Statistical Modeling

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.

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!

I will be presenting on the use cases of Artificial Intelligence (AI) in trading. Given the evolution of the AI landscape, I've increasingly integrated AI into my algorithmic trading strategies. The session will be structured as a presentation. Thanks for Midori (from [MooMoo](https://start.moomoo.com/ALGO2026)) for giving us space to host our event. Here [Moomoo's welcome offer for new Canadian accounts](https://start.moomoo.com/ALGO2026): \- 6% APY on idle cash for 30 days \- $2\,000 commission rebate valid for 30 days \- Deposit reward: $300 cash coupons \- Transfer from another broker and get extra CA$200\-CA$2\,300 (T&Cs: [https://www.moomoo.com/ca/support/topic10_93](https://www.moomoo.com/ca/support/topic10_93) ) Fund your account ahead of time and get an extra Amazon Gift Card on event day! For this special offer, [use this link to signup.](https://start.moomoo.com/ALGO2026) **Agenda:** * 5:30 pm Check in starts and network with members * 6:00 pm check-in ends - so please come on time * 6:05 pm Welcome (by Midori) and Quick Introduction of Members (\~15 mins) * 6:20 pm Presentation by Raj - AI Use Cases for Trading and Algo Trading (\~ 25 mins) * 6:45 pm Presentation by Ramin - Useful & Free AI trading tools on Moomoo platform, Canada's first AI featured broker (fundamentals, charting & screeners made easy) (\~ 25 mins) * 7:10 pm Questions (\~10 mins) * 7:20 pm Network and talk to members & moomoo team. (\~30 to 40 mins) Please no promotion of MLM, pyramid schemes or similar stuff. **Useful Links** * Notion page of [Algo Trading Resources](https://systemetic.notion.site/Algorithmic-Trading-Resources-fe400c5258e440fd8a4d63770d08bc13) * [Telegram Channel Invite](https://t.me/+sRLNt-7THMsxMGFh) for getting resource and event announcements * [Discord group invite link](https://discord.gg/TEWsPp5XvF) for sharing ideas (charts, strategies, day trading, swing trading, options, and chit chat) with other traders and investors. **===============================================================** Disclaimer: **This meetup is for educational and informational purposes only and should not be construed as professional financial advice.** The discussions and materials presented at this meetup are provided as general information and are not intended to be a substitute for professional financial, legal, or tax advice. All participants are encouraged to consult their financial advisor or qualified professionals regarding specific financial issues. None of the organizers, speakers, or participants at this meetup are liable for any financial loss or damage incurred as a result of trading activities or decisions based on the information shared during this event. Trading stocks and other financial instruments involves risk and may not be suitable for all individuals. CFTC Rule 4.41: Futures, foreign currency and options trading contains substantial risk and is not for every investor. An investor could potentially lose all or more than the initial investment. Risk capital is money that can be lost without jeopardizing one’s financial security or lifestyle. Only risk capital should be used for trading and only those with sufficient risk capital should consider trading. Past performance is not necessarily indicative of future results. Non-Endorsement: References to specific securities, investment strategies, or any financial instruments during the meetup are for illustrative purposes only and do not constitute a recommendation, endorsement, or investment advice by the organizers or speakers. No Guarantees: There is no guarantee that the investment strategies discussed will be profitable or protect against loss. All investments involve the risk of loss. Conflict of Interest: Presenters or organizers may hold or intend to acquire positions in securities discussed during the meetup, which may create a conflict of interest. By participating in this meetup, you acknowledge and agree to these terms.

