Applied Statistics

**THIS WILL BA A BI-WEEKLY EVENT TO CHAT, LAUGH, AND GET TO KNO**W EACH OTHER. NO PRESSURE TO ATTEND - JUST VISIT OR DROP IN...(members only please) ***Be kind and rsvp so that the host knows how many tables to save.*** **Anyone that is not a member will be asked politely to leave and apply to TSSC if they so choose.** SINCE WE ARE BOOKING THE PB PLEASE SERIOUS RSVPS ONLY. THANKS A BUNCH! Bring yourself and your sense of humor. The group can decide it's own agenda of chat after a few meetups. I know it is difficult NOT to talk about politics or religion, but we are a social group whose premise is fun! As tempting as it can be, please restrain and stick to topics less heated. SEE **YOU AT 2PM.**

## **🗺️ Event Location** The event is at the **OneEleven Co-Working Space** located at 325 Front St W, 4th Floor, Toronto, ON M5V 3S9 ## **Imagine data pipelines that manage themselves.** The global BUILD conference is coming to Toronto, bringing the latest in data engineering directly to you. This isn't a lecture—it's a hands-on, heads-down working session where you will master the next generation of the Data Cloud. Join us for an evening where you won't just watch a demo; you'll roll up your sleeves and build a complete **multi-stage data pipeline** from scratch. We will use **Snowflake's Dynamic Tables**—the declarative approach to continuous data transformation—to create a system that automatically handles dependency mapping, scheduling, and data refreshes. Whether you're a data engineer, analytics engineer, or SQL enthusiast, this is your fast track to eliminating orchestration code and deploying robust, low-latency data products. ## **⚡ What We're Building** * **A Self-Managing Analytics Pipeline** 🔄 We are moving beyond traditional batch jobs and complex external schedulers. You will use **Dynamic Tables** to build an end-to-end workflow—from raw data to an analytics-ready fact table—while Snowflake automatically orchestrates every refresh. You'll walk away with the code and the know-how to deploy production-ready pipelines with unprecedented speed and simplicity. * **The Complete Pipeline Stack** 🛠️ You will get hands-on experience building a real-world data architecture: * **Raw Data Ingestion:** We'll set up your source tables and understand how Dynamic Tables detect upstream changes. * **Multi-Stage Transformations:** We'll create intermediate staging layers with declarative SQL—no DAGs, no schedulers. * **Analytics-Ready Fact Tables:** We'll build the final consumption layer and configure refresh policies for low-latency delivery. * **Monitoring & Observability:** We'll explore how to track pipeline health, refresh history, and data freshness. ## **📅 Agenda** We are running the **"Building Self-Managing Data Pipelines"** track. We will have expert TAs from Snowflake and the community on-site to help you debug and build. * **5:00 PM:** Doors Open, Registration, Food & Networking * **6:00 PM:** **Welcome & Core Concepts** – Why Dynamic Tables Change Everything * **6:30 PM:** **Lab Part 1:** Environment Setup, Raw Data Sources & Your First Dynamic Table (Modules 1-3) * **7:30 PM:** Short Break * **7:45 PM:** **Lab Part 2:** Multi-Stage Pipelines & Building Analytics-Ready Fact Tables (Modules 4-5) * **8:30 PM:** Networking & Social * **9:00 PM:** Event Ends ## **👥 Who Should Attend?** We designed this session to be accessible yet deep. * **For Beginners:** If you are new to data engineering or Snowflake, don't worry. We provide a step-by-step manual and have experts in the room to guide you through every line of SQL. You *will* leave with a working pipeline. * **For Experts:** If you are already a pro with dbt, Airflow, or traditional ETL, the lab provides the perfect sandbox. You can race through the basics and spend your time experimenting with refresh policies, incremental patterns, and pushing the limits of declarative pipelines. ## **💻 Prerequisites** This is a working session! To participate and earn your badge, please bring: * **Your Laptop:** Fully charged (stable Wi-Fi provided). * **That's it!** We will provide a Snowflake trial account and all necessary data during the session. ## **🎟️ Secure Your Spot** Spaces are strictly limited to ensure everyone gets 1:1 support during the lab. Don't miss your chance to eliminate orchestration headaches and connect with the Toronto data community. ### **When** February 17, 2026 *Local Time: February 17, 2026, 5:00 PM – 9:00 PM (EST)* ### **Where** **OneEleven Co-Working** 325 Front St W, 4th Floor, Toronto, ON M5V 3S9

