Beach Cleanups Toronto
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Winter Stations at the Beaches
Sat, Feb 21, 7:00 PM
Machine Learning Toronto (MLTO)
Mon, Feb 23, 11:00 PM**Registration Instructions:** Meetup RSVPs are closed - to attend, you must register on the [Luma event page.](https://luma.com/2talb3jk) **Agenda** 6:00-6:30 PM Arrivals and Networking 6:30-7:00 PM Tech Talk #1 7:00-7:30 PM Tech Talk #2 7:30-8:30 PM Networking & Wrap-up 8:30 PM Tear-down and Departures **Talk #1:** *I Built a $15/Month AI Advisory Board (And It Called Me Out)* \- Jacintha Kurniawan\, Co\-founder and AI Product Manager at Bridge AI Knowledge Using commodity tools, I built a multi-agent AI system for <$20/month and created a "CEO-in-the-loop" architecture: agents collect data, detect patterns, then four RAG-based advisors to argue with each other in Discord threads. I read their debates, make decisions, and an executor agent builds my calendar. My key insight was that if advisory agents agree, the system is useless; disagreement is the feature. This talk breaks down the full technical architecture, the cost model that will scales from $15/month to production, why I designed agents to argue instead of agree, and the counter-intuitive discoveries (why the first 15 minutes matter more than the next 4 hours). **Talk #2:** *Building Agents That Know: Knowledge-First Design for AI Systems* \- Andrew Berry\, Sr\. Data Scientist at Bell Media Most AI agent projects start in the wrong place: with tools and architecture. This talk inverts that approach and shows how reliable agents emerge from well-designed knowledge and context, not bigger models. We'll explore simple patterns for structuring what an agent knows, what it needs right now, and what should persist over time, and why simpler context design often beats complex architectures. **About the Speakers:** [Jacintha Kurniawan ](https://www.linkedin.com/in/jacintha-kurniawan/)is a co-founder and AI Product Manager at Bridge AI Knowledge, where she designs and ships AI agent systems for regulated industries, creative agencies, and retail. Her work focuses on translating ambiguous, high-stakes requirements into production-ready AI in environments where trust, compliance, and adoption are critical. She is a TEDx speaker on the Economy of Trust and hosts The Deep Dive Lab, a podcast featuring 50+ conversations with AI leaders, ethicists, and operators on building pragmatic, responsible AI. Jacintha holds an MBA and brings a cross-functional background spanning AI startups, data analytics at Canadian Tire, and supply chain logistics. Her recent work includes leading an automated conformity platform for a Canadian real estate regulator—processing 500K+ transactions across 200+ agencies while maintaining Law 25 compliance—and developing AI products that measurably reduce operational effort. She recently led product and technical development of Eterna, a voice AI agent for peri- and menopausal health that won first place at a hackathon by prioritizing empathy-driven conversational design. [Andrew Berry](https://www.linkedin.com/in/berrya/) is a Senior Data Scientist II at **Bell Canada**, where he works on applied AI and agentic systems across conversational AI, intelligence platforms, and context-aware automation. His work focuses on building reliable, production-ready AI systems and exploring how knowledge, context, and system design shape trustworthy AI behavior in real-world enterprise environments. Andrew is also an experienced podcast host and public speaker, having founded and hosted *The Pandemic Job Hunt* and *The Little Big Ideas Show*. He holds a Bachelor of Commerce from McGill University with a major in Information Systems and a finance concentration, and has completed formal training in data science and product management, bringing a rare blend of technical depth, business context, and communication to his work in AI. **Many thanks to our supporters and sponsors!** We'd also like to acknowledge our venue partners, [Highline Beta](https://www.highlinebeta.com/) for generously providing their amazing space for the event, and [PRAKTIKAI ](https://www.praktikai.com/)for making the event happen. **Speak or Support MLTO!** We are constantly looking for new speakers and sponsors to share their knowledge and help build the AI community in the GTA! If you are interested please get in touch directly or apply via one of the links below: \- Speaker Application Form: [mlto.ca/speak](http://mlto.ca/speak) \- Sponsor Inquiry Form: [mlto.ca/sponsor](http://mlto.ca/sponsor) \- Volunteer Application Form: [mlto.ca/volunteer](http://mlto.ca/volunteer)

Woodbine Beach Volleyball 4s/6s mixed levels
Wed, Feb 25, 9:00 PMPlay some beach and meet cool people

🌳🦆⛵ URBAN WALK: High Park to Harbourfront (10 Km): SAT, Feb 21
Sat, Feb 21, 6:00 PMWe will take a leisurely walk from Bloor West and High Park Ave. to **Harbourfront,** via **High Park,** **Sunnyside Park** and the Toronto **Waterfront Trail.** Join this outdoor event to behold some amazing views of High Park, **Lake Ontario,** the Toronto skyline, Canadian geese, ducks and other wild animals. **All walking/ hiking levels welcome**. We will take breaks along the way for beverages and/or washroom needs. **Length:** 10 Km. This is a LINEAR hike, but the end point is WELL CONNECTED to both **Line 1** (Yonge-University) and **Line 2** (Bloor-Danforth). You may return to either Subway line by TTC streetcar. * DIFFICULTY LEVEL: Beginner -- all levels welcome! * WHAT TO BRING: Water (at least 1 L), hiking shoes/ boots and cash for TTC fare and personal purchases. * POST-EVENT: Refreshments at a cosy restaurant at Harbourfront, OPTIONAL (around 4:30 PM) **Event conditional on weather.** In the event of harsh weather, this walk will be cancelled or rescheduled. **\*\*\* PLEASE, BE ON TIME \*\*\*** We will not wait for anyone after 1:15 PM. It is not okay to join the event or call the Organizer after the event starts at 1:15 PM. ⭐️ **Event Fee:** $5/ person (only $4 if paid ONLINE) ⭐️⭐️ HOW TO PAY ⭐️⭐️ You may pay the **$5** fee CASH at the beginning of the event, or online via Interac **E-Transfer** (Save $1). * Send payment to: **Walter De Marco** * Email: **thats.walter@yahoo .com** * E-Transfer security question: What is this payment for? * Answer: **"Adventure"** * * GETTING THERE **Bloor St. West and High Park Ave,** Toronto ⭐️ **[Google Map](https://goo.gl/maps/7jd6deCtdU5PdAhx6)** ⭐️ **[>> Click HERE <<](https://goo.gl/maps/7jd6deCtdU5PdAhx6)** * * **TTC Directions:** Take the Subway to High Park Stn and walk East on Bloor St to High Park Ave. * **By Car:** This is NOT a loop walk, so if you leave your car at the starting point, you will have to walk or take public transit back to your car. The best thing to do is leave your car at a TTC Subway Stn., and then return to your car by TTC. There are streetcars that connect Harbourfront to both the Yonge and the Bloor Subway line. ===================================== * DISCLAIMER During all events, members are responsible for themselves. All events in this Meetup group are planned and operated by organizers with several years of experience as hike leaders. However, we make no claims of being professional guides, and take no responsibility for the outcome of any of our trips or activities.

Woodbine Beach Volleyball 4s/6s mixed levels
Wed, Feb 18, 9:00 PMPlay some beach and meet cool people

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