Machine Learning

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!

**A new format: you choose who you're interested in meeting** This meetup is about getting to know new people and sharing the experience in a small group (3-6 people). *We use the LYTT platform to handle group size and balance - so you're not just hoping someone interesting shows up.* To apply you will need to create an account at [lytt.me](https://lytt.me/meetup/f45-training-hiit) \- it's free\. **The event: High-Intensity Functional Training at F45** F45 delivers 45 minutes of high-intensity functional training that pushes your limits. Every class is different - cardio blasts on Wednesdays, resistance training Tuesdays and Thursdays, hybrid workouts the rest of the week. Stations rotate, music pumps, and the group energy carries you through. After class, grab smoothies or coffee with your crew. Post-workout conversations hit different - you're energized, endorphins flowing, and the camaraderie is real. The whole experience runs about 1.5 hours. **The group: LYTT platform** LYTT forms small groups for events and activities you pick. 1\. Click 'Attend' here on Meetup\, then head to [lytt.me](https://lytt.me/meetup/f45-training-hiit) to create a quick profile (photo, a few interests, short bio) 2\. Browse others who applied and select who you'd want to meet 3\. We form groups where the interest is mutual 4\. You get notified when your group is confirmed \- payment happens then 5\. Show up knowing your crew already picked you \- *but no one knows who picked who*, to keep mystery and low pressure Applying doesn't guarantee a spot - but we may form multiple groups or invite you to similar events with other crews. **What's included:** \- 45\-minute functional HIIT workout \- Coach\-guided circuit training \- All equipment provided **Details:** **Cost:** Free trial class for new members. Membership required for regular attendance (\~$60-80/week or monthly plans). Smoothies/coffee after not included. **Group size:** 3-6 people **Location:** F45 Toronto (Downtown King St, Midtown St. Clair, or other locations - group decides) **Who this is for:** \- 27\-40ish\, give or take \- People who love to sweat \- Those who want accountability and connection in their fitness routine \- Looking for friends\, workout buddies\, or just better ways to start the day **Questions?** hey@lytt.me **Proceed to register here:** [https://lytt.me/meetup/f45-training-hiit](https://lytt.me/meetup/f45-training-hiit)

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.

In 2026 you need to do more than build and hope they will come - you need a repeatable growth engine. Join Startup Grind Toronto at The Village Hive, Yonge and Eglinton for a deep-dive into the playbooks driving customer acquisition today. What we’ll cover: What’s actually delivering ROI right now. Tactical growth for startups without a VC-sized budget. Turning cold leads into loyal users. The Agenda: 6:00 PM: Doors Open & Pre-Panel Networking 7:00 PM: Expert Panel & Audience Q&A 7:45 PM: The Mixer (Drinks, snacks, and curated networking) Who should attend? Founders, funders and growth operators looking for actionable tactics and high-level connections in the Toronto ecosystem. Join us to fuel your growth. Special Thanks to Our Event Sponsor We are excited to welcome SwiftAds.io as our official event sponsor. SwiftAds is an AI-powered marketing copilot designed specifically for startups and agencies. By automating the heavy lifting of ad creation and campaign optimization, SwiftAds helps founders scale their growth without the overhead of a traditional agency. About Our Venue Partner The Village Hive is a community-driven coworking and event space for founders and startups. With three GTA locations (Markham, North York, and Midtown), they offer memberships, professional offices, and meeting spaces designed to spark collaboration and support business growth at every stage. Agenda --- Moderators Ankur Sethi - Winner Capital (Founder and General Partner) Ankur Sethi is the Founder and General Partner of Winner Capital, a Toronto-based early-stage venture fund backing the next generation of North American consumer technology companies. He has over 17 years of experience as a consumer tech operator, having built and scaled three companies from inception to $100M+ in revenue, with one reaching a valuation above $2B. His investment the… Daria Tilikanova - Winner Capital (Startup Coach and Mentor) Daria Tilikanova is a business and startup coach who helps founders and service-based entrepreneurs build scalable businesses with clear strategy, strong positioning, and predictable revenue systems. Originally from Russia, she founded and sold two education companies before moving to Canada, where she shifted into full-time mentoring for early-stage and growing foun… Host Lydia Emanuel - Startup Grind Toronto (Events Lead) --- Global Partner Carta (http://www.carta.com/launch?utm_campaign=20240423-nam-general-smb-startup_grind_partnership&utm_medium=social&utm_source=startup_grind) Carta helps people manage equity, build businesses, and invest in the companies of tomorrow. Carta Launch is the only free cap table product, helping new founders get started. The company is trusted by more than 40,000 companies, over 7,000 funds and SPVs, and over two million equity holders to manage cap tables, compensation, valuations, liquidity, and more. For more information, visit carta.com. Partners Winner Capital (https://winner.capital) Winner Capital is an early stage to growth stage syndicate fund investing across North America The Village Hive (https://www.thevillagehive.ca/) The Village Hive is a premier coworking and event space designed for entrepreneurs, freelancers, and remote teams who value community over cubicles. Offering a mix of flexible hot desks, private offices, and professional meeting rooms, the Hive provides a high-energy environment that fosters collaboration and growth. --- Startup Grind is a global startup community designed to educate, inspire, and connect entrepreneurs. We host monthly events in more than 600 cities and 125+ countries featuring successful local founders, innovators, educators and investors who share personal stories and lessons learned on the road to building great companies. Our monthly fireside chat interviews, startup mixers and annual conferences provide ample opportunities to connect with amazing startups and the people behind them, tap into a strong support network, form meaningful connections and gain inspiration for the startup journey ahead. For more information visit StartupGrind.com or follow us on twitter @StartupGrind. --- Complete your event RSVP here: https://www.startupgrind.com/events/details/startup-grind-toronto-presents-growth-decoded-winning-customers-in-2026-panel-discussion-amp-mixer/.