Join us for a vibrant evening of dance lessons and socializing at D2R Mississauga! Dance with Carlos! (Bronze) Teens and Adults Mississauga

Join us for an exclusive **AWS Toronto Office Visit** hosted by the AWS team, bringing together members from AWS Cloud Clubs across Ontario for an afternoon of learning, insight, and inspiration. This in-person visit is a chance to step inside the AWS office, meet the people building and scaling real-world cloud and robotics systems, and get a behind-the-scenes look at what careers at AWS actually look like. **What to expect:** * 🏢 **Guided Office Tour** – Experience the AWS Toronto workspace and culture * ☁️ **AWS Cloud Clubs Program Overview** – Learn how AWS supports student builders and communities * 🧠 **AWS & Solutions Architecture Talk** – How solutions architects design systems at scale * 🤖 **Amazon Robotics Session** – Explore how robotics and cloud infrastructure intersect at Amazon **📅 Date:** February 17, 2026 **⏰ Time:** 12:30 – 2:30 PM **📍 Location:** AWS Toronto Office **👥 Audience:** AWS Cloud Club members & partner university clubs (including TMU) Whether you’re curious about cloud careers, large-scale system design, or robotics at Amazon, this is a rare opportunity to learn directly from AWS professionals face to face. Spots are limited. RSVP early.

