Machine Learning

💘 **Retrieval-Augmented Generation (RAG) with MongoDB Skill Badge** **Rescheduled due to hazardous winter weather for Toronto.** Fall in love with building smarter AI applications using Retrieval Augmented Generation with MongoDB. In this Valentine-themed session, you will learn how to design RAG applications, use vector search effectively, apply smart chunking strategies, and build an LLM-powered app with LangChain and MongoDB using your own data. 🎓 **Skill Badge** Complete the skill check at the end of the session and earn a Credly Badge to share with your network. **💚 Why Attend** • Learn RAG architecture, chunking strategies, and hands-on implementation • Connect with MongoDB users, engineers, and AI enthusiasts • Free community event with complimentary food **🕠 Agenda** **5:30 PM** Meet & Greet - refreshments **5:45 PM** Talk: [Dev J. Shah](https://www.linkedin.com/in/busycaesar) (SWE @ [TribalScale](https://www.linkedin.com/company/tribalscale)) - RAG with MongoDB: Learn and get a [Credly Skill Badge](https://learn.mongodb.com/courses/rag-with-mongodb) **6:45 PM** Networking and connecting with your peers **7:30 PM** Event ends **⚠️ Important RSVP Notes** • When you arrive, please take the **elevator to the 4th floor, turn left, and follow the signs** • We kindly ask that **you arrive on time** so we can keep the event running smoothly • If you arrive **after 6 PM and the building doors are locked**, please signal the **security guard** at his desk for assistance • You may use a **fully charged laptop or a smartphone** to participate in the session • Please note that this event **will end firmly at 7:30 PM** 💡 Join us for an evening of learning, sharing, and community-building. We look forward to seeing you there! ✅ Thanks to our sponsors **[@MongoDB](https://www.linkedin.com/company/mongodbinc)**, **[@Slalom Consulting](https://www.linkedin.com/company/slalom-consulting),** and **[@Delbridge Solutions](https://www.linkedin.com/company/delbridge-solutions)** 💚 We’d love to hear from the community. **Are you doing something cool with MongoDB you’d like to share?** Message our MUG leaders [@Ian](https://www.linkedin.com/in/iancloves) / [@Leonardo](https://www.linkedin.com/in/leogomesdev) 🌎 Sessions will be presented in English