Cha Cha with Rosalie Wednesdays | 6:30 PM – 7:30 PM Teens & Adults | All Levels Welcome Step into the rhythm with this fun and energetic International Style Cha Cha class (Social Amalgamation). Whether you’re a complete beginner or have some experience, this class is designed to get everyone moving and smiling! Taught by a highly certified dance teacher in a spacious studio, it’s the perfect midweek boost. Come learn for fun, improve your skills, and enjoy the music! Happy Dancing Dance to the Rhythm (647) 202-6236

Hosted by [Green Drinks Toronto](http://www.greendrinks.org/ON/Toronto): *We will have a lively mixture of people from NGOs, academia, students, government and business. Come along and you'll be made welcome. Just say, "are you green?" and we will look after you and introduce you to whoever is there. It's a great way of catching up with people you know and also for making new contacts. Everyone invites someone else along, so there’s always... a different crowd, making Green Drinks an organic, self-organising network.* *These events are very simple and unstructured, but many people have found employment, made friends, developed new ideas, done deals and had moments of serendipity.* *GLOBAL: Now active in over 350 cities worldwide!*

After just 6 weeks of 2026--are you in need of a refresher on Willpower and Procrastination?? !! I am. Learn how to focus and follow through on what matters... Personal, Work, Social, Health, Arts/Culture. **Ticket link is below**. $20-$30 option We attend 3-4 events each year with our great friends at Rotman/U of T!! ### Description **Agenda:** 5:00 pm - Check-in opens + light refreshments (coffee/tea/cookies) 5:30 pm - Presentation by author + discussion with moderated Q&A 6:30 pm - Meet-and-greet with the author + book signing **Book Synopsis:** Setting goals is easy. Finishing them is the challenge. In ***'Intentional* '--productivity expert Chris Bailey** reveals the surprising truth: **willpower isn’t enough**. The secret to accomplishing your goals lies in **being more intentional.** Bailey distills a decade of deep research on productivity to deliver a profound, practical, and counterintuitive roadmap to getting things done. Forget endless to-do lists and a never-ending workload. To reach your goals, you have to structure your daily actions around what’s most important to you—and let go of the rest. This way, getting things done becomes second nature. Integrating the science of desire, values, and procrastination with the wisdom of Buddhist monks, Bailey empowers us to build a life of true purpose and accomplishment. He offers practical strategies for following through on our goals, including how to: * Structure goals for maximum completion * Make unappealing, boring, or challenging tasks more attractive to tackle * Lower the chance of procrastinating on long-term goals * Create a framework for tracking intentions and progress * Know when a goal isn’t for you—and when it’s time to let it go Finishing what you start is more possible than you think!! **Ticket link here:** $30 Enjoy the Talk + Book + Tea/cookies $20 Enjoy the Talk + Tea/cookies https://www.rotman.utoronto.ca/news-events-and-ideas/public-events/events-listings/2026/february-2026/feb-18-do-chris-bailey/ Either way--arrive by 5pm--and enjoy something hot to drink/snack! Please note: the Rotman Author talks start at exactly 5:30pm--and finish at exactly 630pm.

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.

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.

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!

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.

*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.