**A Special Event!** Join Hae Kwang Sunim Bad Stress Out "Inner Peace" Qigong - Don't Miss It! **THIS IS NOT LIKE ANY OTHER QI-GONG YOU EVER EXPERIENCED** Class also Includes full lying down guided Inner Peace Qigong. Join Community - lets connect and grow the Inner Life Training. **Experience the healing and stillness of Inner Peace Qigong. Also learn essential mind-body tools for the Inner Life.** **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\*\*)** **Location - Merritt & Niagara St. Welland.** **Required:** **Contact Sunim to register (text 416-797-7553 or email to innerpeaceqigong@icloud.com)** **Investment: Only $17.70 + hst ($20.00\*\*)** **Benefits of attending this class** \*\*\*Soft 'Inner Peace' Qigong leads to the deep release of dis--ease / stress and the restoring of ones energy channels and the infusion of fresh Qi and Peace through the body (reconnection to the Universal Qi field). About Inner Peace Qigong **"HARMONIZE" - "DESTRESS" and "RECHARGE"** We invite you to a great class which includes Zen Qigong, "Experiential" Qi Energy infusion and healing instruction, Meditation and more. This class also includes a soft, flowing series of Tao In, Deep Breathing, Relaxation and an amazing stress reduction closing and meditation that will leave you floating out of the class. The energy healing components of the classes are taught at Zen Temples in Korea that specialize in martial arts. This class by Hae Kwang Sunim is considered the ultimate stress reducer. All are welcome!! \*\*What to Bring A yoga mat and anything else that will make you comfortable for this class. A friend! Note: We have extra yoga mats, blankets, etc., but we recommend bringing a yoga mat to place over ours for optimal 'Inner Qigong' comfort. We supply use of meditation chairs and blankets (please arrive 15 minutes early). Class Benefits Include: Reduced stress level / deepening mind-body connection, improved blood pressure, massaging of all organs of the body, reduced anxiety and depression, relieving chronic pain, improved balance and coordination, improved sleep quality (such as staying asleep longer at night and feeling more alert during the day), strengthen mind awareness and inner peace, vitality, and everyday physical functioning. UNDERSTANDING Bad Stress Out "Inner Peace" ZEN QIGONG Health = A Balanced Flow Of Qigong The health of our body is dependent upon a clear, strong and balanced flow of Chi through the Sen Lines. Since qigong practice accomplishes just this, it should come as no surprise that the benefits of qigong (also spelled “Chi Kung”) practice extend to every physical system of our bodies, as well as to the mental, emotional and spiritual aspects of our Being. Physical Benefits of Qigong Practice: Qigong practice makes the body strong and supple. It improves balance, stamina and flexibility. It has positive effects on the cardiovascular, respiratory, digestive, endocrine, and immune and central nervous systems. It tends to create smooth skin, and a pleasant feeling of deep warmth within the body. It increases sexual vitality, and allows our sleep-time to be more deep and restorative. Over time, qigong practice can reduce or eliminate chronic pain. It also has the power to reverse the aging process, and restore youthfulness. Emotional Benefits: The smooth and balanced flow of Qi created by qigong practice shows itself as a joyful, relaxed, optimistic and energized state of mind. While the emotional energies of anger, fear, anxiety or grief still may arise, they will be much less “sticky” – and be held and then dissolved within the larger field of joy, gratitude, acceptance and equanimity. Mental & Spiritual Benefits of Qigong: The abundance of clarified energy and mental stillness generated by qigong practice supports great mental clarity, and nourishes both intuition and creativity. As our intelligence becomes rooted in a connection to the inner body, it widens and deepens in increasingly wonderful ways. As we deepen in our qigong practice, we become aware of more subtle realms of Being, and begin to experience, directly, our interconnectedness with All-That-Is. As acclaimed cardiovascular surgeon Dr. Mehmet Oz, vice-chair and professor of surgery at Columbia University and director of the Cardiovascular Institute and Complementary Medicine Program at New York–Presbyterian Hospital writes in his best selling book ‘Staying Young’: “Qigong allows us to cope with the day to day struggle of being human – it can help us stretch and stay loose and balanced in both mind and body.” On the Oprah Winfrey show in November he simply put it this way, "If you want to be healthy and live to be 100, do Qigong." He also added that Qigong reverses the aging process. Parts of P.K.Z.Q. are modeled off of the Mind-Body Wellness Program taught at the Stress Reduction Clinic at the University of Massachusetts Medical Center. The mindfulness based stress reduction meditation techniques come from Dr. Jongmae Park of Loyola Marymount University. During P.K.Z.Q., cares and troubles wash away. Replacing them are positive images, increased confidence and peace of mind. Near the end of each class the goal is for participants to attain the full ‘relaxation response’ and it’s that response that helps release the feel good endorphins. Why is this important? Endorphins encourage white blood cells and white blood cells help the body fight infection and disease. According to Dr. Benson, “repeated activation of the relaxation response can reverse sustained problems in the body and mend the internal wear and tear brought on by stress.” (Ref: Center for Women’s Healthcare, Weil Medical College of Cornell University.) "When the mind is trained, quieted, then room is created for our brightness, our True Self to shine through. The nature of True Self IS positive, loving, witnessing, unmoved in the moving. No positive affirmation can deliver the depth of contentment, of joy that already exists, that comes forward from True Self. The more we connect with it, the more it grows through us. In such an environment, the body has comfort, hurry sickness and chasing to 'fix' what we 'thought' we were collapses. The nervous system can finally rest - Stillness. From this place, the body will not easily fall prey to disease." - Hae Kwang Sunim **🌿🌿 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 Questions? Email us at innerpeaceqigong@icloud.com --- About The Teacher: Hae Kwang Sunim started training at the age of 18 in Thailand. He has taken full seminary and in temple training, with graduated ordinations (including Bhikkhu ordination) under Patriarch Kun Sunim in South Korea. He spent over 25 years distilling the deepest and hardest to grasp teachings into a simplified language so it can be taught and effectively applied directly in daily life. In 2005 (2549), the 19th Headquarters in Korea appointed Venerable Hae Kwang as Director of Bo Kwang Zen Center Palm Springs, U.S.A. In 2013, the Western Bhikkhus Council nominated Hae Kwang Sunim 교구장 Kyo Goo Jahng of all American-European Temples (closest english translation: North American-European Oversight Head / Bishop / Director). Qigong and Mind-Body Training Hae Kwang Sunim drew from the most effective mind-body teachings he acquired from studying under different teachers in the East, including the teachings of Wat Bua Luang in Thailand. The methodology is based on the ancient Eastern principles of Hai Palung (Energy Healing), Pon Klie Kwan Sow (Emotional Release), Meditation, Food Based Healing and the importance of compassion, gratitude, oneness, outreach and the need to support the whole person holistically - body, mind and spirit.

