Creating Amazon Cloud Applications

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/)

This time we'll be reading Roadside Picnic by Arkady and Boris Strugatsky. Here's the blurb: Red Schuhart is a stalker, one of those young rebels who are compelled, in spite of extreme danger, to venture illegally into the Zone to collect the mysterious artifacts that the alien visitors left scattered around. His life is dominated by the place and the thriving black market in the alien products. But when he and his friend Kirill go into the Zone together to pick up a “full empty,” something goes wrong. And the news he gets from his girlfriend upon his return makes it inevitable that he’ll keep going back to the Zone, again and again, until he finds the answer to all his problems. First published in 1972, *Roadside Picnic* is still widely regarded as one of the greatest science fiction novels. The book is available here: Amazon- Paperback, eBook, Audiobook: https://www.amazon.ca/Roadside-Picnic-Arkady-Strugatsky/dp/1613743416/ref=sr_1_1?crid=4CF8Z2KM9FR5&dib=eyJ2IjoiMSJ9.OkKU7AC1WfScTlwfheDPnXc6RoH27bTDKMyfAgC_JANost0NCKJUcjZqbrLEile8IathzFMmAmFe9oXiUWLxKh0sg2kayNmgEhJeLKnThaxDk_9Nmn1yHf77Bct23OqBlVzxGEpNppD1tjZHWL0s7jQ4OA2YCoqJ5wL-eUmc8we34pauk-oG5kcohPzDgi_je8CjkyuMZtBD9FL-ijN8lzwv7OthBw_4PRiTvvZPAoimmLqGW3osojbapjD2J2EwKkDSsW8nh6xzHTdnXuVZKsuwVD2Pb6_99nT4Yqhn-WU.W4eSQPh8pV3pjNwYowMlY_NWsCM75jm2_aqs1Z4WAl0&dib_tag=se&keywords=roadside+picnic&qid=1768352378&sprefix=roadside+picnic%2Caps%2C138&sr=8-1 Indigo- Paperback: https://www.indigo.ca/en-ca/roadside-picnic/9781613743416.html Kobo- eBook: https://www.kobo.com/ca/en/ebook/roadside-picnic-1?sId=a2633ff7-55e3-4248-88ad-9f7fedb4c18f&ssId=1AYtAyk0vt3KTVdGTn8zv&cPos=1 Toronto Public Library: https://www.torontopubliclibrary.ca/detail.jsp?Entt=RDM2898868&R=2898868 Toronto Public Library- eBook https://toronto.overdrive.com/media/1075415

**Ready to get better at speaking in front of a room and leading with confidence?** MidTown Toastmasters is a friendly, diverse club that meets twice a month to practice real public-speaking skills in a supportive environment. We keep it welcoming and fun. **What to expect** * Quick orientation for newcomers * Prepared member speeches * Table Topics impromptu speaking * Encouraging feedback that helps you improve right away **Guests are always welcome.** You are invited to try a few meetings as a guest before deciding to join. There is never pressure to speak on your first visit. **New here?** Message us here on Meetup with any questions, or ask for Josie when you arrive and you will get a proper welcome and introduction. **RSVP notes** Please RSVP to help us plan seating. If your plans change, update your RSVP so we can offer your spot to someone on the waitlist. **Where** St. Matthew's United Church Oakwood Room 729 St. Clair Avenue West (St. Clair & Christie) **Learn More About Our Club:** Club’s Website: [https://torontomidtowntoastmasters.toastmastersclubs.org/](https://torontomidtowntoastmasters.toastmastersclubs.org/) Our club meets **online** every 2nd Monday of each month, and meets **in-person** every fourth Monday of each month (holidays excepted). **\-\-\-** **Here's what our previous guests (from August 25) said about our club:** * "It was engaging from start to end" * "I'm very impressed by how the evaluators notice everything." * "I enjoyed practicing my active listening." * "The report on the filler words is useful. I can see myself improving with this feedback."

🎟 **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 built for founders who are done thinking small - and ready to hear how the best in Canada actually went global. **🧠 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**

Come and lets talk Ubuntu talk. Come see the new Ubuntu 26.04. Bring your laptops and show off your favorite apps and your wallpaper. Got questions ? Bring them too ! Location and time: Monday 7pm May 25 2026 Bishop and Belchers pub Church and Bloor St E. 175 Bloor St E. Toronto, ON M4W 3T5 [(416) 591-2352](tel:+14165912352)

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.

