Machine Learning

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!

Python Toronto is back! Join us for our first meetup of 2026 in [The Adaptavist Group](https://www.adaptavist.com/) office at **43 Front St. East** on **Thursday Feb, 19th** at **5:30pm**! If you are interested in giving a talk, we'd love to have you! Please fill out this form - [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short - typically 5 to 10 minutes, and up to 20 minutes if you've really got something say - and on any topic that would be interesting to a room of Python people - this can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot! When/Where * **When:** Feb 19th, 5:30pm – 9pm. Doors open at 5:30, talks start around 6. * Come early to enjoy **snacks** and **drinks** provided. * **Address**: [The Adaptavist Group](https://www.adaptavist.com/) \- 43 Front St\. East\, Toronto\, ON\. For more information about our venue sponsor, [The Adaptavist Group](https://www.adaptavist.com/) , please check out their company website - [https://www.theadaptavistgroup.com](https://www.theadaptavistgroup.com) **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

**Midtown Toronto Chi Gong** **Chi Gong Master Teresa's Inner-Chi Qi Gong** **30 Years of Experience** **Two classes each evening** **(1) 6:30 PM : Introductory Eye Qi Gong & Qi Gong for Overall Health** **(2) 7:30 PM: Advanced Eye Qi Gong & Longevity Qi Gong** **Fee: $30 for a class (6.30pm - 7.30pm)** On Eventbrite, you can more choices to choose any class to join in February. **Location:** We will send you the exact location of on payment. **Find more information:** Pay at Eventbrite: https://www.eventbrite.ca/e/1976757771708

Hello ClickHouse Enthusiasts! We are excited to be returning to Toronto! You'll have an opportunity to connect with your peers, share industry insights, and learn more about ClickHouse and how folks are using us to solve their big data challenges. **Meetup Details:** * Date: Thursday February 19th, 2025 * Time: 5:30-8pm EST * Location: Spaces Queen West, 180 John Street, Toronto, Ontario, M5T 1X5, Canada The evening will be filled with user presentations, interactive discussions, and the opportunity to network with ClickHouse experts and users. **Agenda:** * 5:30 PM: Arrivals, Check-In and Networking (food and refreshments served) * 6:00 PM Welcome and Introductions * 6:10: Nicolas Joseph - Co Founder, CTO @ FiveOneFour * 6:30: Archie Sarre Wood @ evidence.dev * 6:50: Doneyli Solution Architect @ ClickHouse * 7:00-8:30 PM: Q&A and Networking Space is limited, so register today to confirm your spot! If you’re interested in speaking at a future meetup, please contact zoe.steinkamp@clickhouse.com

**PLEASE READ:** This event will show as sold out on meetup since this event has a limit of 5 spaces and tend to book up. You can **SECURE** your seat through purchasing a ticket on https://lvlupgames.ca/products/learn-to-play-d-d-5th-edition-obojima in advance. **If you can add it to cart on the site that means the spot is still available!** **Description** This will be a **1 day event**. We will teach you character creation and core game mechanics on as well as run a short 45 minute - 1 hour campaign to play your new characters. These sessions are meant to be **introductory friendly for new adventurers to get their foot in the door of D&D.** We do offer a full 3-4 hour Obojima session separately for those who have already participated in the learn to play or players that already know the mechanics of D&D 5th edition if you are interested! **Please ensure you are available for your chosen date before you purchase your ticket.** Every **month** will be a **new** adventure from Obojima Tales from the Tall Grass book! With your ticket you'll receive: * Character sheet * Pencil * Set of 7 dice (D4, D6, D8, D10, D12, D20, D%) * Access to the Players Handbook **Game Master:** Nick (He/Him) Nick, has been a Dungeon Master for 10 years, experienced in many mainstream and indie RPG systems. Outside of RPGs, Nick has several years of theatre experience, being an actor in his youth and continuing his studies even now. He is upbeat and theatrical, standing and acting out dramatic action sequences and quiet emotional scenes. More than anything, Nick always tries his best to deliver an experience, something that will be a special memory for everyone. **What is 5th Edition and how does it differ from 5.5 Edition?** Dungeons and Dragons 5th Edition is an older version that was released in 2017 where 5.5 is the most current edition (released in 2024) with some changes to game mechanics. Most third party campaigns are made for 5th edition mechanics. So if you would like to play any D&D campaigns prior to 2024 (the majority of them) 5th edition would be your go-to! If you are interested in the 5.5 Edition we have a Dragon Delves learn-to-play series available as well. Due to the limited spaces available for this event, we will not be issuing refunds for this event **less than 48 hours before the event**. Be sure to purchase the ticket for the correct date.