\*\*Please note that this event requires your name and email address for QR code to get access to the building on the event day, you must register or else you will not receive a QR code for access\*\* [Link ](https://forms.office.com/r/kUUNAxpugZ)to Registration: https://forms.office.com/r/kUUNAxpugZ ### Topic 1: Agentic DevOps: Redefining the SDLC DevOps just got an upgrade. Thanks to GitHub Copilot and other AI tools your pipelines can now think ahead, automate the boring stuff, and even nudge you when you’re about to break production (again). This talk dives into agentic AI—the kind of AI that doesn’t just wait for orders but actually helps out, like a proactive teammate who never sleeps. Agentic DevOps is a paradigm that combines human developer expertise with AI-powered tools and frameworks to enhance software delivery. While Microsoft popularized the concept, it’s not limited to their ecosystem. You can apply Agentic DevOps with: \- Coding agents like : Cursor\, Windsurf\, Claude Code\, Codex etc \- Local AI coding agents: Continue\, Cline\, Roo Open-source models: Llama 4, Mistral, DeepSeek, Qwen \- On\-prem deployment tools: vLLM\, SGLang\, TGI \- Agent Frameworks: LangGraph\, AutoGen\, CrewAI\, DSPy etc These are just few examples but choose your preferred tooling and infrastructure, whether on-prem or in the cloud with AWS, GCP, Azure, IBM Cloud, Oracle Cloud, or Alibaba Cloud. Agentic DevOps is about augmenting human capabilities with AI, not about vendor lock-in. Agentic DevOps is for everyone. We’ll show how Copilot helps you write, review, and ship code faster, while Azure keeps the infrastructure humming along. Think: smarter CI/CD, fewer “oops” moments, and more time to focus on the fun parts of building software. Expect real-world examples, best practices, and a few cautionary tales. You’ll leave with practical ideas for making AI a trusted part of your DevOps toolkit—without replacing the humans who still need coffee breaks. Whether you’re a DevOps engineer, team lead, or architect, this session will help you see how AI can make your life easier, your pipelines smarter, and your deployments a lot less stressful. Speaker: **Max Yermakhanov, Microsoft MVP** **Topic 2: Building a Secure Browser Agent with Microsoft AI Foundry & Azure Playwright Workspace** AI agents are moving beyond APIs and command-line tools — they are starting to reason and act inside real web browsers. In this session, we’ll explore how to build a secure, production-minded browser agent using Microsoft AI Foundry and Azure Playwright Workspace, enabling agents to autonomously navigate websites, interact with UI elements, validate outcomes, and report results with transparency and guardrails. Speaker: **Kaan Turgut, Hybrid Cloud Solution Architect** **Topic 3: Introduction to Azure SRE Agent** As organizations increasingly adopt cloud-native architectures, maintaining reliability and operational excellence becomes a critical challenge. Enter Azure SRE Agent—a cutting-edge solution designed to bring Site Reliability Engineering principles into the AI era. This session introduces the Azure SRE Agent, an intelligent, autonomous system that leverages AI-driven insights and automation to monitor, diagnose, and remediate reliability issues across distributed environments. Speaker: **Ehsan Eskandari, Microsoft MVP**

