Connection To Source

This session interrogates the functional transition of ethical theory from academic discourse to industrial application. By examining the nuances of "on-the-ground" ethics, we will explore the pedagogical and structural methodologies required to move industry stakeholders beyond mere conceptual acknowledgement toward robust ethical activation. We will note the fiction between theoretical normative frameworks and the pragmatic constraints of the private sector. Ultimately, this discussion aims to identify how applied ethics can be effectively institutionalized within modern industry. About the Speaker: [Yoelit Lipinsky](https://www.linkedin.com/in/yoelitlipinsky/?originalSubdomain=ca), PhD, is a data ethicist at TELUS and has extensive experience in clinical ethics, including a position as a clinical ethicist at Providence Health Care. With a PhD in Healthcare Ethics from Duquesne University, her research focused on Catholic and Jewish bioethics. Previous roles include serving as a Mitacs Accelerate Postdoctoral Fellow in Ethics and Consent at The University of British Columbia, and as a clinical ethics fellow with the Provincial Health Services Authority and Providence Health Care. Yoelit also gained foundational experience as a clinical ethics student at Duquesne University, UPMC Mercy, and Squirrel Hill Health Center. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat here [to be posted]. About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

🪞 My Inner Mirror – Inner Alchemy Workshop Through Art Therapy 🎨 Immerse yourself in a unique and transformative workshop, blending artistic creation, meditation, and inner exploration. This guided introspective space will allow you to manifest your inner reality through art, shifting perceptions and strengthening your connection with your subconscious. 🌟 Why Join? ✅ Visually express your inner world and uncover its hidden messages ✅ Deepen your connection with your subconscious through guided meditation ✅ Use art as a tool for transformation and self-analysis ✅ Learn interpretation techniques to better understand your creations No artistic skills required – this workshop is accessible to everyone! 🧘‍♂️ Workshop Flow: 1. Breathing Exercises – Mental and energetic preparation for meditation 2. Guided Meditation – Activating the subconscious and awakening intuition 3. Mirror Drawing Creation – Representing your inner reality through art 4. Interpretation & Examples – Understanding the symbols and messages within your artwork 5. Sharing & Q/A – A space for discussion and guidance 📌 Required Materials: 🔹 Paper: Blank sheets (A4 or A3 format, no grid lines) 🔹 Artistic tools: Pencils, brushes, markers, or any medium of your choice ⏳ Duration: 2 hours 💫 Guidance: This workshop is led by Ludovic, exploring inner alchemy through yoga and art therapy. 🪞 Let your true essence emerge, observe your inner reflection, and uncover the secrets your subconscious wishes to reveal. ✅ Reserve your spot now and embark on this transformative journey! **✨ Join Our Wellness Community** More on [https://www.yogasource.org](https://www.yogasource.org)

Please RSVP on our [Eventbrite page](https://www.eventbrite.ca/e/owasp-toronto-march-2026-tickets-1984518199356)! **Mastering Application Threat Detection & Response: A Hands-On Workshop** Elevate your cybersecurity skills with this hands-on workshop as you dive deep into critical application security challenges. In this workshop, you'll work directly in the Contrast Security platform to: * Uncover hidden application-layer threats that bypass conventional defenses like WAFs, EDR, and CNAPP solutions. * Execute real-time threat detection and streamline your response with pre-built runbooks. * Neutralize active attacks with confidence * Defend against zero-day exploits with behavior-based threat detection. This workshop is designed for: * AppSec Professionals * Security Engineers * Software Engineers * DevOps/DevSecOps Professionals * SOC Analysts & Managers