The TAICO team is happy to announce our next meetup at the Adaptavist office in Toronto. Much thanks to [Adaptavist](https://www.adaptavist.com/) for hosting! **Wayfinding** * *Please be careful when using maps features on phones, some people have been redirected to a completely wrong address. The event is near Winners on Front St, which is just south, across the street, from Berczy Park (where the dog fountain is) so if you are not near that area, you are in the wrong place.* **Registration and Event Details** Our goal is to bring artificial intelligence and cybersecurity together. To do that, we need to explore what's happening in AI and what's happening in cybersecurity, and where the two intersect and collide. We're also working to understand how we solve problems in these areas, what that looks like, and how Canada can and will participate. With that in mind, we're pleased to announce our speaker and the agenda for our next meeting! **Sponsors** And thanks to our host, [Adaptavist](https://www.adaptavist.com/)! **Notes** * *Unfortunately, we won't have pizza at this meetup due to a gap in sponsorship. We're actively working on securing sponsors for future events.* **Agenda** **Doors Open: 5:30PM** **Event Start: 6:00PM** * 👋 **Welcome and introductions** * 🙏 **Thank you to our amazing hosts and sponsors!** 🎉 * 🎙️ **Speakers** 🎤 **Speaker #1: Curtis Collicutt** *Title: Stegalographer* *Abstract:* ***They said never write your own encryption. They didn’t say anything about steganography!*** *What if the best place to hide a secret message was in something so boring that nobody would ever look twice at it? Stegalographer is a tool that embeds data in legitimate-looking application logs by encoding information in the choices that generate the logs, rather than encrypting them. The template used, the number of trailing spaces, whether the log says 'error' or 'failure', and even the microsecond variations in timestamps can all carry hidden bits. The output isn't logs with secrets stuffed inside, but real log structure with your data silently riding along.* *This talk will explain how Stegalographer works, from analysing existing logs to extract templates (using the Drain algorithm from log analytics research), to the encoding process that turns your message into a stream of plausible entries. We will explore practical use cases such as covert channels in penetration testing, watermarking logs to trace leaks and censorship-resistant publishing disguised as 'sample data'. However, we will also be honest about the limitations: this is steganography, not encryption, and statistical analysis can potentially detect anomalies at scale. Whether you're interested in security research or information theory or privacy, or want to know more about building security tools, come and see how the most mundane part of any system can become a covert communication channel.* *We'll also touch on the experience of building security tools like this one using AI-assisted programming tools like Claude Code.* 🎤 **Speaker #2: Ads Dawson** Title: *Q&A with Ads Dawson* *Ads Dawson is an Offensive security engineer, penetration tester and red teamer with over thirteen years of experience breaking, testing, and securing applications and infrastructure across startups and large enterprises. Skilled in web application security, DevSecOps, and large-scale hybrid cloud environments, with a strong focus on offensive engineering, red team operations, and vulnerability research. Active bug bounty hunter and researcher in AI and LLM security, specializing in uncovering and mitigating attack vectors such as prompt injection, unrestricted model inference, and backdoor attacks. Experienced in leading incident response and simulating advanced adversaries to expose weaknesses before real attackers do.* *He works with organizations like OWASP and was Technical Lead for [OWASP’s Top 10 for LLM Applications](https://owasp.org/www-project-top-10-for-large-language-model-applications/assets/PDF/OWASP-Top-10-for-LLMs-v2025.pdf).* *This is your chance to ask Ads anything you want about AI and cybersecurity so come armed with your questions!* **⚡ Lightning Talks and Demos** Lightning Talks - 5 to 10 minutes long 1. Elshad Humbatli - Repo Health software project 2. **You?** \- Please reach out if you'd like to do a lightning talk or demo Please reach out to us if you'd like to present at the meetup. We are looking for people to talk about what they are working on, what they are building and learning, and are open to any level of experience and technical depth. Whether you are a beginner or an expert, we want to hear from you! We're all just out here building and learning. 👋 **See You There!** Thanks, and we look forward to seeing you at the meetup!

Tuesday Night Pick-up Soccer - 10:00pm to 12:00pm Markham Soccer Dome 5300 14th Ave, Markham (McCowan and 14th) Indoor Turf Field. Game Play: 7 v 7 Fee: $20 Please EMT to miguel.jamal@gmail.com ALL AGES AND SKILL LEVELS WELCOME!!! Download the APP - Canadian Soccer Club OR Please go to www.canadiansoccerclub.com The App can be downloaded via Google Play or Apple Store. Click Register and create a profile. Log in using your credentials and select day you would like to play Please RSVP on Field 1. \*\*\*\*ALL PLAYERS MUST RSVP ON Canadian Soccer Club APP TO PLAY\*\*\*\* Games will begin at 10:00pm sharp. Players are requested to arrive by 9:50pm to pick teams and kick-off at 10:00pm sharp Players are responsible to bring the following: * Cleats or Turf Shoes * A white jersey and a black/dark jersey * Shin Guards (Strongly Recommended) If you have any questions, please contact the organizers at admin@canadiansoccerclub.com Thank you and look forward to seeing you guys out there.