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

✨🌙 **EXPLORE LUMIÈRE: THE ART OF LIGHT** 🌙✨ An Outdoor Night Walk of Light, Art & Waterfront Vibes Let’s go chase some light. Join us for **Lumière: The Art of Light** (formerly the Winter Light Exhibition) in its beautiful new home at **Trillium Park**. This free outdoor exhibition transforms the park into an illuminated art experience, featuring works by Ontario artists who use light, innovation, and creativity to reimagine public space. This year’s curatorial theme is *“Renewal”* — celebrating the shift from winter into spring, longer days, and that subtle feeling that something new is beginning. There’s something magical about walking by the water at night, surrounded by glowing installations and good company. It’s reflective. It’s playful. It’s very Toronto. 👉 **Don’t forget to join our WhatsApp group** – [CLICK HERE!](https://chat.whatsapp.com/H59mSCbsAi018gYANrKAnc?mode=ac_t) \*\*\* 🌉 The Plan We’ll meet at the iconic **Princes' Gates**, then walk together over to Trillium Park. We’ll spend about an hour exploring the installations at a relaxed pace — taking photos, chatting, and soaking it in. Afterward, we’ll continue the evening with food and drinks by the waterfront. Most likely we’ll head to **Shoeless Joe's Sports Grill** along Queens Quay. We’ll hop on the TTC streetcar for a few stops to get there. Art first. Social second. Best of both worlds. \*\*\* 🧥 What to Bring This is an outdoor nighttime event — please dress properly. * Warm coat * Hat & gloves * Warm boots or sturdy shoes * Something warm to drink Comfort = enjoyment. \*\*\* 🧢 Meetup Details 📍 Meetup Location: In front of the Princes’ Gates 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 7:45 PM ❗ I will only wait 10 minutes Please arrive on time so we can walk over together. \*\*\* 💰 Cost Explore Lumière: FREE 🎉 🎟️ **Meetup Fee:** $5 cash in person **or** e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) This fee helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 \*\*\* 🌈 Who Is This For? This group is open to anyone who wants to be social and make friends — whether single or not. We also host: 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings You’re always welcome. And remember — you can just show up on the day if you’re unsure about your schedule. \*\*\* ⏳ Leaving Time You’re free to head out at any time — after the lights, after dinner, whenever works for you. \*\*\* ⚠️ A Gentle Reminder Sometimes circumstances change and events may need to be canceled — please keep an eye on updates. \*\*\* 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com) Come for the glow. Stay for the waterfront energy. Leave feeling like you stepped into a little pocket of light in the middle of the city. Winter fades. Spring hints. And Toronto lights up. ✨

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

[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/

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.