This **SR&ED general information webinar** will provide an overview of the program. We will guide you through the eligibility criteria, qualifying expenditures, and the free tools and services offered by the CRA. * Feb 17, 2026, 1 pm to 3 pm ET – English session I would suggest if you own a business and want to receive government funding for your project, thinking of starting a business to learn how you can form your business for maximum benefit, or wish to provide grant writing services to your clients. There is no charge to attend. Registration is required, as space is limited. To register: https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html If you are a member of LeaderSHIFT, you will receive a detailed package with samples and a detailed guide at no cost. Click on attend. Some tools to help members: * [Pre-claim consultations](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_content=2025-05-13_0193&utm_term=SSV) that allow eligible claimants to work with an SR&ED specialist to determine if their project contains SR&ED work before they submit a claim; * The [SR&ED outreach program](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-outreach.html?utm_content=2025-05-13_0195&utm_term=SSV), which offers targeted sector-specific presentations and one-on-one presentations to businesses, in addition to hosting general information webinars. We also provide accessible digital resources to help businesses determine their eligibility, calculate expenditures and prepare their claim. These tools include: * The [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_content=2025-05-13_0197&utm_term=SSV), which helps claimants find out if their work is likely to qualify for SR&ED tax incentives and estimate their potential claim amount in about 30 minutes or less; * The SR&ED Client Portal, available within [My Business Account](https://www.canada.ca/en/revenue-agency/services/e-services/digital-services-businesses/business-account.html?utm_content=2025-05-13_0199&utm_term=SSV), which is a secure, one-stop workspace designed to support claimants throughout the claim process. ## Learn about the program * Register for an upcoming [SR&ED webinar](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0248) on Sept 16, 2025 (English session) * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to book a tailored one-on-one outreach session * Refer to our [annual program statistics](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/annual-program-statistics.html) web page for updated 2024 to 2025 program information * Visit our [multimedia gallery](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/multimedia-gallery.html) for infographics, videos, and a podcast feature ## Find out if your work may be eligible * Refer to our eligibility of work [guidelines](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-policies-guidelines/guidelines-eligibility-work-sred-tax-incentives.html) * Use our quick and easy [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0254) * Request a [pre-claim consultation](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0256) for a project that is either in-progress or completed ## Prepare your claim * Follow our [step-by-step guide](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-claim.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0260): how to prepare your claim * Use the [SR&ED Client Portal](https://www.canada.ca/en/revenue-agency/services/e-services/cra-login-services.html) within My Business Account to start building your claim * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to speak to an SR&ED specialist

Join us for a special showcase of our beautiful venue, featuring a curated selection of trusted wedding vendors ready to help bring your dream day to life! Whether you’re newly engaged, planning the final touches, or just exploring options, this is the perfect chance to tour the space, meet professionals, gather inspiration, and envision your celebration with us! [RSVP HERE](https://www.eventbrite.ca/e/twist-gallerys-wedding-open-house-tickets-1976762520913?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)

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.

Let's meetup for some casual food and drink. Talk some Tech and Business and meet new contacts. Feel free to share the latest projects you are working on. Or just make some new friends to kick back within this great city.