**🚶🏽‍♀️‍➡️ Join us for Multi-Sensory Meditative Walking 🚶🏽‍♀️‍➡️** Are you looking to hone your mindfulness practice? This is a fun way to explore meditative walking and beat the winter blues ❄️☀️ Come away with your own personal on-the-go wellness tool. Walking Meditation can help with stress, depression, and anxiety. And believe it or not, the buzz and energy of a busy place can enhance our focus and ability to get into that special state of mind so important to wellbeing. Multi-sensory objects of attention guide us through the meditation journey. **Immersive sessions exploring different sensory anchors and philosophical aspects of mindfulness practice.** All levels welcome! 🧘Let's build the capacity to find our bliss everywhere we go 🧘🏼 *In a distracting world that already has us sitting too much, this is the perfect approach to meditative practice. Benefit from the mindful stance exactly wherever and whenever we need it. Nurture another state of mind that brings joy to our soul and resets our nervous system.* **What are the unique benefits multi-sensory meditative walking?** * An alternative way to access meditation for those who prefer not to sit * More variety in terms of objects of attention * Conveniently turn things in your immediate environment into a type of meditation * Benefit from mindfulness practice while you get in some movement * Reset your mind wherever and whenever you need to * Turn mindfulness practice into a regular part of your lifestyle **What are the general benefits of all forms of mindfulness practice?** * Experience more calm and more time in a special state of stillness * Experience more time in another mental realm associated with increased sense of acceptance, presence and meaning * Experience more peace and sense of control over your non-stop thinking mind * Experience more clarity and creative breakthroughs * Experience more tolerance and comfort when it comes to life's adversities **What else will be provided?** * Meeting location (please check your email) * Guidance on the practice of multi-sensory meditative walking * Guidance on principles of mindfulness practice * Each session explores a specific sensory anchor and philosophical focus * Participants will be asked to complete a brief participation agreement before attending * Session is followed by (optional) coffee☕with other participants, not covered by event fee ***Tickets are limited and will go quickly. ([See More Events](https://juliewellness.ca/multi-sensory/)).*** These are small-group events allowing for high quality engagement and connection. **See you there 😊** *-Julie*

This evening, at our usual location and time (Friends House, 60 Lowther Avenue, 7:30pm) please join us for the debate of "Eating meat is morally wrong". Few would argue that such a claim should be made applicable to the whole of the animal kingdom (carnivores aren't 'bad' for having their dinner), yet the claim seems more valid for us humans. Is there something that differentiates us from them in this regard? Does it make us culpable? Join us tonight to hear the arguments and be part of the discussion.

Cha Cha Cha Dance Meetup 💃 Wednesdays | 6:30 PM Mississauga Studio All levels welcome. Learn from a professional, certified teacher and enjoy a fun, social dance experience.

ABCD Reads "**Heart the Lover**" by Lily King. [[RESULTS](https://opavote.com/results/6289524441481216) of the poll for this event] **:: ABOUT THE BOOK ::** "For its first half...a wry, witty, exquisitely evocative campus tale, a fevered fiction of a youthful love triangle, and a reflection,...on the growth and development of a writer. By the end, it stands as one of the most emotionally devastating and soulfully wise novels I have ever read ... Literary without pretension, emotional without maudlin sentimentality. It must be said, however, that King skirts perilously close to the latter in Part 3, and it is a tribute to the power of her moral vision, the precision of her prose, and her animating empathy that the novel avoids bathos and pulls off these wild swerves convincingly ... Heartrending, swoonily romantic, rigorously clear-sighted." (from [The Boston Globe](https://www.bostonglobe.com/2025/09/23/arts/lily-king-heart-the-lover/)) "Our narrator understands good love stories—their secrets and subtext, their highs and their free falls. But her greatest love story, the one she lived, never followed the simple rules. In the fall of her senior year of college, she meets two star students from her 17th-Century Lit class: Sam and Yash. Best friends living off-campus in the elegant house of a professor on sabbatical, the boys invite her into their intoxicating world of academic fervor, rapid-fire banter and raucous card games. They nickname her Jordan, and she quickly discovers the pleasures of friendship, love and her own intellectual ambition. Youthful passion is unpredictable though, and she soon finds herself at the center of a charged and intricate triangle. As graduation comes and goes, choices made will alter these three lives forever. Decades later, Jordan is living the life she dreamed of, and the vulnerable days of her youth seem comfortably behind her. But when a surprise visit and unexpected news brings the past crashing into the present, Jordan returns to a world she left behind and is forced to confront the decisions and deceptions of her younger self. Written with the superb wit and emotional sensitivity fans and critics of Lily King have come to adore, *Heart the Lover* is a deeply moving story that celebrates love, friendship, and the transformative nature of forgiveness. Wise, unforgettable, and with a delightful connective thread to *Writers & Lovers*, this is King at her very best, affirming her as a masterful chronicler of the human experience and one of the finest novelists at work today." (from [Goodreads](https://www.goodreads.com/book/show/228110489-heart-the-lover)) **:: ABOUT THE EVENT ::** You are welcome to arrive 30 minutes before the event and stay 30 minutes or longer afterward to connect with other attendees outside the book talk. Please ensure you have read the book before attending (though finishing any book is not a barrier to participating, as long as you don't mind spoilers). First-time attendees can join for free. If the event is full, we maintain an unofficial waitlist. Please send [Michael](https://www.meetup.com/members/55295192/) a direct message for more information, in either case. We request a $3 contribution from regular attendees to help cover our monthly meetup costs. **:: ABOUT OUR NEXT BOOK ::** At the end of each event, we will ask for nominees for our next book. If you have a good one in mind, please ensure it is between 200-400 pages long, available from the Toronto Public Library, and counts as contemporary literary fiction (though these are not hard and fast rules). When enough nominees are collected, Michael will send the members a direct message with a link where you can vote.

