Patent

Join Sandon Jacobs on Monday, May 25th from 6:00pm hosted by Improving! 📍**Venue:** **Improving Office** 171 East Liberty St Unit 235 Toronto, Ontario M6K 3P6 **Directions (171 E Liberty St - Suite 235)** **By transit** Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office. **By car/parking** On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street. **Entrance** The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door. 🗓 **Agenda:** * 6:00pm – 6:30pm: Welcome, Food/Drinks & Networking * 6:30pm - 7:30 pm: **From Chaos to Contract: Governing Data Streams** by Sandon Jacobs **💡 Speaker Details:** Sandon Jacobs, Senior Developer Advocate, Confluent **From Chaos to Contract: Governing Data Streams** So you’re committed to this path of data streaming with Apache Kafka. But, here’s a question: would you build a REST API and make users guess the request and response formats? Doing so opens a Pandora’s Box… * What’s the domain model? * Name the operation… POST? GET? PUT? PATCH? * What does this error code even mean? * Is the documentation - if it even exists - accurate and relevant? * Imagine the complex, repetitive logic every consuming system would need to implement to make sense of it all. In a distributed, asynchronous system, these problems are magnified. Apache Kafka's flexibility—messages as simple bytes—is a huge strength, but it's also a major risk. While your event streams likely consist of some structured data (maybe JSON strings), enforcing structure, managing evolution, and basic validations aren’t a hard requirement. This leaves consumer applications to perform this preprocessing of every event - even if that event has no business value. In this session, we'll define data contracts and how to enforce them at the source - the applications that produce events. We’ll cover the practice of using a schema registry - supporting popular serialization formats like Apache Avro and Google Protobuf - to design events in the terminology of our business domain. Because data structures change over time, let’s discuss safe schema evolution practices. Then we’ll utilize these contracts with schema registry-aware producer and consumer code. We’ll end our time by looking at how smart CI/CD pipelines and build-time checks can add an extra layer of defense against the costly problem of poison data. It’s time to stop guessing and start governing. Join us to learn how to move validation upstream and transform your event streams into high-quality, discoverable data products. You’ll walk away with a practical blueprint for enforcing schema integrity and automating evolution—ensuring your data streams are a trusted asset. \*\*\* DISCLAIMER We don't cater to attendees under the age of 18. If you want to host or speak at a meetup, please email [community@confluent.io](http://community@confluent.io/)

These monthly socials are a chance to network with other students and professionals in the geomatics field to chat GIS, data, remote sensing, surveying and more in a casual atmosphere. Feel free to bring friends and colleagues along - we're eager to welcome everyone back for a fantastic evening! This is a free event. Please RSVP to let us know you're attending.

Navigating work/personal life in this mega city can be challenging ! We welcome all the Toronto young professionals & startup lovers to join this community that provides you an inclusive and casual platform to share, discuss, and grow! No matter what career stage you are at, what industry you work for, or what startup idea you are brainstorming, this inclusive & vibrant community aims to help you embark on your new personal/work journey! If work sounds annoying to you or you are new to the city, you can just come have a coffee and meet new people! No WFG members, Let's exchange ideas and create new memories together! We welcome you to join us at a new location; Sweetway Cafe **THE COFFEE SHOP IS EXCLUSIVLY OPEN FOR THIS EVENT AT THAT TIME, AND MAY NOT SERVE FOOD OR DRINKS** We plan to meet weekly or biweekly at various locations in Toronto.

