Statistical Modeling

**🏛️ 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/ZjaPO0), 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** * ​What will we talk about? What's the topic? ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://tally.so/r/ZjaPO0). * 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, but it's not required. * 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 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/ZjaPO0) 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 - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in over 25 countries and 50+ chapters, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://tally.so/r/ZjaPO0) 👈 Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

Join us for a Toronto meetup of creative coders! This will be a venue to get to know each other and see what's going on in the community. We'll have a space downtown and some food available. We're partnering with [InterAccess](https://interaccess.org), a gallery, educational facility, production studio, festival, and registered charity dedicated to new media and emerging practices in art and technology! * If you've got a project you've worked on in the past that you're proud of, we'd love to see it and for you to walk us through what went into it. * If you're currently working on something or investigating some new ideas and feel like sharing, this would be a great time discuss your process so far! * If you haven't done anything yet but are interested in creative coding, we'd love to see what works have inspired you. Sign up here if you're interested in speaking! [https://docs.google.com/spreadsheets/d/1MsbtdvTGMNT75lqq4lnxydY4TczStAOZE1Ap8mQJKeM](https://docs.google.com/spreadsheets/d/1MsbtdvTGMNT75lqq4lnxydY4TczStAOZE1Ap8mQJKeM) **What is creative code?** *Creative coding* refers to anything with an artistic component that uses code as a medium. We welcome artists who use code (for visuals, audio, poetry, or whatever else), designers, animators, toolmakers, researchers, or just enjoyers and people looking to learn more! **Location:** InterAccess, at 32 Lisgar St. **Join our discord** if you want to talk to everyone before/after the event, or have any suggestions for things you'd like to see or do! [https://discord.gg/ux9txXPsdJ](https://discord.gg/ux9txXPsdJ)

**Connect with likeminded professionals with low pressure vibes in a chic King West bar.** **When:** Wednesday\, March 18\, 2026 \| 7:30pm – 10:00pm **Where:** Oria on King (220 King St W) **Tickets:** [\[Buy Here\]](https://www.eventbrite.ca/e/toronto-dating-hub-march-singles-mixer-for-professionals-ages-28-tickets-1984160043101?aff=meetup) **(must buy ticket from website - RSVP from Meetup doesn't count)** ✨ **What to Expect:** * A dedicated & experienced host/emcee – Andrea Lo * Fun icebreakers & guided introductions to warm up the room * Structured speed dating rounds (1–1.5 hrs – short & sweet) * Open mingling to reconnect with matches or meet anyone you missed * Digital match form for easy post-event follow-ups Can’t make it? Follow **[Toronto Dating Hub](https://www.torontodatinghub.com/)** for upcoming mixers & events!

We are excited to bring in Kali. Kali is with Dulcedo and has an amazing look. We will have an MUA on hand helping to change up the looks and give us some amazing images for your porfolio. To find out more about the studio and workshop you can visit [https://www.productionstudio.ca](https://www.productionstudio.ca) This is a [ticketed](https://www.productionstudio.ca/purchase) event, Secure your spot today! **Who Should Attend?** Our workshops at The Production Studio are designed for photographers looking to expand their skills or build their portfolios in a professional setting. Whether you’re a beginner or an experienced shooter, these sessions offer hands-on learning with top-tier talent from leading agencies. Studio photography can feel intimidating, but our workshops provide a relaxed environment where you can observe, ask questions, and learn by doing. There’s nothing like hands on experience. With a variety of styles and themes, each session ensures participants have the opportunity to shoot one-on-one with models, refine their techniques, and connect with fellow photographers and enthusiasts. **​ What you should bring:** * A DSLR/Mirrorless camera * Fully Charged Battery * Freshly Formatted Memory Card(s) * General Lenses: 24-70mm, 24-105mm and 70-200mm If you have a macro lens, 50mm or 85mm please bring it along. It really depends on the type of workshop * Pocket Wizards (if you have your own, otherwise one will be provided for you) * Bring along a list of shots you’d like to achieve or posing ideas. It can help to ensure that you get the perfect image. **Workshop Details:** * ​Arrival: Upon arrival, use the intercom to call unit 205 for entry. Please aim to arrive 15 minutes early to settle in before the session begins. * Social Interaction: Feel free to connect with the workshop host and fellow photographers. Keep conversations lighthearted and professional to foster a creative and welcoming environment. * Photoshoot Session: Each workshop runs for 3 hours, with participants working one-on-one with the model across 4-5 different sets. The goal is to capture a few standout images from each setup that you can proudly showcase on your website and social media. * Model Release: A non-commercial model release, signed by the model, will be provided to each photographer. Photos and videos taken during the workshop can be used for personal promotional purposes only, including portfolios, websites, and print media such as postcards. * Please note that behind-the-scenes (BTS) content may be captured by individuals, the model, MUA, or the event host. If you prefer not to be recorded, kindly inform everyone before the event begins. **Cancellation Policy** Cancellations are accepted 7-14 days before the workshop (depending on the event) for a full refund. This policy ensures workshops can run smoothly for the studio, models, and MUAs. Think of workshop registration like purchasing a concert ticket, refunds aren’t typically given. However, if you cancel within 7 days and a replacement is found, a full refund will be issued. If the organizer cancels, you’ll receive a full refund. In rare cases, a model may be replaced due to illness, but only with someone of similar look and talent. **About the organizer:** Emanuel Pires has been a photographer for over a decade, leading more than 800 workshops. With years of experience, he offers professional, engaging, and educational sessions designed to inspire creativity. His goal is to build a vibrant community of artists, models, and makeup artists within his professional space. ​To learn more about Emanuel, visit his website [Pires Photography](https://www.piresphotography.ca). This is a [ticketed](https://www.productionstudio.ca/purchase) event, Secure your spot today!