We are going to Chinatown to their New Year's festival. We will first meet INSIDE St. Patrick subway station where you pay your fare. We will then take a short walk around Chinatown to learn some interesting facts about Chinese customs and food. Then we will go to "Chinatown Centre" where they're having Chinese performances including music, dance and craft booths. You can stay in Chinatown afterwards yourself and go to eat at some of places that were pointed out on the walk. This is a free event. You MUST meet us at the subway otherwise it will be too hard to find us at the festival.

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.

Join us this week as a guest to overcome your fear of public speaking and speak with confidence! We hold weekly meetings on Thursday nights to facilitate impromptu speaking, debates, discussions, and prepared speeches to practice our skills and give each other constructive feedback. We are a friendly group of all ages and backgrounds in the GTA, where we help our members and guests in their personal and professional development. We typically meet at the Etobicoke Civic Centre with lots of free visitor parking. You can join us as a guest anytime you want, for as long as you would like, to see what Toastmasters is all about! Come and join us this Thursday to become the best version of you. The theme for this week's meeting is TBD! Join us to practice your improv. speaking skills, debating skills, and to improve your public speaking abilities. If you're interested in attending this meeting, please contact us through our "Contact Us" form on http://goodyeartoastmasters.com/ See you there! ABOUT GOODYEAR TOASTMASTERS \*NOTE\* We are now back in-person at the Etobicoke Civic Centre! Visitor Parking is free. Simply let the Security Person know you're here for a Toastmasters meeting. • Our meetings start at 6:45 PM and lasts for about 2-hours. We suggest you arrive earlier to settle in and network before we begin. • It's free to attend as a guest and you can join us as many times as you would like. For the full access to the Toastmasters Pathways Programme, however, you will need to join as a member and pay a membership fee. • Don't worry about the low attendance numbers on Meetup. Members do not RSVP here. We use the club website instead. Meetup is primarily a place for us to reach out to newcomers such as yourself!

Power grids run on protocols that were never designed to be secure. Modbus doesn't authenticate. MQTT trusts whoever connects. State estimation believes whatever data you feed it. This month, Parham Mohammadi shows what happens when you exploit all of that. **THE TALK** Parham built a full ICS attack simulation lab and ran real attack chains against it. False data injection into state estimation. Modbus register overwrites. MQTT broker takeover. Chained attacks against distributed energy resources. The operator dashboard stayed green the entire time. If Ukraine 2015 and Industroyer taught us anything, it's that this isn't theoretical. **THE SPEAKER** Parham Mohammadi — Postdoctoral Researcher, York University Parham spent six years at York doing his PhD on power systems simulation. The CPPS-SEC Lab he built for this research simulates real ICS attack chains against power grid infrastructure — the same lab he's demoing at this talk. ***ARRIVAL WINDOW — PLEASE READ*** Doors open at 6:15 PM and close at 6:40 PM. Our volunteer at the gate can only let people up during this window. After 6:40 PM, there will be no one downstairs to let you in. Plan accordingly. If you RSVP and can't make it, please update your status so someone on the waitlist can take your spot. Food and drinks sponsored by Stan. **CONNECT** [Discord](https://discord.com/invite/VDy69zgfc3) [Website]( https://defcontoronto.ca) DC416 is Toronto's DEFCON group. If you're into security, you're welcome here.