🎟 **This is a paid event. Tickets must be purchased on Luma.** **Get yours: [https://luma.com/tiequest-2026](https://luma.com/tiequest-2026)** #### TiEQuest Summit 2026 - Building in Canada for the World A morning of big ideas, honest conversations, and real momentum, right in the heart of Toronto Tech Week. **🧠 What to Expect** Sharp talks and practical insights from founders, operators, and investors who are actually doing the work. No fluff, just the real story of what it takes to scale ambitious companies from Toronto to the world. **🤝 Who's in the Room** Founders at every stage. Operators building something meaningful. Investors looking for what's next. If you're shaping the future of Canadian tech, you belong here. **📍 Where** U of T Schwartz Reisman Innovation Campus, one of Canada's most exciting hubs for tech and entrepreneurship. **📅 Monday, May 25, 2026** **⏰ 8:30AM – 12:30PM** **📍 108 College St, Toronto, ON**

Our beginner Argentine Tango classes will start on April 6th at Society ClubHouse (967 College St) and we’d love to have you! Argentine Tango is all about connection, rhythm, and feeling the music. No prior experience is needed. This class is designed for first-timers and those curious about Tango. 💃🕺Class Packages: ✨ Standard Package (Monthly) 4-Week Course (4 Lessons): $100 cad per person Perfect for those looking for a consistent dance journey. ✨ Drop-in / Single Lesson First Discovery Lesson: $25 cad per person Regular Drop-in: $30 cad per person Flexible options for busy schedules or a quick trial. 🎓 Student Special (Monthly) 4-Week Course (4 Lessons): $80 cad per person (Valid student ID required.) No partner required. Please let us know which role you’d like to learn so we can help keep a good balance in the class. 💃🕺 Kind note: By filling out this form, you are reserving a spot in the class. We kindly ask that you attend the session you sign up for, as spots are limited. We can’t wait to dance with you! 💃🕺 What to wear:Comfortable clothing is recommended. For shoes, we suggest something with a smooth sole that can slide easily (e.g., leather or similar). If you’re new, don’t worry! Just avoid very grippy sneakers, and you’ll be fine! You can also contact us by email tango@nocheslargas.com

🤝Looking to connect with other creatives and professionals in the events and service space—without the pressure of traditional networking? Join us for a relaxed, casual evening at Chatime 🧋 bringing together creative professionals, event vendors, and small business owners in one room. **Date:** Tuesday, May 25, 2026 **Time:** 7:30 PM – 10:00 PM **Venue:** Chatime Liberty Village **You must [buy your ticket here on Eventbrite to secure your spot](https://www.eventbrite.ca/e/may-networking-mixer-for-toronto-creatives-event-professionals-tickets-1988533051888?aff=meetup)**[ ](https://www.eventbrite.ca/e/may-networking-mixer-for-toronto-creatives-event-professionals-tickets-1988533051888?aff=meetup)\- an RSVP on Meetup does not count\. ✨ **Come see why [Toronto Event Hub](https://torontoeventhub.com/) networking events are rated one of the best in Toronto!** Celebrate Asian Heritage Month by supporting two local Asian-owned businesses (Chatime & Toronto Event Hub), while meeting like-minded professionals across the GTA. 🤝 Check our events at [Toronto Event Hub](https://www.torontoeventhub.com/).

**[GrafanaCON Local](https://grafana.com/events/grafanacon-local/) Toronto - featuring the latest in AI Observability** Join us for a local edition of GrafanaCON — a recap of the keynote highlights combined with fresh voices from the Toronto community, all with an AI twist. We'll dig into actually useful uses of AI in observability, and how to add observability for AI workloads. Free to attend. Pizza and drinks provided. **Talks** 🎤 **Grafana 13: The road to AI-native observability** — Marylia Gutierrez, Principal Software Engineer @ Grafana Labs This talk will walk through Grafana 13 and the most impactful improvements across the platform. Learn how Grafana is continuing to invest in AI to become the first fully AI-native observability platform, and the default choice for agents. 🎤 **Scaling Grafana Assistant: Context, confidence, and AI observability** — Edward Qian, Staff Software Engineer @ Grafana Labs AI agents are only as powerful as the context they receive. In this session, we'll share lessons from building Grafana Assistant and offer practical tips for bringing the right context to get the most out of AI agents. 🎤 **AI tools to optimize your development workflow** — Cristiano Ventura, Senior Software Engineer @ Grafana Labs The way we write software has changed. AI systems read code, plan, execute shell commands, run tests, open PRs, and ship work end-to-end. This talk will showcase useful AI tools and concepts to improve your development workflow. **Agenda** 5:30 PM — Doors open, food + networking 6:00 PM — Talks begin \~8:00 PM — Networking continues 8:30 PM — Wrap *Note that by registering for this event you consent to related event & product communications from Grafana Labs and agree to our [code of conduct](https://grafana.com/events/events-code-of-conduct/).*

