Scrum

We're excited to bring the community together for an evening of learning and connection! Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Thursday, March, 12th from 5:30-7:30 pm **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare * 6:30 pm: Q&A * 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **"Building Agentic AI on ELK stack"** Story how I built AI Agent using pure ELK + LLM to automate incidents investigations 1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK 2. Building simple AI Agent using pure Logstash pipelines 3. Building advance AI Agent using Ruby plugin 4. Connecting AI Agent to Elastic AI Assistant **Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper. **"One Does Not Simply Query a Stream"** Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures. **Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available. As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps. Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning. Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy. **Location:** 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.

Please contact event host, Christopher, for the event location at christopher.tyrrell@ymail.com

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/toronto-ON/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

Contact Alex for location and information.

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. **Speakers/Topics:** \- Eli Aleyner \(Docker\) Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

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/Da9fZFxPfs **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.

This sprawling pub has everything needed to kick off your weekend! Cozy booths, Sports screens to keep you in the athletic loop, pool table, dart boards & arcade games to thrill & stimulate! BUT, THE KARAOKE THO!!🤩 This stage attracts exciting performers & kind folks from the area who grace the mics with humour AND talent as well as provide an appreciative audience!👏👏🏼👏🏾👏🏿

Each week there is some recommended readings to be done before we meet. **Please see the attached schedule for this week's readings.** The Bible Timeline® study program takes you on a guided journey through salvation history. Presenter Jeff Cavins will show you how fourteen of the Bible’s narrative books tell the biblical story from beginning to end and will give you the keys to understanding the amazing story woven throughout Scripture. The Bible Timeline will teach you how to read and understand the entire Bible and introduce you to the wonderful narrative of Scripture in a way that will transform your life. The online material can be bought online through the link below (optional). However, each session we can share copies for you to have discussion questions in class and reading guideline for the next session. https://ascensionpress.com/products/the-bible-timeline-the-story-of-salvation-online-video-access

## **Global Service Jam – Toronto (March 13–15)** We’re hosting the Toronto edition of the **Global Service Jam** — a 2-day, hands-on design sprint happening simultaneously in cities around the world. Participants receive a shared “secret” theme on Friday evening and work in small teams to design and prototype service ideas over the weekend. This is not a talk or panel event. It’s collaborative, experimental, and focused on learning by doing. **Format** • Friday + Saturday: Core Jam • Sunday: Optional showcase + celebratory lunch 🎟 **Registration is required via Luma** Spots are limited and tickets are managed there. 👉 **Register here:** [https://luma.com/85b13pet](https://luma.com/85b13pet) Hosted by Service Design Drinks Toronto. Supported by Highline Beta.