**This in an interest list only post. If you wish to Join a Welland Wednesday Morning 9:30 am to 10:45 am** "Inner Peace" Qigong class with Hae Kwang Sunim - Please message Sunim at 416-797-7553. We need two more people! We need two more people : ) **Location - Merritt & Niagara St. Welland.** **Required:** **Contact Sunim to register (text 416-797-7553 or email to [innerpeaceqigong@icloud.com](mailto:innerpeaceqigong@icloud.com))** **Investment: Only $17.70 + hst ($20.00\*\*)** **Benefits of attending this class** ## 🌅 **Interest List Now Open — Wednesday Morning (9:30 am - 10:45 am) Inner Peace Qigong in Welland** We are forming a **small, weekday morning Inner Peace Qigong class** in Welland (max 7 people). If you’d like to be part of this new circle, please message Sunim to get on the **Interest List**: 📩 **innerpeaceqigong@icloud.com** 📲 **416-797-7553 (DM / Text Sunim)** Once enough participants are confirmed, we will set the start date together. All are welcome — no previous experience required. *** ## ✨ **What You’ll Experience in Each Class** Each 75-minute class includes: * **Soft Inner Peace Qigong** to release tension and emotional stress * **Zen & Heart Practice** (Mind Training) * **Experiential Qi Energy Infusion & Healing Instruction** * **Deep Conversation** * **Lying-down “Still Qigong”** for deep rest & nervous system reset * A peaceful closing that often leaves people feeling as if they are **floating out of class** This class is described by many as an **“ultimate stress reducer.”** *** ## 🌱 **Benefits People Often Notice** * Reduced stress, anxiety, and overwhelm * Deeper, more restorative sleep * Relief of chronic tension and pain * Improved balance, coordination & circulation * Enhanced emotional steadiness * A calmer mind and clearer presence * Stronger energy flow (Qi) and vitality * A deeper sense of inner connection and peace As Dr. Mehmet Oz shared on the Oprah Winfrey Show: **“If you want to be healthy and live to be 100, do Qigong.”** Inner Peace Qigong is a gentle, powerful way to nourish your **body, mind, and heart**. *** ## 📍 **Location** Near Merritt Rd & Niagara St, Welland (Exact address provided upon registration.) *** ## 💸 **Investment** **$17.70 + HST = $20 per class** Small group — **pre-registration required**. *** ## 📲 **How to Join / Interest List** To join the **Wednesday Morning Interest List** or to reserve a place for Tuesday evenings: Text: **416-797-7553** Email: **innerpeaceqigong@icloud.com** You will receive confirmation and directions. *** ## 🧘 **What to Bring** * Yoga mat (we have extras) * Small blanket or pillow if desired * An open heart Chairs, blankets, and mats are available. Please arrive a few minutes early to settle into the space. *** ## 💛 **A Quiet Space for Healing, Presence & Inner Life Training** If you feel called to: * Restore your energy * Quiet your mind * Learn powerful inner tools * Heal deeply * Grow in a small, loving community …this circle is for you. All are welcome — beginners included. *** ## 🕊 A Teaching from Sunim *“When the mind is quieted and trained, the brightness of True Self begins to shine through… the nervous system finally rests, and from this place, the body does not easily fall prey to disease.”* — **Hae Kwang Sunim** **We offer Qigong, Meditation, Zen, Breathwork, and Energy Healing classes designed to support nervous system regulation, stress reduction, emotional balance, and overall well-being. Reach out with any questions. DM Hae Kwang Sunim at 416-797-7553. You are welcome here!** **🌿🌿 Stay connected beyond our gatherings** **Between classes and events, we share reflections, short teachings, inspiration, and gentle reminders to return to presence, balance, and inner peace on Facebook and Instagram.** **You’re warmly invited to join us here:** **Facebook:** https://www.facebook.com/innerpeaceqigong **Instagram:** https://www.instagram.com/inner_peace_qigong What People Are Saying: "Hi Sunim, I hope you are staying warm in this winter weather. Just wanted to say thank you for the teachings yesterday. It’s beautiful how the universe works and provides just what you need. I was really struggling the few days before class. It felt as if I was in an internal tornado but paralyzed at the same time. I went through my tool box/Rolodex of practices but was still struggling to find that space, that space between thoughts. But through the offerings of your teachings and the space created by the community, I was able to add more tools to the tool box and felt guided and supported while doing so. So a heartfelt thank you to you and the community. The knowing that pain/challenges are our greatest professor if we allow it, becomes much more accessible when the light and love from others is shared in support of the journey. With love and gratitude" Tina G \* "I love love love the Qi blankets (practice)! This morning’s class was so beautiful and deep. Thanks Sunim and everyone in our beautiful sangha!" \- Coleen M

**NO PHILOSOPHY EXPERTISE REQUIRED!** **🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/KRy6VgwgGRm3hSGeYlAzDE), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:30-19:45 - People arrive and chat, get to know each other before the official start. * 19:45-19:55 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:55-21:15 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 21:15-21:30 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:30 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/KRy6VgwgGRm3hSGeYlAzDE) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Toronto Whatsapp](https://chat.whatsapp.com/KRy6VgwgGRm3hSGeYlAzDE) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $15 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://tally.so/r/81LP4A), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the official start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://tally.so/r/81LP4A) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Mississauga Whatsapp](https://tally.so/r/81LP4A) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

Millions of people dream about starting a business. Most never begin. 🙊 This meetup is for people who have been thinking about starting a business but feel stuck between ideas, fear, and too much information. In one session we’ll break the illusion of “perfect timing” and show how real businesses actually start — messy, simple, and much sooner than most people think. If you’ve been saying “I’ll start soon” for months or years, this event is your moment to finally begin. 🚀

🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/wzaj4vzy). RSVPs are intentionally closed on Meetup.👈🚨 https://luma.com/wzaj4vzy ​**$90 · TAX INCLUDED — LUMA RSVP + PAYMENT REQUIRED TO CONFIRM YOUR SPOT** To reserve your spot, please **e-transfer $90 to** 📧 **techtankto@gmail.com** ​Registration is **confirmed only once payment is received**. Please include your **full name + “Code Diversity Clay & Connection”** in the transfer note. ​Spots are limited and will be filled on a **first-paid, first-confirmed** basis. is. *** ​This winter, we’re doing something a little different. ​For International Women’s Day, join **CodeDiversity ×** [TigerBaby](https://www.instagram.com/tigerbabycc) for a cozy, hands-on **pottery + coffee social** designed for **women and non-binary folks in tech** who want to connect, slow down, and have some fun. ​Instead of our usual discussion-based meetup, this event is intentionally low-pressure and creative — a chance to step away from screens, work with your hands, and spend time in good company. ​We’ll spend the afternoon: * ​sharing coffee and conversation * ​getting our hands dirty with clay *(no experience needed)* * ​escaping winter isolation in a warm, welcoming space * ​making new connections — **without networking pressure** *** ​🧱 What’s Included ​Your **$90 (tax included)** covers: * ​A guided pottery workshop led by [TigerBaby](https://www.instagram.com/tigerbabycc) * ​All materials * ​Firing of your finished piece *** ​🕰 Schedule ​**11:00 – 11:30** Welcome + mingle — grab something to eat or drink ​**11:30 – 1:30** Pottery workshop ​**1:30 – 2:00** Clean-up + wrap-up ​📍 **Creeds Coffee Shop** *** ​[TigerBaby Coffee & Clay](https://www.instagram.com/tigerbabycc) is a Toronto-based creative brand rooted in slowing down, working with your hands, and finding joy in everyday rituals. Founded by siblings Sarah—a ceramics artist—and Thomas—a self-proclaimed specialty coffee nerd—TigerBaby brings together craft, care, and community. ​In this hands-on pottery class, you’ll create your own ceramic mug from start to finish using hand-building techniques. This workshop is beginner-friendly and designed to feel calm, welcoming, and unhurried. You’ll be guided through shaping, attaching a handle, and refining your form, with plenty of time to explore the process and make the mug your own. Quick reminders: * ​This event is intended for **women & non-binary folks** * ​No prior pottery experience required * ​Attendance is confirmed **only after e-transfer is received** * ​Please make sure your **RSVP name matches your e-transfer name** ​If you’re craving connection, creativity, and a softer way to mark International Women’s Day, we’d love to have you join us! **Important Notes for RSVPs** We’re introducing a few questions when you RSVP to help us manage space and ensure an inclusive environment: ​​**This is a space created to support people who are underrepresented in tech.** We ask **cisgender men** (men who were assigned male at birth and identify as male) to respect this and not attend. ​​**Photography & Video Disclaimer:** By attending this event, you acknowledge and agree that photographs and/or video recordings may be taken. These may be used for promotional purposes, including social media, websites, and other marketing materials. If you do not wish to be photographed or recorded, please inform the event organizer upon arrival. **Organized by TechTank** Let’s continue fostering diversity, inclusion, and innovation in tech—this month and beyond! **Join our vibrant community for the latest updates and continued discussions:** [https://linktr.ee/techtankto](https://linktr.ee/techtankto)

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.

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/Da9fZFxPfs **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.

In a diverse, fast-moving city like Toronto, it’s easy to be surrounded by people yet still feel unsure where to start when it comes to making new friends. As adults, our routines get full, circles get smaller, and meaningful connections don’t just happen by chance. That’s why our Fast Friending evenings in Toronto are created with intention — to give you a comfortable, welcoming space to meet others who are also looking for genuine friendships. If you’ve been wanting deeper connections but didn’t know where to begin, this is your place to start. **Book tickets now & save money -** [https://toro14thmarch.eventbrite.co.uk](https://toro14thmarch.eventbrite.co.uk) \*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account. EVENT COST: Early Bird - CAD$ 10 per person Regular Ticket - CAD$ 15 per person Cash at meetup - If you have not purchased your ticket in advance then you can pay CAD$ 20 cash when you meet Sonia at the venue. **Our venue for the evening** \- We have a reserved area where our members can meet each other in a supportive environment\. **Here’s how your evening will flow:** **7:00 PM – Welcome** Arrive at 7:00 PM and be welcomed by your host, Sonia, who will guide the evening and help with introductions. Feeling shy? Come a little early and she’ll ease you into small-group conversations. You’re also welcome to bring a lady friend along for free. **7:30 – 8:30 PM \| Fast Friending** Chat with a new attendee every 3 minutes, ensuring you meet a variety of like-minded ladies and gentlemen. **After 8:30 PM \| Open Mingling** Reconnect with those you enjoyed speaking to and continue meaningful conversations at your own pace \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 21 to 40 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a 'dating' group\. We are focused on helping ladies and gents meet other like minded ladies and gents\. You will generally find a good gender balance \(maybe not perfect\) at all our events\. **Why do we have tickets?** 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- You can contact our founder Dan on +447715705005 with any questions or ideas. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Here are some videos which will give you some guidance and comfort to make your attendance more productive.** Secrets for socialising at our meetups - [https://bit.ly/44ZdVwx](https://bit.ly/44ZdVwx) Making new friends -[ https://bit.ly/455TsWY](https://bit.ly/455TsWY) How to make people like you instantly - [https://bit.ly/3Vj5PeT](https://bit.ly/3Vj5PeT) Members review - [https://bit.ly/3yHfu6d](https://bit.ly/3yHfu6d)