\*\***The Toronto History Walks Yearly Pass is available. Get it now for $125.00 for 1 year of unlimited tours, email** **torontohistorywalks@gmail.com** **for more information or for signing up!\*\*** \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com** In 1832, Toronto was known as Little York and was to become the City of Toronto in 1834, the Gooderham and Worts Distillery was founded. By the late 1860s and 1870s, it blossomed into the world's largest distillery. And it's a historic jewel on our waterfront, a place to stroll, meet up, have a coffee or a bite to eat. Come and explore one of Toronto's most fascinating neighbourhoods. And get a bird's eye view of how Toronto developed around the time that Canada became a country in 1867. But let's not forget the district to the north. The area near the banks of the Don River on and around River Street and Queens Street East was the core of the Beer Industry. Let's take a look at how the two industries came together and who was involved. For a quick peek at the walk check out this link on my YouTube channel at https://youtu.be/xAp97lI_20A This walk is for all fitness levels. The meeting place for our walking adventure is opposite the streetcar loop on Cherry Street just south of Mill Street at the eastern edge of the district. Cross Cherry Street and meet at the entrance to Tank House Lane. This tour has a ticket price of $15.00 per person. \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com**

The TAICO team is happy to announce our next meetup at the Adaptavist office in Toronto. Much thanks to [Adaptavist](https://www.adaptavist.com/) for hosting! **Wayfinding** * *Please be careful when using maps features on phones, some people have been redirected to a completely wrong address. The event is near Winners on Front St, which is just south, across the street, from Berczy Park (where the dog fountain is) so if you are not near that area, you are in the wrong place.* **Registration and Event Details** Our goal is to bring artificial intelligence and cybersecurity together. To do that, we need to explore what's happening in AI and what's happening in cybersecurity, and where the two intersect and collide. We're also working to understand how we solve problems in these areas, what that looks like, and how Canada can and will participate. With that in mind, we're pleased to announce our speaker and the agenda for our next meeting! **Sponsors** And thanks to our host, [Adaptavist](https://www.adaptavist.com/)! **Notes** * *Unfortunately, we won't have pizza at this meetup due to a gap in sponsorship. We're actively working on securing sponsors for future events.* **Agenda** **Doors Open: 5:30PM** **Event Start: 6:00PM** * 👋 **Welcome and introductions** * 🙏 **Thank you to our amazing hosts and sponsors!** 🎉 * 🎙️ **Speakers** 🎤 **Speaker #1: Curtis Collicutt** *Title: Stegalographer* *Abstract:* ***They said never write your own encryption. They didn’t say anything about steganography!*** *What if the best place to hide a secret message was in something so boring that nobody would ever look twice at it? Stegalographer is a tool that embeds data in legitimate-looking application logs by encoding information in the choices that generate the logs, rather than encrypting them. The template used, the number of trailing spaces, whether the log says 'error' or 'failure', and even the microsecond variations in timestamps can all carry hidden bits. The output isn't logs with secrets stuffed inside, but real log structure with your data silently riding along.* *This talk will explain how Stegalographer works, from analysing existing logs to extract templates (using the Drain algorithm from log analytics research), to the encoding process that turns your message into a stream of plausible entries. We will explore practical use cases such as covert channels in penetration testing, watermarking logs to trace leaks and censorship-resistant publishing disguised as 'sample data'. However, we will also be honest about the limitations: this is steganography, not encryption, and statistical analysis can potentially detect anomalies at scale. Whether you're interested in security research or information theory or privacy, or want to know more about building security tools, come and see how the most mundane part of any system can become a covert communication channel.* *We'll also touch on the experience of building security tools like this one using AI-assisted programming tools like Claude Code.* 🎤 **Speaker #2: Ads Dawson** Title: *Q&A with Ads Dawson* *Ads Dawson is an Offensive security engineer, penetration tester and red teamer with over thirteen years of experience breaking, testing, and securing applications and infrastructure across startups and large enterprises. Skilled in web application security, DevSecOps, and large-scale hybrid cloud environments, with a strong focus on offensive engineering, red team operations, and vulnerability research. Active bug bounty hunter and researcher in AI and LLM security, specializing in uncovering and mitigating attack vectors such as prompt injection, unrestricted model inference, and backdoor attacks. Experienced in leading incident response and simulating advanced adversaries to expose weaknesses before real attackers do.* *He works with organizations like OWASP and was Technical Lead for [OWASP’s Top 10 for LLM Applications](https://owasp.org/www-project-top-10-for-large-language-model-applications/assets/PDF/OWASP-Top-10-for-LLMs-v2025.pdf).* *This is your chance to ask Ads anything you want about AI and cybersecurity so come armed with your questions!* **⚡ Lightning Talks and Demos** Lightning Talks - 5 to 10 minutes long 1. Myles Harrison - Point / counterpoint on Claude Code and agent orchestration 2. Elshad Humbatli - Repo Health software project 3. **You?** \- Please reach out if you'd like to do a lightning talk or demo Please reach out to us if you'd like to present at the meetup. We are looking for people to talk about what they are working on, what they are building and learning, and are open to any level of experience and technical depth. Whether you are a beginner or an expert, we want to hear from you! We're all just out here building and learning. 👋 **See You There!** Thanks, and we look forward to seeing you at the meetup!

