Machine Learning

**Registration Instructions:** Meetup RSVPs are closed - to attend, you must register on the [Luma event page.](https://luma.com/2talb3jk) **Agenda** 6:00-6:30 PM Arrivals and Networking 6:30-7:00 PM Tech Talk #1 7:00-7:30 PM Tech Talk #2 7:30-8:30 PM Networking & Wrap-up 8:30 PM Tear-down and Departures ​**Talk #1:** *I Built a $15/Month AI Advisory Board (And It Called Me Out)* \- Jacintha Kurniawan\, Co\-founder and AI Product Manager at Bridge AI Knowledge ​Using commodity tools, I built a multi-agent AI system for <$20/month and created a "CEO-in-the-loop" architecture: agents collect data, detect patterns, then four RAG-based advisors to argue with each other in Discord threads. I read their debates, make decisions, and an executor agent builds my calendar. My key insight was that if advisory agents agree, the system is useless; disagreement is the feature. ​ This talk breaks down the full technical architecture, the cost model that will scales from $15/month to production, why I designed agents to argue instead of agree, and the counter-intuitive discoveries (why the first 15 minutes matter more than the next 4 hours). ​ **Talk #2:** *Building Agents That Know: Knowledge-First Design for AI Systems* \- Andrew Berry\, Sr\. Data Scientist at Bell Media ​ Most AI agent projects start in the wrong place: with tools and architecture. This talk inverts that approach and shows how reliable agents emerge from well-designed knowledge and context, not bigger models. We'll explore simple patterns for structuring what an agent knows, what it needs right now, and what should persist over time, and why simpler context design often beats complex architectures. ​ **About the Speakers:** ​[Jacintha Kurniawan ](https://www.linkedin.com/in/jacintha-kurniawan/)is a co-founder and AI Product Manager at Bridge AI Knowledge, where she designs and ships AI agent systems for regulated industries, creative agencies, and retail. Her work focuses on translating ambiguous, high-stakes requirements into production-ready AI in environments where trust, compliance, and adoption are critical. She is a TEDx speaker on the Economy of Trust and hosts The Deep Dive Lab, a podcast featuring 50+ conversations with AI leaders, ethicists, and operators on building pragmatic, responsible AI. ​ Jacintha holds an MBA and brings a cross-functional background spanning AI startups, data analytics at Canadian Tire, and supply chain logistics. Her recent work includes leading an automated conformity platform for a Canadian real estate regulator—processing 500K+ transactions across 200+ agencies while maintaining Law 25 compliance—and developing AI products that measurably reduce operational effort. She recently led product and technical development of Eterna, a voice AI agent for peri- and menopausal health that won first place at a hackathon by prioritizing empathy-driven conversational design. ​[Andrew Berry](https://www.linkedin.com/in/berrya/) is a Senior Data Scientist II at **Bell Canada**, where he works on applied AI and agentic systems across conversational AI, intelligence platforms, and context-aware automation. His work focuses on building reliable, production-ready AI systems and exploring how knowledge, context, and system design shape trustworthy AI behavior in real-world enterprise environments. ​ Andrew is also an experienced podcast host and public speaker, having founded and hosted *The Pandemic Job Hunt* and *The Little Big Ideas Show*. He holds a Bachelor of Commerce from McGill University with a major in Information Systems and a finance concentration, and has completed formal training in data science and product management, bringing a rare blend of technical depth, business context, and communication to his work in AI. ​**Many thanks to our supporters and sponsors!** We'd also like to acknowledge our venue partners, [Highline Beta](https://www.highlinebeta.com/) for generously providing their amazing space for the event, and [PRAKTIKAI ](https://www.praktikai.com/)for making the event happen. ​​ **Speak or Support MLTO!** We are constantly looking for new speakers and sponsors to share their knowledge and help build the AI community in the GTA! If you are interested please get in touch directly or apply via one of the links below: \- Speaker Application Form: [mlto.ca/speak](http://mlto.ca/speak) \- Sponsor Inquiry Form: [mlto.ca/sponsor](http://mlto.ca/sponsor) \- Volunteer Application Form: [mlto.ca/volunteer](http://mlto.ca/volunteer)