Tickets Via [Luma](https://luma.com/64hiprf5?fbclid=IwY2xjawP4QuZleHRuA2FlbQIxMABicmlkETF5QjFFRnRPR2NWUWtVMGZCc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHshhzDUST9_xLnU-aDTAUL6I0RlbJEGZuEB4iNbZkZdWJOtfy8dqmWXmm32o_aem_UIATPgkW2LlwtdfCSc0LEg) [HERE](https://luma.com/64hiprf5) **✧ You Are Invited ✧** ​**Step into a space where your heart, spirit, and soul are nourished, inspired, and celebrated!** ​Join us on **Saturday,** **March 21st** for ***Meditation Meets Ecstatic Celebration "Spring Equinox-Rebirth"***—a high-vibe, heart-centered event hosted by **The Soul Guided Network**. This is your chance to connect deeply with yourself, others, and a higher sense of belonging. ​The **Soul Guided Community Empowerment Network** provides a safe space for spiritual seekers to connect, share resources, and elevate their collective vibration. We believe in the power of community to heal and awaken, align with our purpose and highest potential, and deepen our spiritual practice. **Soul Guided** helps individuals do just that. Whether you're new or have been with us for a while, this evening is a chance to celebrate how far you've come on your journey. ​More than just a dance party, this is an opportunity to build community, network, and meet like-minded individuals whose visions align with yours. It’s an intimate gathering to connect on a deeper level and create lasting bonds. ​ **Chris, Jennifer, and the Soul Guided Community** are excited to welcome you to an evening of connection, fun, and honoring of your growth. Experience a nourishing blend of ice breakers, meditation, kundalini yoga, kirtan, community sharing, and live medicine music. Be fully present with like-minded souls and leave feeling inspired and rejuvenated. ​This gathering is for those who are ready to step into a space where you are seen, heard, and valued for who you truly are—no pretenses, no judgment. It’s an invitation to celebrate the collective energy of a conscious tribe, and to co-create an experience that lifts us all. ​\*This is a sober, family friendly & substance-free event\* ​**𝐓𝐇𝐄 𝐅𝐋𝐎𝐖** * ​**5:00 PM** – Eat Dinner, Chill, Mingle & Check out our Amazing Vendors * ​**6:00 PM** – Welcome & Grounding Meditation, Warm-Up, Kundalini Kriya's, Ice Breakers * ​**7:00 PM** – Community Connection & Sharing Circle * ​**7:30 PM** – Kirtan * ​**8:30 PM** – Live Medicine Music, Hip-Hop & Spoken Word * ​**9:40 PM** – Closing Soundbath & Gratitudes * ​**10:00 PM** – Departure ​*Timing is estimated and subject to change* ​ ​**𝐕𝐄𝐍𝐃𝐎𝐑𝐒** ​From massage to energy healing to healthy delicious meals, snacks & drinks to body sprays, lotions and potions there will be plenty of goodness to be experienced from our community vendors. ​**𝐃𝐎𝐍𝐀𝐓𝐈𝐎𝐍** * ​\*\*$35\*\* – Super Early Bird (Until Feb 10th) * ​\*\*$40\*\* – Early Bird (Until Mar 1st) * ​\*\*$45\*\* – Regular (Until Mar 20th @ 5pm) * \*\*$50\*\* - Last Call (Until Mar 21st @ 5pm) * ​\*\*$50\*\* – At the Door Tickets Via [Luma](https://luma.com/64hiprf5?fbclid=IwY2xjawP4QuZleHRuA2FlbQIxMABicmlkETF5QjFFRnRPR2NWUWtVMGZCc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHshhzDUST9_xLnU-aDTAUL6I0RlbJEGZuEB4iNbZkZdWJOtfy8dqmWXmm32o_aem_UIATPgkW2LlwtdfCSc0LEg) [HERE](https://luma.com/64hiprf5) ***Taxes are included*** ​\*If finances are an issue, please reach out to us via the email below and let us know what you can contribute. **Gracious Goods Meals & Snacks** ​**Beef Taco's** A5 wagyu (an incomparable taste and exquisite quality) tacos served on a gluten free tortilla served over a bed of house style recipe coleslaw : $22 ​ ***OR*** ​**Vegan Taco's** ***jackfruit*** pulled pork in a savoury home made barbecue sauce to compliment the cooling coleslaw served in gluten free tortilla : $17 ​ **BOTH** ​Accompanied with lovely salad medley and custom blended ***no sugar*** Greek Vinaigrette. **Healthy Treats** * ​**Yoni Explosions** *(stuffed dates*) with coconut butter dipped in dark choc, sea salt and rolled in organic coconut flakes. * ​**Sweet potato brownies** (*gluten free & no added sugar)* topped with a decadent creamy ***vegan*** caramel sauce. * ​**Coconut Water** ​**𝐕𝐨𝐥𝐮𝐧𝐭𝐞𝐞𝐫 & 𝐂𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐞** ​Want to be more infused in the creation of conscious community with those who feel like soul tribe? To volunteer, contribute or learn more about being on the Soul Guided Team, please reach out to us at: \*\*[soulguided@soulguidednetwork.com**.](http://soulguided@soulguidednetwork.com%2A%2A./) ​We can’t wait to connect and co-create with you! ​**𝐌𝐔𝐒𝐈𝐂𝐈𝐀𝐍𝐒** ​**Hearts Calling**: A beautiful blend of Kirtan and Medicine Music, fused with High-Vibe Hip-Hop and Spoken Word. After traveling to India in 2006 to study Yoga, Rishi and Dana fell in love with Kirtan (call-and-response chanting with mantras), and were initiated into its sacred practice. Their soulful energy creates a peaceful, calm atmosphere that fosters deep spiritual connection. ​**Ashley Gilmore:** Is a vocal sound healer, uses her deep connection with music to resonate with the hearts of her audience. She specializes in providing sound medicine and offers live music for various events such as yoga classes, Energy Healing Facilitations, and heart-healing concerts. Ashley's unique approach explores the healing power of sound, inviting listeners to embark on a journey of self-love, self-discovery, and deep heart healing. With her gift of holding space and bringing people together, she effortlessly encourages vulnerability and surrender through soulful songs and sound. ​**Marcos Mendosa:** Marcos is a four-time award-winning speaker, honored three times at Speaker Slam, Canada’s most inspirational speaking competition, known for delivering powerful messages rooted in lived experience and transformation. A musician, poet, and DJ, he blends sound, story, and self-development to create immersive Keynote Concerts—an innovative fusion of motivational speaking, live music, and cinematic storytelling. Through conscious rap, ambient soundscapes, and emotionally charged spoken word, Marcos guides audiences toward reflection, healing, and empowerment. ​**Fraser Rishi**: Spoken word and hip-hop artist whose powerful words speak directly to your soul. As you listen, feel yourself coming home to your truth. ​ ​**𝐇𝐎𝐒𝐓𝐒, 𝐅𝐀𝐂𝐈𝐋𝐈𝐓𝐀𝐓𝐎𝐑𝐒 & 𝐌𝐔𝐒𝐈𝐂𝐈𝐀𝐍𝐒** ​ ​**Jennifer Mya Polansky**: A medicine woman walking a tantric shamanic path, Jennifer holds space for women to reconnect with their true selves, embody their feminine essence, and feel at home in their bodies. Her deepest desire is to see a world of humans more connected to their truth, with greater self-love and compassion, working together toward a more harmonious future. With her sacred drum and angelic voice, she’ll take you on a journey deep into your soul, where you will meet the truth of who you are. ​ ​**Chris Dub**: An intuitive healer, kundalini yogi, and space holder, Chris guides people to live their best and most authentic lives through self-inquiry, plant medicine ceremonies, kundalini yoga, intuitive healing sessions & through intimate conscious gatherings. Having spent over 15 years on his spiritual path, honing his gifts and personal practice, Chris helps others align with their highest potential. Soul Guided is a vision he’s held for many years, and through his dedication to community building, it’s now coming to fruition. ​ ​We’re excited to gather with you in celebration, co-creation, and spiritual growth! ✨