Each week there is some recommended readings to be done before we meet. **Please see the attached schedule for this week's readings.** The Bible Timeline® study program takes you on a guided journey through salvation history. Presenter Jeff Cavins will show you how fourteen of the Bible’s narrative books tell the biblical story from beginning to end and will give you the keys to understanding the amazing story woven throughout Scripture. The Bible Timeline will teach you how to read and understand the entire Bible and introduce you to the wonderful narrative of Scripture in a way that will transform your life. The online material can be bought online through the link below (optional). However, each session we can share copies for you to have discussion questions in class and reading guideline for the next session. https://ascensionpress.com/products/the-bible-timeline-the-story-of-salvation-online-video-access

On March 14th, 2026, [AgentCon](https://www.linkedin.com/search/results/all/?keywords=%23agentcon&origin=HASH_TAG_FROM_FEED) lands in Toronto, bringing together developers, engineers, and innovators shaping the future of AI agents. Expect deep‑dive talks, hands‑on learning, practical demos and plenty of networking with the AI community. This isn’t just another AI event, it’s where builders meet to talk real code. ✅ Ready to build the future? Register Now: [https://lnkd.in/dX5AVXRw](https://lnkd.in/dX5AVXRw)

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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

This is an in-person meeting. Would you like to know the Real You, not just a shadow of yourself? Does your life energy feel somehow trapped within? Does your self-confidence get easily shaken? Do you get in the way of your own goals? We will discuss the real source of all this, what holds you back in life, and how to handle it so you can achieve more successful and happier living. Perhaps you get weighed down with negative emotions you can't seem to shrug off. Or find yourself doing strange and irrational things - not really being yourself. We will cover why that is and tools that work to help you unearth your self, your self-confidence and motivation. This meeting will help you learn about how to effectively overcome: -Out-of-control unwanted emotions -Low self-esteem -Anxiety -Negativity -Stress -Irrational fears -Traumatic or painfully emotional incidents -Breakups -Betrayals -Feeling like you're not really yourself -Self-doubt... We will discuss how to unleash the inner you and tap into your true potential. So come to this online meetup! This meeting is sponsored by the Hubbard Dianetics Foundation of Central Ohio

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

Come attend a free in-person seminar where you will find out why you: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way And we cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

**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

Feeling down? Sometimes depressed? Can't focus? Negativity & stress? Recent losses? Creativity in career and personal life hindered by mental blocks? Sometimes we never fully recover from traumatic experiences. Whether it was yesterday, last week or a year ago, traumatic experiences - a loss of a loved one, losing a job, a breakup - can leave you scarred. You talk about it and feel a little better, but it never goes away. After you hang up the phone, it's still there; the sadness, the cloud, the over-thinking, the worry, the guilt. You try to focus, but you're blocked. You try to look forward into new experiences, new relationships but a cloud is hanging over you, casting a shadow on what you once considered a bright, cheerful future. What happened to your courage? Your strength of character? You're 'why not' attitude? Whoever said 'time heals' must have had a special time machine, because after weeks, months, years, you're wondering - when exactly does that kick in? Sometimes it seems like drinking or drugs are the way to go. But they wear off, and now the problem is still there with added side effects from the drugs. At this free local Meetup event we will talk about: * What causes grief, anxiety and depression to become chronic. * Is it possible to regain your joy and happiness even after traumatic experiences? * How to break away from negativity and focus on the future * What are the steps to take to get control of your mind and your emotions? Learn about a safe, gentle, do-it-yourself counseling that can be done in the comfort of your own home. Let's explore safe, effective solutions for healing from traumatic experiences. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is sponsored by the Dianetics & Scientology Life Improvement Center.