*** **FREE MONDAY MUSICAL MEETUP: IN THE CUBES – An Insider Look at *IN REAL LIFE*** I found us another great sounding, free event to beat the February chills. Join us for a fantastic **free** Monday night of live musical theatre and behind-the-scenes storytelling as part of **Tapestry’s Free Underground Concerts** series! We’ll be attending **IN THE CUBES: A CONCERT**, presented by **The Musical Stage Company**, offering an insider look at the brand-new Canadian musical **IN REAL LIFE**. ✨ **IMPORTANT – PLEASE READ** ✨ **This event is FREE, but you MUST book your own free ticket in advance.** ️ Reserve your ticket here: [https://tapestryopera.my.salesforce-sites.com/ticket/#/instances/a0FOF0000099JEL2A2](https://tapestryopera.my.salesforce-sites.com/ticket/#/instances/a0FOF0000099JEL2A2) Learn more about the event here: [https://tapestryopera.com/performances/the-musical-stage-company/](https://tapestryopera.com/performances/the-musical-stage-company/) *** ### What to Expect This special evening includes: * Live performances from *IN REAL LIFE* by composer **Kevin Wong** * Performances by talented Sheridan cast members: EJ Candelaria, Annelise Forbes, Chris Otchere, Kayla Samson, Mea Tonet, and Lindsey Tower * Musical accompaniment by **Jonathan Corkal-Astorga** * A behind-the-scenes creative conversation with composer/co-lyricist **Kevin Wong** * Hosted by **Michael Rubinoff** (Artistic Director, The Musical Stage Company) and **Jaime Martino** (Executive Director, Tapestry) Perfect for fans of musical theatre, Canadian arts, and anyone curious about how new musicals are made *** ### Event Details **Monday, February 23** **Nancy & Ed Jackman Performance Centre** 877 Yonge St. (Performance Hall) ⏰ **Meetup Time:** 5:15 PM **Doors Open:** 5:30 PM **Concert:** 6:00 – 7:00 PM **Look for Nick** outside the venue with a **Meetup sign** before **and after** the show. We’ll gather for a few minutes afterward to chat and share thoughts on the performance. *** ⚠️ **Final Reminder:** ✔️ You are responsible for booking your own **free ticket** ✔️ Please only RSVP if you’ve secured a ticket or plan to do so Looking forward to a great night of music, creativity, and conversation — see you there! ✨