This is a paid event Ticket Link: https://allevents.in/toronto/80001655139268?ref=sharer GLOBAL STARTUPS CLUB l STARTUP NETWORKING Toronto 2026 GLOBAL STARTUPS CLUB l STARTUP NETWORKING Toronto 2026 WHAT YOU GAIN FROM THE MEET? \* Networking accesses \* Networking games \* 30-sec Elevator Pitch for Startups Introducing the Global Startups Club – a dynamic networking community fueled by 3X Events Mojo Capital 100x Brands Gamezon. This exclusive club will meet monthly providing a platform for talented founders experts consultants influential leaders and startup professionals to connect and collaborate. Our mission is to foster a thriving business community through a carefully curated 2.5-hour offline event where members can showcase their ventures and drive meaningful conversations. (PS: Tickets cover the attendance fee. However Food and beverages (as per your order) will be at your own expense. Kindly ensure to place an order to support the venue ) In Toronto the club will host monthly meetings designed to help you expand your network and enhance your business prospects. The ecosystem brings together Founders VCs Directors Power Networkers and Consultants creating meaningful connections and collaboration opportunities. Support Number: Mohit Sureka - +971 585797400 - WhatsApp Only Email id : [brands@globalstartups.club](https://allevents.in/toronto/global-startups-club-l-startup-networking-toronto-2026-tickets/80001655139268#) \| [connect@mohitsureka.com](https://allevents.in/toronto/global-startups-club-l-startup-networking-toronto-2026-tickets/80001655139268#) Also check out other Business events in Toronto Workshops in Toronto Conferences in Toronto. Also check out other Workshops in Toronto.

**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.

⚠️ **IMPORTANT: You must sign up and buy a ticket here to attend:** [https://groupvibe.com/](https://groupvibe.com/) **Join the Toronto City Brunch Club and make new friends!** Each meetup brings together 4–6 people for casual conversations over brunch. We use the Groupvibe platform to facilitate the meetup and ensure everyone’s a good fit. 👉 **To attend, you’ll need to complete registration via this link:** [https://groupvibe.com/](https://groupvibe.com/) We’ll share the exact location of the upcoming meetup the night before only if you have bought a ticket or membership plan. **Why this works:** \* Smaller groups make real conversations easier. \* Discover new restaurants in your city, together. \* Curated lunch venues with good food and vibe. \* If you hit it off with your group, there’s plenty of time to hang out afterwards. **Note:** RSVPs on Meetup don’t reflect total attendance. Many attendees register directly via our website. The event on [Meetup.com](http://meetup.com/) is only a placeholder. This meetup is organized by Groupvibe, a small team passionate about helping people form meaningful friendships offline.

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a great **Saturday afternoon and Saturday night in** **Port Credit.** If you have never been; it's a great place to enjoy the sun, the water, the trees, the flowers, grab a coffee, ice cream, go for a leisure walk by the lake and then enjoy a tasty meal. Port Credit is also known for it's live music and dancing too (Event is both indoor and outdoor) I'm going to show us all around Port Credit, play a couple new ice breaker games and then had to a wonderful cozy restaurant in the main strip of town with a great dinner menu. \*The walking portion will be roughly 2 hours with some stops along the way; then we will head for dinner and more mingling. This will be a fun day and evening gang! We will meet at **Star Bucks (111 Lake Shore Rd. West) in Port Credit** where you are welcome to grab a beverage or pastry if you like. This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small evening adventure through **Port Credit.** More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **\*\*SATURDAY NATURE WALK and NIGHTLIFE IN PORT CREDIT\*\*** **(Walk, Talk & Flock!)** -A great day as we explore some of the best area's of Port Credit near the water, board walk and entertainment strip (lots of live music too) -We can stop and rest at different spots, take some lovely scenic photos, group photos and share some laughs together -Play a couple ice breaker games near the beginning as well to help us get to know one another \*A great way to naturally make connections, get some fresh air and enjoy our Saturday in November together :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** We will meet at **Star Bucks (111 Lake Shore Rd. West) in Port Credit** where you are welcome to grab a beverage or pastry if you like. \*Arrive early if you like (however we will meet out front at 2::30 p.m. (we will wait for everyone to arrive until roughly 3:00) Go Train will take you there by Union Station too :) Plenty of parking in that area too- especially near Front Street and the Library :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

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. **Speaker Bio:** Joseph Coco holds a BS in Artificial Intelligence with an applied mathematics minor and has worked as a ML engineer at Idaho National Laboratory. Currently he works as a consultant, helping teams apply practical machine learning and statistical reasoning to real world problems. **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!** **Buffalo Wild Wings in Grandview** 968 W 5th Ave, Columbus, OH 43212 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)