Hello ClickHouse Enthusiasts! We are excited to be returning to Toronto! You'll have an opportunity to connect with your peers, share industry insights, and learn more about ClickHouse and how folks are using us to solve their big data challenges. **Meetup Details:** * Date: Thursday February 19th, 2025 * Time: 5:30-8pm EST * Location: Spaces Queen West, 180 John Street, Toronto, Ontario, M5T 1X5, Canada The evening will be filled with user presentations, interactive discussions, and the opportunity to network with ClickHouse experts and users. **Agenda:** * 5:30 PM: Arrivals, Check-In and Networking (food and refreshments served) * 6:00 PM Welcome and Introductions * 6:10: Nicolas Joseph - Co Founder, CTO @ FiveOneFour * 6:30: Archie Sarre Wood @ evidence.dev * 6:50: Speaker 3 * 7:00-8:30 PM: Q&A and Networking Space is limited, so register today to confirm your spot! If you’re interested in speaking at a future meetup, please contact zoe.steinkamp@clickhouse.com

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

In this local meeting, you will discover knowledge that you can use to get over the past. The key to improving your personal motivation, self-confidence, and happiness is to get over your painful memories. When you become free of your past, you will be free from stress, anger, anxiety and depression. Studies show that negative emotions can affect your health. By being free of negative emotions, believe it or not, you will most likely even look younger, feel more energetic, and become healthier! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is brought to you by the Dianetics and Scientology life improvement center.

**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.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

**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

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

Some trained COUNT volunteers work together once a month at RMH (http://www.rmhc-centralohio.org/volunteer.php) as Housewarmers (usually on the 1st Sunday from 1 – 5 PM). Some schedule other shifts at their convenience. You may try this out with less fuss by following a "Fast track" or go through the normal process. Fast track • Arrange a time to shadow a COUNT volunteer. Call Dave Nohle at 614-268-9558 (cell). • Show up and try it out. • Complete application, etc. later. Normal process • Complete an online application (http://rmhc-centralohio.org/volunteer/). • Attend orientation in advance. • At orientation you will complete forms agreeing to keep family/patient info private and allowing a background check and tour the facility. • Complete one training shift. Daily shifts are: morning 9 AM - 1 PM, afternoon 1 - 5 PM and evening 5 - 9 PM. • Schedule shifts online using the on the RMH scheduling system (http://www.volgistics.com/ex/portal.dll/?FROM=32895). The Ronald McDonald House (RMH) provides housing and meals for families with sick children. The Columbus RMH is the largest in the world with 137 rooms. COUNT has been volunteering there since May 2014. Housewarmers work with RMH guests to provide a home-like environment - greet, assist with family needs, answer phones, give tours, assist with checkin/checkout, prepare guest rooms after checkout, clean facility, laundry, restock supplies and staff the front desk. RMH Housewarmers volunteer at least one four-hour shift a month. All Housewarmers must complete an application and agree to a background check before they can be full fledged volunteers.