*Solitaria Vita Meetup Description* A community for matured Single Catholics 30+ years interested in learning about the Catholic Faith and building a circle of like minded friendships. Join us as we explore the teachings of our Lord Jesus Christ, the early Church Fathers and Mothers, Saints and Doctors of the Church to Grow Spiritually, Bond, Forge New Partnerships, Evangelize, Socialize and Win Souls for the Kingdom, while at the same time Honing Skills to live an Authentic Single Life, while waiting for the ***ONE*** God has destined for you. *This group is for Evangelization, Soul winning, Socializing, Education, Information, Building Community and much more*. *This group is **“NOT A MATCHMAKING OR SPEED DATING FORUM”** but a community initiative to help us cultivate attributes and qualities to empower us to live a **WHOLESOME, TRUE, RICH, HOLY** and **COMPLETE LIVES.*** A group where community members can talk about every and anything with each other in a respectful and safe space. Looking forward to many opportunities to build experiences and cherished memories. The activities planned for the evening include Prayers, Reflections, Meditation, Icebreakers, Games and Talk. A guest Speaker will be invited to give a talk on **Qualities to look for in a potential partner and Things to know while contemplating Marriage.** https://www.eventbrite.ca/e/authentically-you-tickets-1835879919259?aff=oddtdtcreator We request a minimum donation of $10 to cater for light refreshment. Please E-transfer to solitariavitaauthentica@gmail.com A WhatsApp group was created for engagement please request for the link to join if interested. For any questions or Inquiries; **Contact: Martina - solitariavitaauthentica@gmail.com** **With subject Line: Solitaria Vita**

🌟 Introducing **AI Innovation Vanguard** — Our **Free**, **Exclusive Co-Create AI Community** Feeling behind in the AI wave? Want to stay updated with the latest AI developments? Torpedo Rapid Studio is excited to launch our new AI community — AI Innovation Vanguard — bringing together early adopters, professionals, and innovators who want to explore and play with our new AI solutions before public release. Members of the AI Innovation Vanguard will receive: ✅ Exclusive early access to our new AI tools ✅ Voice your challenges and influence how our AI products are developed ✅ Opportunity to incorporate our AI solutions into your work to boost efficiency and simplify daily tasks And it’s completely **free**! We’re excited to **release multiple upcoming AI tool prototypes** across multiple industries, built by diverse AI engineers very soon. **Vanguard members from all backgrounds** will get **exclusive early access**! ✨ Join AI Innovation Vanguard today: forms.gle/xLGebMTyAAJegdoJ7 ✨ Torpedo's Linkedin: [https://www.linkedin.com/company/torpedo-rapid-studio/](https://www.linkedin.com/company/torpedo-rapid-studio/ "https://www.linkedin.com/company/torpedo-rapid-studio/") Be part of the innovation journey and help shape the future of AI solutions! [#AI](https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED") [#Innovation](https://www.linkedin.com/search/results/all/?keywords=%23innovation&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23innovation&origin=HASH_TAG_FROM_FEED") [#AITools](https://www.linkedin.com/search/results/all/?keywords=%23aitools&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23aitools&origin=HASH_TAG_FROM_FEED") [#TechCommunity](https://www.linkedin.com/search/results/all/?keywords=%23techcommunity&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23techcommunity&origin=HASH_TAG_FROM_FEED") [#EarlyAccess](https://www.linkedin.com/search/results/all/?keywords=%23earlyaccess&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23earlyaccess&origin=HASH_TAG_FROM_FEED") [#Productivity](https://www.linkedin.com/search/results/all/?keywords=%23productivity&origin=HASH_TAG_FROM_FEED "https://www.linkedin.com/search/results/all/?keywords=%23productivity&origin=HASH_TAG_FROM_FEED")

Let's meetup for some casual food and drink. Talk some Tech and Business and meet new contacts. Feel free to share the latest projects you are working on. Or just make some new friends to kick back within this great city.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share. 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)

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

**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** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

**NEW LOCATION: 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). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.