This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Birdies: Please bring one birdie with you. However, if you are intermediate plus or advanced level, bring two birdies with you. Court fee: It will be informed at the comment section by 4pm. Cost per person is either $216 (for 4 courts), $162 (for 3 courts) or $108 (for 2 courts) divided by the number of players attended. My email address for etransfer is: lingseilau@yahoo.com

Can your agents scale without bankrupting your API quota or your compute budget? Join this session to explore a production-ready architecture that uses the LLM Council pattern, Google’s Agent Development Kit (ADK) for Java and Spring AI, all deployed on Cloud Run. And discover how replacing probabilistic reason-and-act (ReAct) loops with LLM Council enable goal-oriented action planning (GOAP) creates agents that are not only smarter but also significantly lighter and faster – making them the perfect workload for serverless execution. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Dan Dobrin is an App Architect in Google Cloud, helping customer teams adopt modern AI technologies, cloud-native patterns, practices and technologies in GCP. Dan focuses on building GenAI applications, adopting AI coding assistance tooling with Gemini, Native Java Images, Spring AI, event-driven architectures, production-readiness and performance optimization. Prior to joining Google Cloud, he has built highly scalable, low-latency, frameworks for technology, security and financial services organizations.

Please note that access to this event is exclusive to those you register using the link below. Thu May 28th, 7-10 pm, Good Fortune Bar. You asked for it and we heard you! Intro's first Toronto Queer Desi Mixer. What to expect? \~Ice Breaker hosted by Harsh, cue cards and fun little games! ​\~Socialize with Queer Desis, maybe you'll find someone to go on a Sunday sunset date <3 ​\~A sundowner with drinks and a fun jolly vibe. ​\~Attire - Casuals, or whatever makes you feel confident and sexy ;) Please [CLICK HERE](https://luma.com/vbsh9shh) to book! See you soon!

Hey there! 😊 **Note:** This event is posted on multiple platforms, so more people come than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy and fun way to meet your **new girlfriend / boyfriend!** You do not need to do the scary part first, **the host does everything for you.** Easy and fun way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/toronto -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- handled with care so the mix stays fair and even 😌 **Professional host included** \- the host helps with everything for you ☺️ **Relaxed, welcoming atmosphere** \- calm\, friendly\, and easy 🎉 **Friendly people** \- you may be surprised by how nice everyone is\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will get **question cards** on each table! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in central Toronto. 💌 **QUESTIONS?** Email us! We reply to every person! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/toronto -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! I’m excited to welcome you! See you on Saturday! 😊❤️