Welcome to JTIC! **【Timetable】** 6:30 pm - 6:40 pm・・・Check In 6:40 pm - 7:30 pm・・・English & Japanese (25 mins each) 7:30 pm - 7:40 pm・・・Seat Change 7:40 pm - 8:30 pm・・・English & Japanese (25 mins each) **【Fee】** Attendance Fee : **CA$5.00** Once your status has been updated from **"Waitlist"** to **"Going"**, please E -Transfer to **[jtic.international.community@gmail.com](jtic.international.community@gmail.com )** by **Sunday 8 pm**. When sending an e-transfer, please include **Your Meetup Name** in the message section. **No Refunds** or **Carryovers.** Your participation fee will be used for meetup subscription, social events and materials/textbooks. **【Event Description】** * This language exchange is for those at an **intermediate** to **advanced** **level**. * This meetup is 2 hours in length, broken up into 2 sessions of 50 minutes each. * Intermediate level of study materials or topic cards will be provided. * You have the options to choose either free talk or use materials provided. **【Rules】** * Please **RSVP** by **Sunday 8 pm** and make a payment. * Attendees who are not confirmed for this event and show up will be asked to leave. * No shows will be moved to the bottom of the waitlist for future events. If you are a repeat no show, you may be removed from the group. * If you are running late, please ensure you send a message to the organizer so we can keep a spot open for you. * This group is for language exchange. If you are joining us for other purposes, you may be asked to leave. **\*\*This is not a dating-related activity\*\*** * Disruptive behaviour, solicitation, or sales activities are strictly prohibited. Individuals who fail to adhere to the instructions of the organizer or staff may be subject to removal from the group. ​- - - - - ジェイティックへようこそ！ **【タイムテーブル】** 6:30 pm - 6:40 pm・・・チェックイン 6:40 pm - 7:30 pm・・・英語＆日本語（各25分） 7:30 pm - 7:40 pm・・・席替え 7:40 pm - 8:30 pm・・・英語＆日本語（各25分） **【参加費】** 参加費：**CA$5.00** 参加ステータスが **"Waitlist"** から **"Going"** にアップデートされましたら、**日曜日の午後8時**までに **[jtic.international.community@gmail.com](jtic.international.community@gmail.com )** まで、イートランスファーにてお振込みください。振込の際は、**Meetupに登録されている名前を必ず明記の上**、メッセージをお願いします。払い戻し、繰り越しはできません。参加費はmeetup年間登録費、イベントや教材費に充当させていただきます。 **【イベント内容】** * このミートアップは計2時間のイベント、50分ずつの2セッションに分かれています。 * イベントの前に中級レベルの教材またはトピックカードを提供します。 * フリートーク、または用意された教材を使用し、セッションを楽しんで頂けます。 **【ルール】** * **日曜日の午後8時**までに**RSVP**と**お支払い**をお願いします。 * お席を確定していない方は、参加出来兼ねますので、ご了承下さい。 * 無断欠席の場合、次回以降のキャンセル待ちは最下位となります。No showを繰り返す方は、グループから外されることがございます。 * 遅刻される場合は、必ず主催者にメッセージを送ってください。 * このグループは言語交換のためのイベントです。他の目的で参加される場合は、退場していただくことがございます。 * 迷惑行為、勧誘、営業行為は固くお断りします。主催者・スタッフの指示に従わない場合は、退場していただく場合がございます。

日本語の案内は下にあります Fee: $5 (Every 5th time is free!) Girls’ Night Promotion is ongoing! (If you have a promotion pass, you can join for free.) Payment: Cash or E-transfer If you choose E-transfer, we recommend sending it before arrival to: canasianstation@gmail.com (This is recommended, not mandatory.) Event Style ・Group-based language exchange ・Small groups of 3–4 people ・Use both Japanese and English to communicate Schedule 6:15 – 6:30 Check-in 6:30 – 7:10 Round 1 7:10 – 7:15 Seat change 7:15 – 7:55 Round 2 7:55 Wrap-up Friendly Guidelines ・Participants with 2 no-shows may be removed from future events ・This is not a dating or matchmaking event. You cannot request specific people to talk to. If you have an NG (someone you prefer not to be matched with), please let us know in advance ・Photos may be taken for Instagram and event pages. If you do not wish to appear in photos, please inform the organizer beforehand ・Harassment, discrimination, sexual harassment, solicitation, or inappropriate behavior is strictly prohibited If you notice any issues, please inform the organizer About This Event (Important) This is a group-based Language Exchange event. ・One-on-one conversations with Japanese participants ・Conversations with participants of a specific nationality ➡︎are not guaranteed. Anyone who is interested in using Japanese and/or English is welcome to join, regardless of nationality. Thank you for your understanding. 参加費：5ドル（※5回参加ごとに1回無料） 女子会プロモーション開催中！特典をお持ちの方は無料でご参加いただけます 支払い方法：現金 or E-transfer ※E-transferをご利用の方は、到着前に Canasianstation@gmail.com へ送金していただくことを推奨しています イベント形式 3〜4人のグループで、日本語と英語を使った国際交流 タイムスケジュール 6:15 – 6:30 Check-in 6:30 – 7:10 第1ラウンド 7:10 – 7:15 席替え 7:15 – 7:55 第2ラウンド 7:55　解散 参加にあたってのお願い ・2回以上のNo-show（キャンセル無しの無断欠席のこと）があった場合、以降の参加をお断りします ・本イベントはデート目的マッチング目的の場ではありませんので、特定の「話したい人」の指定はできません ※NGの方がいる場合は、事前にお知らせください ・Instagram・イベントページ用に写真撮影を行う場合があります。写りたくない方は事前にお知らせください ・セクハラ、差別的発言、嫌がらせ、勧誘行為は固く禁止しています。もし見かけた場合は、主催者までご連絡ください イベントについて 本イベントは Language Exchange（言語交流）を目的としたグループ形式のイベントです。 ・カナダ人との一対一での会話 ・特定の国籍の参加者との会話 →これらを保証するものではありません。 日本語・英語を使って交流したい方であれば、国籍に関わらずご参加いただけます。

Join Us for a Cashflow 101 Game Night! Come, meet new people, and learn valuable life skills while having fun! Whether you’re a seasoned player or completely new to the game, Cashflow 101 is a fantastic way to improve your financial literacy in a relaxed, social setting. Beginners are welcome — no prior experience needed. Let’s roll the dice, strategize, and make our way out of the rat race together!

**Ready to get better at speaking in front of a room and leading with confidence?** MidTown Toastmasters is a friendly, diverse club that meets twice a month to practice real public-speaking skills in a supportive environment. We keep it welcoming and fun. **What to expect** * Quick orientation for newcomers * Prepared member speeches * Table Topics impromptu speaking * Encouraging feedback that helps you improve right away **Guests are always welcome.** You are invited to try a few meetings as a guest before deciding to join. There is never pressure to speak on your first visit. **New here?** Message us here on Meetup with any questions, or ask for Josie when you arrive and you will get a proper welcome and introduction. **RSVP notes** Please RSVP to help us plan seating. If your plans change, update your RSVP so we can offer your spot to someone on the waitlist. **When** Monday, February 23rd 2026 6:30 p.m. – 8:30 p.m. **Where** St. Matthew's United Church Oakwood Room 729 St. Clair Avenue West (St. Clair & Christie) **Learn More About Our Club:** Club’s Website: [https://torontomidtowntoastmasters.toastmastersclubs.org/](https://torontomidtowntoastmasters.toastmastersclubs.org/) **\-\-\-** **Here's what our previous guests (from August 25) said about our club:** * "It was engaging from start to end" * "I'm very impressed by how the evaluators notice everything." * "I enjoyed practicing my active listening." * "The report on the filler words is useful. I can see myself improving with this feedback."

Get Ready to Have a Blast with Pickleball! In this crash course clinic you'll learn the basics....rules, scoring, serve, return, volleys, dinking, placement and more. By the end of this clinic you'll have basic knowledge of the game, will be at a 0.5-1.0+ level player and able to play beginner level Pickleball. Your instructor is an NCCP Certified Instructor Level 1 who knows how to make learning a total blast! Here's how to jump in: 1️⃣ **READ & COMPLETE the WAIVER (complete once, covers you for all our events)** [CLICK HERE TO COMPLETE WAIVER](https://forms.gle/aiavTsitPaJp4vic6) 2️⃣ **Secure your spot with payment!** Use e-transfer to: wgtapickleball@gmail.com In the memo section of e-transfer please include your first, last name and date and time you will be attending.... EG: John Travolta - LTP for Sun Jun 02 11am * wear good court shoes * bring water * bring your own paddle, but I will have spares, I can also sell you a paddle for $30 (include it in your e-transfer & mention it in the memo section) * stretch before you play. Questions? Shoot me an email at: wgtapickleball@gmail.com or text me at: 289-434-1922 See you on the court! Rose.

**Important:** Register on the [event website ](https://www.aicamp.ai/event/eventdetails/W2026022707)is required for admission.(RSVP is turned off on meetup) **Description:** Join Google Cloud for the agentic AI bootcamp to learn how to build production-ready AI and multimodal agents. **The ‘Next’ – Capturing Innovation** The era of the text-only chatbot is evolving. Focus on the bleeding edge of AI: Multimodality. We’ll explore how to build intelligent agents that can see, hear, and respond to the world in real-time, creating immersive experiences that feel more human than ever before. **What to Expect:** * \- Multimodal Gemini Agents: Coordinate agents to analyze video and audio while maintaining character consistency across multi\-turn image generation\. * \- Intelligence Beyond RAG: Move past simple retrieval with hybrid search\, context engineering\, and multi\-agent pipelines\. * \- Real\-Time Live Interaction: Build low\-latency\, interruptible agents that "see" and "hear" using the Gemini Live API and bidirectional streaming\. **Who Should Attend?** This hands-on workshop is designed for software developers, data scientists, and AI practitioners who have some experience building applications or working with models, and are looking to productionize them. To get the most out of the labs, you should have foundational knowledge of a programming language like Python and be comfortable using the command-line interface. While expertise is not required, a basic understanding of Cloud computing concepts, web APIs, and containerization technology like Docker will be highly beneficial. To participate, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone. Venue: Waterloo, Canada (register full the full address)

Join us for an interactive workshop on mastering public speaking, covering essential communication skills, personal development, and professional development. Whether you are a beginner or looking to enhance your existing skills, this event is designed to help you gain confidence, improve your storytelling abilities, and conquer stage fright. Our experienced speakers will share practical tips, techniques, and exercises to help you become a more compelling and engaging speaker. Don't miss this opportunity to overcome your fears and unlock your full potential in public speaking.

A technical evening exploring two critical dimensions of autonomous AI: the infrastructure powering it and the frameworks keeping it secure. [RSVP on Luma ](https://luma.com/yps2pw1f) **Part One: Plumbing for the Gigafactories in the AI Era** How networking is done for AI, how it's evolving, and the infrastructure challenges emerging at scale. **Part Two: Secure and Safe Autonomous AI** As AI systems grow more capable and independent, how do we maintain control? Talks on security architecture, safety frameworks, and the governance decisions shaping what comes next. **What to expect:** * 4 Technical talks with breaks for discussion * Real-world perspectives from infrastructure and security experts * Networking with engineers, builders, and technical leaders and the community that cares. **Admission:** $10 Contribution (Complimentary for Students, Seniors, and Job Seekers) As a non-profit, your ticket purchase directly supports our mission to provide equitable access to AI education and resources for the entire community. **Presented by:** NovaForge AI Venture Lab: A non-profit incubator and accelerator in a 50,000-sq-ft Canadian Innovation Hub & Co-working Centre, pairing world-class mentorship, capital access, and deep resources to turn bold ideas into enduring businesses. [https://novaforge.ca](https://novaforge.ca)

**Important:** Register on the [event website ](https://www.aicamp.ai/event/eventdetails/W2026022707)is required for admission.(RSVP is turned off on meetup) **Description:** Join Google Cloud for the agentic AI bootcamp to learn how to build production-ready AI and multimodal agents. **The ‘Next’ – Capturing Innovation** The era of the text-only chatbot is evolving. Focus on the bleeding edge of AI: Multimodality. We’ll explore how to build intelligent agents that can see, hear, and respond to the world in real-time, creating immersive experiences that feel more human than ever before. **What to Expect:** * \- Multimodal Gemini Agents: Coordinate agents to analyze video and audio while maintaining character consistency across multi\-turn image generation\. * \- Intelligence Beyond RAG: Move past simple retrieval with hybrid search\, context engineering\, and multi\-agent pipelines\. * \- Real\-Time Live Interaction: Build low\-latency\, interruptible agents that "see" and "hear" using the Gemini Live API and bidirectional streaming\. **Who Should Attend?** This hands-on workshop is designed for software developers, data scientists, and AI practitioners who have some experience building applications or working with models, and are looking to productionize them. To get the most out of the labs, you should have foundational knowledge of a programming language like Python and be comfortable using the command-line interface. While expertise is not required, a basic understanding of Cloud computing concepts, web APIs, and containerization technology like Docker will be highly beneficial. To participate, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone. Venue: Waterloo, Canada (register full the full address)

This is a ticketed event. Please register at [this link](https://luma.com/vqaqs628). ​Unstoppable agents? Digital drugs? Robo-religions? ​Moltbook is an internet forum designed exclusively for artificial intelligence agents. Some see it as AI theatre, others as a warning shot for autonomous agents. ​In this talk on Moltbook and related phenomena, Giles Edkins looks at the hype, the reality, and what it might mean for the future. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live). ​​​This is part of our weekly [AI Safety Thursdays](https://luma.com/trajectory-labs) series. Join us in examining questions like: * ​​​How do we ensure AI systems are aligned with human interests? * ​​​How do we measure and mitigate potential risks from advanced AI systems? * ​​​What does safer AI development look like?

This is a ticketed event. Please register at [this link](https://luma.com/k344dsfj). [​Kathrin Gardhouse](https://www.linkedin.com/in/kathrin-gardhouse-988691175/?originalSubdomain=ca) will present on her recent paper with the same title that discusses various governance challenges that AI agents pose and the adequacy of the EU AI Act's response to these challenges, including the institutional implementation, ie, the self-regulation approach, distributed enforcement, and institutional capacity and resourcing. ​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​If you can't attend in person, join our live stream starting at 6:30 pm via [this link](https://www.youtube.com/@Trajectory-Labs/live). ​​​This is part of our weekly [AI Policy Tuesdays](https://luma.com/trajectory-labs?k=c) series. Join us in examining questions like: * ​​​How should AI development be regulated? * ​​​What are the economic and social implications of widespread automation? * ​​​How do we balance innovation with safety considerations? * ​​​What governance structures are needed for safer AI?

Most Java developers have tried AI-assisted coding through chat interfaces or inline autocomplete. Useful — but limited. In this talk, we’ll explore the next step: agentic Java development using Claude Code. Instead of treating AI as a smarter text box, we’ll look at what changes when the model can reason across files, plan multi-step changes, interact with tools, and operate closer to how real developers work. This will be a practical, experience-driven session focused on: • How agentic coding differs from ChatGPT-style prompting and traditional Copilot usage • Where Claude Code fits (and where it doesn’t) in real Java projects • How tools, context, and workflows matter more than “prompt tricks” • How to avoid unstructured vibe coding while still moving faster No prior experience with agentic tools is required. The goal isn’t to sell a silver bullet — it’s to help Java developers understand what’s genuinely new, what’s hype, and how these tools can be used responsibly in real-world codebases. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Victor Szoltysek is a seasoned consultant and technologist, currently at RAVL, where he helps clients eliminate the inefficiencies of undifferentiated heavy lifting and focus on building solutions that drive real business value for their customers. With a career spanning notable organizations like Accenture, Pivotal, and ThoughtWorks, as well as numerous startups, Victor brings a wealth of experience in cloud transformations, DevOps enablement, and Agile software development. A dedicated Java enthusiast with a sharp eye for cutting-edge technologies, Victor’s work frequently intersects with AWS, where he strives to streamline workflows and help teams leverage the cloud without unnecessary complexity. Recently, he’s also ventured into the dynamic world of artificial intelligence, exploring ways to make programming more engaging, efficient, and rewarding. Victor is known for his humorous and sometimes controversial presentation style, ensuring lively discussions and thought-provoking takeaways. His disdain for overly complex tech solutions drives his mission to simplify the way we build and deploy software. Whether he’s sharing insights about Java, AWS, or AI, Victor’s talks are as energizing and satisfying as your favorite cup of coffee. Don’t miss his unique blend of wit, wisdom, and deep technical expertise at our meetup!

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.

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

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

**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