It remains a source of debate whether a general principle of *accessory liability* exists in private law, and if it does, how it should be conceptualized. Accessory liability has been broadly understood as liability imposed on a person because of their participation or involvement in someone else’s primary wrong. Because accessory liability is conditional on another person’s breach of legal duty, accessory liability seemingly sits in tension with *corrective justice* theories of private law which emphasize the bilateral relationship between a duty-bearer and correlative right-holder. I examine these theoretical issues and evaluate previous theories of accessory liability in private law. Specifically, I analyze the doctrinal and theoretical challenges that accessory liability in private law creates for a corrective justice theory of private law, as well as the limitations of existing justificatory accounts of accessory liability doctrines in the private law context. Allison Jandura https://www.linkedin.com/in/allison-jandura-341729139/ Faculty of Law University of Toronto **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** 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. Free pizza and refreshments will be provided at the event. 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

Ready to sweat it out on the hills? Join us for a HIIT-style hill training hike This hike is part of the **HikeFit Series**, a collection of fitness-focused hikes designed to build strength, endurance, and overall hiking fitness. We’ll challenge you with steep climbs, rugged terrain, and a high-intensity workout. This isn’t a fast-paced hike, but it is **intense**. We’ll tackle multiple **very steep hills** in intervals, with plenty of chances to catch your breath, recover, or skip hills if needed. This hike is designed for intermediate hikers, but it’s **beginner-friendly** since you can skip as many hills as you need. It’s perfect for anyone looking to **get stronger, improve endurance, and boost their hiking fitness** at their own pace. **Weather-Dependent Notice:** The hike is a go, **(light)** rain or shine; However, if there's a risk of excessive mud making the hills too slippery, the hike will be canceled with around 24 hours’ notice. **Distance & Duration:** * **Length of hike:** \~4 km * **Event duration:** \~1.5 hours * **Trail maps:** Random hill at Earl Bales park * **Difficulty level:** L3 (Level 3/Moderate) * Terrain: L4 * Pace: L2 * Distance: L1 **What to Bring:** * **Water:** 1\~2 liters * **Extras:** Hiking pole (Highly recommended) * **Required Gear:** Hiking boots or Trail Runners with good grip, Headlamp, and [Microspikes](https://kahtoola.com/traction/microspikes-footwear-traction/?srsltid=AfmBOoqq-URDFRgNAISoLYH1l1cSLKeXOTSuU6EqUC6VupfLNZAGRg8P) **Costs:** * **Member Event fee:** FREE EVENT **Travel Coordination:** * No Travel Coordination for this Event, Meeting at Starting Point **Event Guidelines:** * **Punctuality,** Please arrive on time so we can start promptly. We won't be able to wait for more than 5min past the start time * **Pack out everything you bring** (including nut shells, fruit peels, etc.) to help keep our trails clean. * **RSVP:** Only those marked as “Going” and have confirmed travel details (if requested) are eligible to attend the event. * If your **plans change** and you are no longer able to attend, please update your RSVP as soon as possible. * **No-shows** without prior communication may result in removal from future events. * **Weather Considerations** The hike is a go (light) **rain or shine**, so please be prepared for the conditions. for example, If it’s expected to rain, waterproof gear (like a jacket or shoes) * **Pets:** please check with the organizer for details before bringing your pet. Looking forward to seeing you on the trail

**🏛️ 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/) 👈**

This is a ticketed event. Please register at [this link](https://luma.com/opxvoqxk). ​Zhijing Jin will be joining us to discuss her AI lab's entire research agenda, including several recent project lines across adversarial defence, interpretability, and democracy defence.​ ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live). ​​​This is part of our weekly [AI Safety Thursdays](https://luma.com/trajectory-labs?k=c) series. Join us in examining questions like: * ​​​How do we ensure AI systems are aligned with human interests? * ​​​How do we measure and mitigate potential risks from advanced AI systems? * ​​​What does safer AI development look like?