你一个人，但需要做 5 个人的事。 *You're one person. But you're doing the work of five.* 需求文档？你写。代码架构？你定。测试？你跑。部署？还是你。 *Product spec? You write it. System architecture? You design it. Testing? You run it. Deployment? Still you.* 这不是抱怨，这是 Solo Founder、独立工程师、技术 Lead 的日常现实。 *This isn't a complaint — it's the daily reality of solo founders, independent engineers, and technical leads.* *** 哈佛商学院今年刚发布了一项研究：他们跟踪了 200 名工程师长达 9 个月，结论出人意料—— *Harvard Business Review recently published a striking finding: they tracked 200 engineers over 9 months, and the conclusion was counterintuitive —* **用了 AI 的人，工作量反而增加了。** ***People who used AI ended up with more work, not less.*** 速度更快，被分配更多任务。工具更多，注意力更碎片化。AI 放大了原有的工作节奏，而不是改变它。 *Work faster, get assigned more. More tools, more context-switching. AI amplified the existing pace of work — it didn't change it.* 这项研究说中了很多人的感受：AI 没有给我们自由，它只是让我们更忙。但这也说明——问题不在 AI，在于我们怎么用它。 *This research captured what many of us already feel: AI hasn't freed us — it just made us busier. But that also means the problem isn't AI. It's how we use it.* *** 本次分享，讲者将从自己的真实项目经验出发，拆解他如何用 **Agentic Engineering** 方法论，真正实现了一个人跑出整个工程团队产能的工作方式。 *In this talk, the speaker will draw on his own real projects to break down how he uses the **Agentic Engineering** methodology to genuinely achieve the output of a full engineering team — as one person.* 不是让 AI 帮你聊天，而是让 AI 成为你的产品经理、工程团队、工程文化和 DevOps—— *Not using AI to chat — but making AI your product manager, your engineering team, your engineering culture, and your DevOps.* 分享将以 **10 DOs & Don'ts** 为主线，每一条都有对应的真实场景。10 个 DO/DON'T，是他从中整理出来的实战清单。 *He's been there. The 10 DOs & Don'ts are the practical checklist he built from those mistakes.* *** **你将带走什么 · What You'll Take Away** 不是理论框架，是一套当晚就能用的判断标准： *Not a theoretical framework — a set of judgment principles you can apply the same night:* * 什么时候用 Claude，什么时候切 Codex，什么时候用 Raycast *When to use Claude, when to switch to Codex, when to reach for Raycast* * 为什么"提问前先优化提示词"能把输出质量翻倍 *Why optimizing your prompt before asking can double output quality* * Plan Mode 和直接对话的区别，以及在什么情况下必须用 Plan Mode *The difference between Plan Mode and direct chat — and when you must use Plan Mode* * 如何把反复有效的提示词固化为跨项目的 Skill 资产 *How to crystallize effective prompts into reusable Skills that compound across projects* * 如何搭建一套多机可同步、一行命令恢复的 1 Man Company 工程环境 *How to build a 1 Man Company engineering environment: portable, multi-machine, one-command recovery* *** **适合谁来 · Who Should Attend** 正在用 AI 写代码、但感觉还没找到节奏的工程师。独立开发者或 Solo Founder，想把个人产能天花板再往上推一层。对 Agentic AI 感兴趣，但还没有实战经验可以参照的技术人。 *Engineers who are using AI to code but haven't found their rhythm yet. Independent developers or solo founders who want to push their personal productivity ceiling higher. Technical practitioners curious about Agentic AI but without real-world reference points yet.* 不需要提前了解 Claude 或 Codex，只需要有过"AI 没帮上忙"的困惑，就值得来听一听。 *No prior knowledge of Claude or Codex required. If you've ever felt that "AI just isn't helping me the way it should" — this talk is for you.* *** Speaker： Bryan Zheng， Founder of Startup4Chinese, developed several in-house products for a crypto data analysis firm. *** **Fee: $25 per person**, with fresh tea and exquisite snacks served. ***Special thanks to Jiamu Tea House.*** https://www.instagram.com/jiamuteahouse.ca/ Started in August 2017, our mission is to **inspire**, **empower**, and **connect** entrepreneurs not only among Chinese but beyond. We want to: • inspire your passionate entrepreneurship spirit • empower your brilliant startup idea, and • connect you with your future reliable partner We value *openness*. We provide *pragmatic* topics. We want to help you *succeed*! Startup4Chinese，成立于加拿大多伦多，致力于联结华人创业者与各个族群中的聪明才智，弘扬华人创业者的创业激情，赋予华人创业者更大力量。Startup4Chinese 主张开放心态，锐意开拓进取，注重脚踏实地，让我们一起享受创新、创业的过程。 Please check out our [website](http://startup4chinese.com/) for more info, and [Youtube](https://www.youtube.com/channel/UC5anEPSp8wwEMJFZjwsThHA) for past meetups.

🍽️ Breakfast Meetup Location: Eela South Indian Cuisine Time: 10:00 AM – 12:00 PM What to expect: This is not buffet but have thalis with unlimited rice and roti ( bread). South Indian breakfast classics (dosas, idlis, vada, filter coffee) Easy conversation, no rush A relaxed start to the day — phones down, people present This is not a “grab-and-go.” This is a sit, savor, and connect kind of breakfast. 🚗 Transition Time 12:00 – 12:30 PM Wrap up breakfast Short drive to Rouge National Urban Park Carpool if possible (always boosts bonding points) 🥾 Nature Walk / Hike Location: Rouge National Urban Park Time: 12:30 – 2:00 PM (flexible) Hike details: Easy, beginner-friendly trails Forest paths, river views, fresh air Walk-and-talk pace — not a bootcamp What to bring: Comfortable shoes Water bottle Light layer (Rouge can feel cooler under the trees) Vibe: Grounded. Unhurried. The kind of walk where conversations deepen naturally — or silence feels just as good.

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Join Neurospicy Columbus at the Stauff's for coffee and then a stroll through the Book Loft nearby! This will be a friendly chat for like minded individuals with Autism and/or ADHD (or somewhere on the Neurodiverse Spectra).

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

We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️