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://tally.so/r/81LP4A), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the official start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://tally.so/r/81LP4A) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Mississauga Whatsapp](https://tally.so/r/81LP4A) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

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.

🌟 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")

*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*. *The 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**

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.

[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/

Attention is as curious as it is multifaceted. It has been called [a currency](https://www.youtube.com/watch?v=8I4WkhG_GRM&ab_channel=TEDxTalks "https://www.youtube.com/watch?v=8I4WkhG_GRM&ab_channel=TEDxTalks"), the lack of it has been [pathologized](https://www.psychiatry.org/patients-families/adhd/what-is-adhd "https://www.psychiatry.org/patients-families/adhd/what-is-adhd"), and its span has [apparently been decreasing](https://www.apa.org/news/podcasts/speaking-of-psychology/attention-spans "https://www.apa.org/news/podcasts/speaking-of-psychology/attention-spans"). But what *is* attention, and what does it share with what are often understood as its synonyms, like ‘focus’, ‘concentration’, and ‘awareness’? What role does it play in our lives and why might we feel like its nature and extent have been changing with rapid technological innovation and the pace of modern life? The phrase ‘pay attention’ is perhaps more appropriate today than ever. Nowadays, if you watch a YouTube video, scroll through Instagram, or even walk down a busy street in your city, chances are you’ll see an ad. Our attention, however brief, is quite literally *paying* companies who sell our attention to marketing departments. Why is our attention so valuable? How much control do we have when it comes to the object(s) of our attention? How much responsibility do we have over what we pay attention to? Join us at our next Revisited Curiosity Cafe on Sunday, February 22nd, where we will engage in a collaborative exploration of the nature and extent of our attention and why attention is more valuable today than ever. **Space is limited!** **Please obtain a “Pay-What-You-Can” ticket from Curiosity Café at [this link (click here)](https://www.eventbrite.ca/e/curiosity-cafe-revisited-paying-attention-tickets-1982649061715) to attend this event. You need a ticket to be admitted.** See the above link for more info about tickets and other options including a limited number of free tickets. Come and hang out with us, grab food, and read through our handout from 2-2:30pm. Our structured discussion will run from 2:30-4:30pm with a 10 minute break in the middle. Hope to see you there! ***___________________________________________________________________*** This event is brought to you by [Being and Becoming](https://beingnbecoming.org/), a Toronto based non-profit. We aim to create community around exploring everyday concepts and experiences so that we may live more intentional, thoughtful, and meaningful lives. We use philosophy as a tool with which we can come to a richer understanding of the world around us. By offering activities, spaces, and other opportunities for conversation and co-exploration, we hope to enable the meeting and fusion of individuals and their ideas. Everyone is welcome, regardless of background: indeed, we believe the journey is best undertaken alongside explorers from a variety of disciplines, cultures, backgrounds, and experiences. Find out more about Being and Becoming [here](https://beingnbecoming.org/). About the Curiosity Café Series: For those of you who haven’t had the opportunity to join us at our Curiosity Cafés and are wondering what they’re all about: every two weeks, we invite members of our community to come out to the Madison Avenue Pub to engage in a collaborative exploration of our chosen topic. Through these events, we aim to build our community of people who like to think deeply about life’s big questions, and provide each other with some philosophical tools to dig deeper into whatever it is we are most curious about.

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.