### **Build Your First Streaming AI Personal Assistant** **2-Hour Hands-On In-Person Workshop** #### **Details** * 📅 **Date:** Wednesday, May 27, 2026 * 🕕 **Time:** 06:00 PM – 08:00 PM * 📍 **Location:** B-213, Davis Campus OR Virtual * 🔒 **Sheridan College students only** * 🎟️ **Free \| Limited spots — RSVP now\! AWS Cloud Club swag included\! 🚀** Ready to build modern, real-time streaming generative AI applications on AWS? In this fast-paced, hands-on session you'll: * Spin up a **Next.js frontend interface** * Write Infrastructure as Code (IaC) using the **AWS CDK** * Deploy an **AWS Lambda Function URL** configured for live HTTP response streaming * Connect **Amazon Bedrock with Amazon Nova 2 Lite**—AWS's newest model, auto-enabled out of the box with zero form approval wait times! * Get a live, public HTTPS URL of your running AI Assistant Bring your laptop - we'll provide the starter GitHub repo at the start. See you there - let's build and deploy!

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.

**Hello. I'm [Bruce Hunt](www.brucehunt.ca)** your **Confidence and Communication Coach** in downtown Toronto. I host a variety of inspiring and growth provoking experiences all designed to help you learn to express yourself more confidently and effectively. **All my events are aimed at helping you...** * Build speaking confidence. * Learn speaking skills. * Gain speaking experience. * Hear some inspiring stories and perspectives. * Meet friendly people. **What is Community Breakthrough Night?** This is an event for anyone who wants to learn and practice speaking skills with other friendly, supportive people. Anyone is welcome to participate and no experience is necessary, This experience is meant to have everyone participate but you're welcome to watch if that makes you feel more comfortable right now. Check out one of my other more intensive communication training experiences or my [1:1 Coaching Programs](https://brucehunt.ca/coaching) if you need intensive personalized help. **You** **would defend benefit from this event if...** * You're socially anxious and want to be coaxed out of your shell. * You experience speaking anxiety or fear and want some gentle, supportive exposure therapy * You are a confident speaker and want to practice and learn new skills with a dynamic and inspiring community. **Is there a fee to attend?** **Yes. A** **$25 drop in fee** is in effect or bring a friend and pay **$40** for the two of you. You can pay via e-transfer to bruce@brucehunt.ca. Just add a message in the transfer which event you're planning to attend. **What to expect?** 1. Bruce opens the event with a friendly welcome and warm up for everyone and introduces the speaking theme for the night. 2. You'll get some tips for how to build your 2 Minute Talk and be reminded of some skills you can practice. 3. Everyone gets 2 Minute Speaking opportunities until everyone has had at least one, but often two opportunities to speak. **Do you need to prepare anything?** No. There is a unique speaking theme for each event that is based on a personal growth theme of some kind. They are always easy to talk about and designed to get you sharing your unique perspectives and experience not give a prepared presentation. If you have any questions please feel free to ask! Cheers! Bruce

**DevOps Toronto is officially back, and we’re kicking off 2026 with an in-person meetup!** After a pause, we’re excited to bring the community together again for an evening of learning, connection, and great conversations 🤝 This is a great chance to reconnect and meet fellow DevOps, cloud, and platform engineering professionals in Toronto. **What to expect:** 🎤 **2 technical sessions** 1. Crawl, Walk, Scale: Building Maturity into your internal development platform by Jeferson pereira 2. Bring Your Own AI: Running LLM Models in Your Lab by Alexander Kharkevich 🤝 **Dedicated networking time** with the community 💡 Real-world insights, hands-on learnings, and meaningful discussions **📅 Event Details:** 📅 **Date:** 28th May 2026 ⏰ **Time:** 5:00 to 7:30 PM EST 📍 **Venue: 7th Floor, AWS Office,** **18 York St, Toronto, ON M5J 0B2, Canada** **🎤 Interested in speaking?** We’re actively looking for speakers to take the stage and share their experiences with the community. 👉 **Submit your talk here:** [https://sessionize.com/devops-toronto-2026/](https://sessionize.com/devops-toronto-2026/) ✨ Let’s bring the DevOps Toronto community back stronger than ever. 🔒 **Note:** This is a **community-driven event**. We respect your privacy and **will never share attendee information for any monetary or promotional purposes**.