**Moving from Conversation to Implementation** Artificial intelligence is rapidly reshaping workplaces, products, services, and decision-making systems across sectors. As organizations accelerate AI adoption, many teams are being asked to make high-impact decisions without clear governance structures, shared implementation standards, or practical guidance for assessing risk, accountability, accessibility, and long-term impact. Across workforce, technical, and community contexts, organizations are grappling with how to ensure AI is implemented in ways that are inclusive, responsible, and grounded in real-world realities. HR professionals, AI practitioners, nonprofit leaders, governance stakeholders, and community advocates each hold critical perspectives on how AI systems can either reinforce existing inequities or help build more equitable futures. This in-person QT Inclusive AI Roundtable brings together professionals across sectors for a facilitated cross-sector working session focused on one core question: **What do organizations actually need in order to implement inclusive AI responsibly in practice?** This session is designed as a collaborative implementation lab where leaders and professionals can explore the real-world challenges of implementing AI responsibly, share practical insights across sectors, and help shape the tools, frameworks, and approaches organizations need to move from theory into action. Through guided dialogue, peer exchange, implementation exercises, and collaborative activities, participants will explore: * where AI is already influencing organizational decisions and systems * the governance, operational, and accountability tensions organizations are navigating * how different sectors experience and define AI risks differently * where misalignments and gaps currently exist * what practical tools, frameworks, and supports are needed to move from theory into implementation Grounded in queer-informed approaches to systems, safety, accessibility, and community-centred accountability, this session centers lived experience as a critical source of implementation insight. Participants will examine how AI systems can unintentionally reproduce invisibility, exclusion, surveillance, or harm when deployed without meaningful community grounding or governance structures. This session is part of QueerTech’s broader initiative to move from conversation into practical implementation. Insights gathered through this roundtable will directly contribute to the development of community-informed toolkits, frameworks, case studies, and practical resources designed to support organizations implementing inclusive AI across sectors. The session will include both implementation perspective-based discussions and cross-sector exchange, creating space for participants to deepen within their own organizational realities while learning from different approaches, constraints, and experiences across the ecosystem. Participants are encouraged to bring: * real organizational scenarios * current implementation challenges * governance questions * operational tensions * decision points they are actively navigating **Following this roundtable, there is a QT Connect for the broader community at the same location in the evening.** **Participants will Leave With:** ✨ A clearer understanding of the governance, operational, and accountability challenges organizations are currently facing in AI implementation ✨ Cross-sector perspectives on how AI risks, tensions, and opportunities are experienced differently across workforce, technical, governance, and community contexts ✨ Greater insight into the practical tools, frameworks, and supports organizations need to move from intention into responsible implementation ✨ New ways of thinking about inclusion, safety, visibility, and accountability through queer-informed and lived-experience perspectives ✨ Practical ideas, questions, and next steps to bring back into their organization, team, or community ✨ Connections with peers across sectors navigating similar implementation realities and decision-making challenges ✨ The opportunity to contribute to the development of future QT Inclusive AI resources, frameworks, and toolkits This roundtable is supported by WAGE (Women and Gender Equality) Canada and by RBC’s approach to helping strengthen the capacity of Canada’s nonprofit sector. **Who Should Attend** This session welcomes professionals working across: * HR, workforce, and organizational leadership * AI, product, design, and technical systems * Nonprofit, public, and community-serving organizations * Governance, policy, accessibility, legal, and strategy roles * Research, advocacy, and ecosystem-building spaces No advanced technical expertise is required. **Event Details** 📅 May 28, 2026 🕑 2:00 PM – 4:30 PM ET 📍 Toronto \| In Person 🗣 Language: English **About QT Inclusive AI** QT Inclusive AI is a national initiative designed to support professionals across Canada in understanding, assessing, and applying inclusive AI practices within real organizational contexts. Through curriculum, assessment tools, facilitated dialogue, and community-informed resource development, participants examine how AI systems are being used in practice and where risks, tensions, and opportunities are emerging. The goal of QT Inclusive AI is to help translate responsible AI principles into practical implementation across technical and non-technical environments. Read more on the QueerTech website:[ https://queertech.org/en/qt-inclusive-ai](https://queertech.org/en/qt-inclusive-ai) If you have questions about the program, contact: Amos B. Program Manager, Community Learning and Development amos@queertech.org Sign up today!

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** TBD

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/columbus-oh/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program. [https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)

We may pick a specific topic and post in advance or may discuss current events and various ad hoc topics . We would love to spend time hanging out and getting to know one another. Atheist, agnostics, other non-theists, and atheist-friendly people are welcome to join us. Note: COUNT operates a Facebook page at www.facebook.com/groups/COUNT.discussions (http://www.facebook.com/groups/COUNT.discussions/) to promote discussions among members and visitors.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!