a deeply immersive **activation journey**, where you simply lie back, receive, and allow your body’s innate intelligence to move energy, release what’s ready, and realign you from within. This experience may support: • Emotional release & heart opening • Nervous system reset & deep relaxation • Activation of your life force energy • Expanded states of awareness & inner clarity No experience is needed — just come as you are. This is a beautiful opportunity to honor yourself, your mother, or the feminine energy within and around you. Come alone or share this experience with someone you love. **May 10 — Mother’s Day Special** A space to receive, soften, and expand. [Book your spot here](https://lightbodyexpansion.com/class/5) With love, Radia

**An opportunity to serve the homeless and those at risk as a group.** During this session, we will be helping with preparing breakfast and serving. *We have a great time serving together, lots of good energy and smiles.* **Only 2 spots are available. If you sign up, please do so with the intention of attending, as the organization relies on our numbers for planning.** We will send a reconfirmation message closer to the date, and if any spots become available, we will reach out to those on the waiting list. When you arrive at Reception, the staff will guide you to the volunteer room, where you can place your belongings in a locker and meet the group. Before attending, please review and complete the Toronto Joy waiver form: [https://forms.gle/1fsK9vYz6b6yDdeBA](https://forms.gle/1fsK9vYz6b6yDdeBA) Below are simple guidelines from the Ministry on what to wear, safety, etc.: [https://docs.google.com/document/d/1piAyloECv9YUDkPJuoJBdCmh3x8n1un1rGvJSFIkbs4/edit?usp=sharing](https://docs.google.com/document/d/1piAyloECv9YUDkPJuoJBdCmh3x8n1un1rGvJSFIkbs4/edit?usp=sharing) Good to know: * Closed-toe shoes are required. * Tie back long hair; minimal jewelry. * Please arrive by **8:30 AM** at the latest so we can plan who will be doing which roles and begin together. If you can’t make it due to an emergency, please message me as soon as possible 🙏 Grateful to serve alongside you.

Archetypal Coaching — Activate Your Goals with Ancient Wisdom Ready to energize your goals and gain clear direction? In this weekly meetup, we work with powerful archetypes from ancient traditions to align your intention, sharpen your strategy, and ignite real momentum. 4 Sessions Per Month Tap into the power of 4 ancient traditions: • Egyptian — Strategic clarity & long-range vision • Scandinavian — Decisiveness & breakthrough energy • Greek — Harmony, inspiration & personal charisma • Sephirotic (Kabbalistic) — Deep integration & energetic anchoring. Each 90-Min Session Includes: • Group energy alignment (20 min) • Personal goal setting in the energy of the week’s tradition (20 min) • Group activation & anchoring (20 min) • Personal alanyses, archetypal insights & support circle (30 min). What You’ll Gain: ✓ Mental clarity & motivation ✓ Energetic support for your path ✓ Clear, inspired next steps ✓ A deeper connection to purpose. When: Every Sunday afternoon 4-6pm Fee: $50 CAD per session (Limited spots available) Facilitator: Andrey Litvinov — Business Coach, Psychotherapist, Grand Master of Reiki Yggdrasil To Reserve Your Spot: Pre-registration required via WhatsApp or Telegram Message: t.me/AndyTherapist WhatsApp: +1 437 606 6502

🎨🏙️ **GRADEX 111 – OCAD UNIVERSITY ART EXHIBITION & SOCIA**L 🏙️🎨 Emerging Artists, Creative Energy & A Cultural Hangout If you want to feel inspired, this is the kind of event that does it. Join us for GradEx 111 at OCAD University — Toronto’s largest free art and design exhibition, featuring work from over 800 graduating artists and designers. This is a chance to step into the next wave of creativity — exploring everything from painting and photography to design, installation, and experimental work, all in one space. It’s vibrant, it’s varied, and there’s always something that catches you off guard in the best way. This is not a formal tour. It’s a social outing — come explore, react, and experience it together. 👉 📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd) *** 🚶‍♂️ **What We’ll Do** We’ll meet outside and head into the exhibition together, spending about 1.5–2 hours exploring the different displays across the building. You’ll have time to move at your own pace, take it all in, and check out the wide range of disciplines on display. **There’s also:** 🎓 Student work available for purchase 🏅 A special medal-winning exhibition in the Great Hall 🛋️ An alumni lounge space Afterward, we’ll head out to find a nearby spot for drinks or food and keep the conversation going. You’re welcome to join or head out whenever you like. *** 🎨 Vibe & Expectations This is a relaxed, low-pressure event — no art expertise needed. Just: ✔️ Curiosity ✔️ Openness ✔️ A willingness to explore Also — this is NOT a guided tour. It’s about experiencing the exhibition in your own way, while being part of a social group. *** 🧢 Meetup Details 📍 Meetup Location: Corner of Dundas St W & McCaul St (AGO side) 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 11:00 AM I will only wait 5 minutes. Early is on time. On time is late. We’ll head in promptly. End Point: Back at the starting location *** 🎟️ Meetup Fee: $5 cash in person or e-transfer to 📧 **mathewmaclean@hotmail.com** The exhibition itself is free. This fee helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 *** 🎒 **What to Bring** Water Comfortable shoes (we’ll be on our feet) Curiosity and an open mind 🎨 Optional: cash/card for food & drinks afterward *** 🌈 **Who Is This For?** This group is open to anyone who wants to be social and make friends — whether single or not. **We also host:** 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings There’s always something happening. *** **REMEMBER:** You’re welcome to just show up on the day if you’re unsure about your schedule. And as always, sometimes plans shift and events may need to be canceled — please keep an eye on updates. *** 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 torontomoviesandoutings@hotmail.com Come for the art. Stay for the conversation. Leave feeling inspired by what people are creating right now. 🎨✨

We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

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

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

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.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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.

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)