🚨📢 **Please register using this link:** 👉 https://usergroups.snowflake.com/e/mwgfby/ **Bring your laptop fully charged. No prior CoCo experience needed.** Join the Snowflake Toronto User Group for **CoCo Labs** — a hands-on evening dedicated to **Cortex Code (CoCo)**, Snowflake's AI coding agent that takes data teams from natural language to production-ready code. ​You'll get a live demo from Snowflake SMEs, guided hands-on lab time, and the chance to build real things: fix a data pipeline and create your first Cortex Agent — all through conversation with CoCo. Wrap up the night by showcasing what you built (only for the brave!), then stick around for networking and happy hour. A light meal and refreshments will be served. **Agenda 🗓️** ​5:00 – 5:15pm - Arrival and check-in ​5:15 – 5:30pm - Welcome + Cortex Code Overview ​5:30 – 5:45pm - Account sign-up and set up of Cortex Code ​5:45 – 6:30pm - Cortex Code Workshop * ​Diagnose a stale pipeline, fix it, and onboard new sources * ​Build your first agent: enable business users to ask natural language questions on our data ​6:30 – 7:00pm - Explore Cortex Code on your own ​7:00 - 7:20pm - Brave Soul Showcase ​7:20 - 8:00pm - Networking & Happy Hour

**Build Your Own Home Lab: Take Control of Your Digital Life! 🏠💻** Ever wondered how to run your own “mini data center” at home? Join us for a hands-on and fun session where we’ll explore the basics of building a general-purpose home lab—from choosing the right hardware to running powerful self-hosted services right from your own home. 💡 Why self-host? \- Take full control of your data 🔐 \- Reduce \(or eliminate\!\) monthly subscriptions 💸 \- Improve your data access\, reliability and redundancy ⚡ \- Learn awesome real\-world tech skills We’ll cover: 🖥️ Hardware basics — what you actually need (and what you don’t) 🧠 Software stack — how to bring everything together And we’ll demo some cool services you can run yourself: 📦 NAS — your own private cloud storage 🏡 Home Assistant — automate your home like a pro 🎥 Frigate DVR — smart AI-powered security cameras 🎬 Plex Media Server — your personal Netflix 🎧 Audiobookshelf — manage your audiobook library 🌐 NGINX Proxy Manager — clean, simple access to your services 🛡️ OPNsense — build your own powerful router/firewall 📁 Filebrowser — your own Google Drive alternative 🖥️ Ollama - your own private ChatGPT Whether you’re just curious or already tinkering, this session will give you the tools and inspiration to start building your own home lab. 👉 Warning: Side effects may include excessive tinkering, upgrading hardware, and never trusting cloud subscriptions the same way again **Speaker: Edgar Canola** Electrical Engineer and Electronics Technician working in the power generation field, driven by a lifelong passion for technology. I enjoy tinkering with computers and hardware, repairing and restoring vintage electronics, game consoles, exploring retro computing and retro gaming, audio gear, music, and 3D printing. **Schedule:** 6:00 - 6:30 - Meet 'n Greet with Pizza and Pop 6:30 - 6:45 - Introduction and Welcome 6:45 - 7:45 - Main Presentation 7:45 - 8:00 - Closing 8:00 - ? - (Optional - whoever would like to join) Continue our conversations at Bar 6ix, 201 City Centre Drive (3 minute walk) **Where to Find Us** Room 204 in the Hazel McCallion Central Library. 2nd Level. **Parking** There is a parking garage under the library. Parking is free from 6PM on.

[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/

Topic to be announced. **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

**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

REGISTER HERE: [SIGN UP TODAY](https://link.elitereimm.com/widget/form/mUCJcb9LFDGoPqRg82jP?am_id=debbie4540) Should a real estate investor get a real estate license? Sometimes it’s a massive advantage… and sometimes it can complicate your business if you don’t know what you’re walking into. In this training, we’ll cut through the “agents vs investors” drama and focus on one thing: **what makes you more money and gives you more leverage**. You’ll learn: * **When being licensed helps investors win** (better access, better data, better terms, better deal flow) * How investors use a license to **create extra profit centers** (commissions, referrals, listings, buyer rep, property management pathways) * The truth about **MLS access, pocket listings, and being first to the good deals** * How licensing impacts **wholesaling, double-closing, assignments, and disclosures** * What brokerages don’t tell you: **fees, splits, compliance, and time requirements** * When it’s smarter to **partner with an agent** instead of becoming one * A simple decision framework: **licensed vs partnered vs hybrid model** You’ll walk out knowing whether licensing fits your goals—and if it does, the cleanest path to do it without slowing down your investing. REGISTER HERE: [SIGN UP TODAY](https://link.elitereimm.com/widget/form/mUCJcb9LFDGoPqRg82jP?am_id=debbie4540)

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm