Applied Statistics

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!*

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!

Toptracer Winter Golf League @ The Docks Overview Weekly 9-hole Toptracer Virtual Golf League — runs all winter. Men’s and Women’s divisions. $50 Docks Gift Card to weekly low gross in each division (requires ≥10 entrants; rolls over if not met). $200 monthly Gift Card for ≥25 total entrants (rolls over if not met). All scoring is automatic via Toptracer leaderboard — no manual scorecards. Starting 5 November 2025 17:30 - 9 November 2025 23:59 weekly Wednesday to Sunday Regular Driving range rates apply (rates posted at www.thedocks.com)

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/.

🧧LUNAR NEW YEAR REDUX 2026 🧧 We’re back with our SECOND ANNUAL Lunar New Year celebration at Zui Beer Bar in Koreatown! Get ready for a night of games, DJs, drinks, and unforgettable vibes. With Insta-worthy cyberpunk neon lights, killer cocktails, and crave-worthy Chinese street snacks, Zui Beer Bar is the ultimate spot to chill, sip, and party with your crew 🍸🍢✨ 🎟️ Tickets: Use our code for $5 discount: ‘CS05’ Advance tickets available here: https://www.event-space.net/event-details/lunar-new-year-redux-2026 Note: Admission cash price will increase closer to the date of event. What to Expect: ✅ Special Guest Emcee hosting fun games & keeping the energy high 🎤 ✅ DJ Keiko & Friends on the decks all night 🎧 ✅ ZuiBeerBar Kitchen & Bar — cocktails, drinks, and crave-worthy Asian Chinese street snacks flowing all night 🔥 ✅ Board Games for fun icebreakers 🎲 ✅ Meet New Friends & celebrate LUNAR NYE together 🥂 📅 Wednesday, Feb 18 ⏰ 6:00 PM – 11:30 PM 📍 Zui Beer Bar in Koreatown 693 Bloor St W, Toronto, ON M6G 1L5 📸 Instagram: https://www.instagram.com/zuibeerbar_ktown Pull up with your crew, bring that fresh-year energy, and let’s make this Lunar New Year Redux a night to remember 🧨🐉 CONTACT: Terry (Organizer): https://www.meetup.com/TorontoBabel Facebook: https://www.facebook.com/groups/torontobabel WhatsApp: https://chat.whatsapp.com/HniC6wAm1ADJZI15UDSlwp?mode=gi_t Instagram: https://www.instagram.com/t.o.babel Check out the calendar: https://www.meetup.com/TorontoBabel/#calendar to see what other events we have coming up and to RSVP. #TorontoBabel #LanguageExchange #MeetNewPeople #TorontoEvents

**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/basecamp-bouldering) \- it's free\.* **The event: Bouldering Session at Toronto's Social Climbing Gym** Basecamp is where climbing gets social. Colorful holds on textured walls, crash pads below, and a vibe that says 'yeah, you can do this.' Over 100 routes across 7,000+ square feet mean there's always something new to try. Your group meets up, grabs some chalk, and starts solving routes together. Some will fly up the wall, others will laugh at their first attempt. That's the point. Between climbs, you're swapping beta, cheering each other on, and realizing that falling is way more fun with friends watching. After, we grab drinks or food nearby. The whole experience runs about 2.5 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/basecamp-bouldering) 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:** • Day pass with gear rental (shoes and chalk) • 90 minutes of climbing with your crew **Details:** **Cost:** $22 CAD (pay after your group is confirmed). Student/youth discounts available. **Group size:** 3-6 people **Location:** Basecamp Climbing (677 Bloor St W or 186 Spadina Ave) **Who this is for:** • 27-40ish, give or take • People who love to climb (or want to try) • Beginners welcome - no experience needed • Looking for friends, climbing buddies, or just better ways to spend an evening **Questions?** hey@lytt.me **Proceed to register here:** [https://lytt.me/meetup/basecamp-bouldering](https://lytt.me/meetup/basecamp-bouldering)

**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)

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 for a special showcase of our beautiful venue, featuring a curated selection of trusted wedding vendors ready to help bring your dream day to life! Whether you’re newly engaged, planning the final touches, or just exploring options, this is the perfect chance to tour the space, meet professionals, gather inspiration, and envision your celebration with us! [RSVP HERE](https://www.eventbrite.ca/e/twist-gallerys-wedding-open-house-tickets-1976762520913?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)

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.

\*\***The Toronto History Walks Yearly Pass is available. Get it now for $125.00 for 1 year of unlimited tours, email** **torontohistorywalks@gmail.com** **for more information or for signing up!\*\*** \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com** In 1832, Toronto was known as Little York and was to become the City of Toronto in 1834, the Gooderham and Worts Distillery was founded. By the late 1860s and 1870s, it blossomed into the world's largest distillery. And it's a historic jewel on our waterfront, a place to stroll, meet up, have a coffee or a bite to eat. Come and explore one of Toronto's most fascinating neighbourhoods. And get a bird's eye view of how Toronto developed around the time that Canada became a country in 1867. But let's not forget the district to the north. The area near the banks of the Don River on and around River Street and Queens Street East was the core of the Beer Industry. Let's take a look at how the two industries came together and who was involved. For a quick peek at the walk check out this link on my YouTube channel at https://youtu.be/xAp97lI_20A This walk is for all fitness levels. The meeting place for our walking adventure is opposite the streetcar loop on Cherry Street just south of Mill Street at the eastern edge of the district. Cross Cherry Street and meet at the entrance to Tank House Lane. This tour has a ticket price of $15.00 per person. \*\* **Please note: Please e-transfer the ticket amount when booking your space for this tour! You can e-transfer to the following email at:** **torontohistorywalks@gmail.com**

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: Speaker 3 * 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

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 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)

In this local meeting, you will discover knowledge that you can use to get over the past. The key to improving your personal motivation, self-confidence, and happiness is to get over your painful memories. When you become free of your past, you will be free from stress, anger, anxiety and depression. Studies show that negative emotions can affect your health. By being free of negative emotions, believe it or not, you will most likely even look younger, feel more energetic, and become healthier! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is brought to you by the Dianetics and Scientology life improvement center.

**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

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

Some trained COUNT volunteers work together once a month at RMH (http://www.rmhc-centralohio.org/volunteer.php) as Housewarmers (usually on the 1st Sunday from 1 – 5 PM). Some schedule other shifts at their convenience. You may try this out with less fuss by following a "Fast track" or go through the normal process. Fast track • Arrange a time to shadow a COUNT volunteer. Call Dave Nohle at 614-268-9558 (cell). • Show up and try it out. • Complete application, etc. later. Normal process • Complete an online application (http://rmhc-centralohio.org/volunteer/). • Attend orientation in advance. • At orientation you will complete forms agreeing to keep family/patient info private and allowing a background check and tour the facility. • Complete one training shift. Daily shifts are: morning 9 AM - 1 PM, afternoon 1 - 5 PM and evening 5 - 9 PM. • Schedule shifts online using the on the RMH scheduling system (http://www.volgistics.com/ex/portal.dll/?FROM=32895). The Ronald McDonald House (RMH) provides housing and meals for families with sick children. The Columbus RMH is the largest in the world with 137 rooms. COUNT has been volunteering there since May 2014. Housewarmers work with RMH guests to provide a home-like environment - greet, assist with family needs, answer phones, give tours, assist with checkin/checkout, prepare guest rooms after checkout, clean facility, laundry, restock supplies and staff the front desk. RMH Housewarmers volunteer at least one four-hour shift a month. All Housewarmers must complete an application and agree to a background check before they can be full fledged volunteers.

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

**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