Join us for a community-led developer event focused on **AI-assisted coding with GitHub Copilot**. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot. Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development. * **Total duration:** approximately 3 hours * Includes: **2 technical sessions AND hands-on workshop (1 hour)** > ***Important*** *This event includes hands-on labs, so you will need to bring your **own laptop** (and power cord), if you would like to participate in the lab.* **Agenda:** 5:15-5:30pm – Check-in & Networking 5:30pm – Welcome & Opening 5:45pm – Session 1: GitHub Copilot in Practice (Dave Lloyd & Max Yermakhanov) 6:15pm – Session 2: From Copilot to Colleagues: Building an AI DevOps Agent Team (Kaan Turgut) 6:45pm – Workshop: Hands-on with GitHub Copilot 7:45pm – Closing & Next Steps

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/D6WCwzXs9A **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.

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

Hey Toronto Elixir, Winter is in full swing in Toronto and we are back for our first meetup of 2026! This event will be **BOTH in person and online**! The hybrid format has been pretty successful so we are very excited to, once again, bring together local Torontonians and people from all over the world that we met during the online only meetups! We will be **hosted by BitGo**, with pizza and beverages provided for in-person attendees courtesy of **Instinct Science**. The appointment is for **Thursday March 19th, doors open at 6:00 pm** at the BitGo's Toronto office at 110 Spadina, 9th floor or [online](https://meet.google.com/jzv-reyt-wav). Talks will start around **6:30pm**. First, we're excited to welcome **Francesco Cesarini,** Founder of Erlang Solutions and author of Erlang Programming and Designing for Scalability with Erlang/OTP (https://github.com/francescoc). He'll be joining us in person for his talk **Thinking Concurrency: Dwelling in Erlang and Elixir.** The functional paradigm has been influencing mainstream languages for decades, making developers more efficient whilst helping reduce maintenance costs. As we are faced with a programming model that needs to scale on multi-core architectures and distributed environments, concurrency becomes critical. In these concurrency models, immutability, a key feature of functional programming paradigm will become even more evident. To quote Simon Peyton Jones, future concurrent languages will be functional; they might not be called functional, but the features will be. At this meetup, we will be discussing why! Next up, **Ben Schultzer** will present **SQL - An exploration of foreign language integration in Elixir** where he'll take a closer look at the state-of-the-art in database connection pools and disprove 30 years of dogma. If you wanna have a chat, look for our community on the **#toronto channel** of the Elixir Slack https://elixir-lang.slack.com p.s. Given that this is also a remote event please feel free to extend the invite outside the Toronto community as well! We'll be happy to have you!

**Well, it’s time to say goodbye to winter and welcome spring with another relaxed get-together.** We’re meeting again at the still new but also very familiar [Donegal Arms](https://www.instagram.com/thedonegalarms). But of course, the real purpose is the gathering, not the restaurant. Come join us, and share your thoughts on what you’d like our **Halton Peel Humanist** and **Café Scientifique** communities to do as we close in on the 2025-26 season; what you envisage the future of our communities to be, and especially what your role will be in that future.. We’re all ears. Curious about the brunch menu at the Donegal Arms? You can browse it here: *[Brunch Menu](https://www.instagram.com/p/DLLKR7vP9dB/)* (though no promises it’s fully up to date). **Parking tip:** Try the lot on Hurontario Street, just north of Donegal Arms and the two storefronts next to it.

AI tools can find the obvious bugs. They follow the most suspicious-looking signal until it checks out, then move on. The boring parameter — the one that actually leads somewhere — often gets skipped. This talk breaks down the structural reasons AI agents fail at exhaustive vulnerability discovery, and what a better approach looks like.

OpenClaw, NemoClaw, personal assistants, 24/7 agents. What does it all mean? How does it all work and what should we know about it? 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)

Our hybrid event takes place both as a face-to-face and as an online meeting using the GoToMeeting software application: [ ](http://app.goto.com/meeting/449766181)[CinMIC LINK](https://meet.goto.com/449766181). This club is an operating stock investment club, open to the public as an educational opportunity. Each month this club covers an investment educational topic or presents a teaching segment. Stocks are discussed and studied. This month's educational topic will be presented by Allan Chestnut on CASH FLOW and how it affects investing. Our stock study will be ADDUS Home Care (ADUS) presented by member Paul Jayaseelan. We end the meeting with a "Talkin' Stocks" segment with quick overviews of Coke (KO) and Chipotle (CMG). Investors at all levels are welcome at the face-to-face meeting or online by using this[ ](http://app.goto.com/meeting/449766181)[CinMIC LINK](https://meet.goto.com/449766181). Get to know fellow investors!

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

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: Type Annotations with John Cassidy We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)