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### **The Vibe** Are you curious about AI and automation, or are you already building complex workflows in **n8n**? Join us for a casual, after-work gathering in the heart of the Melbourne CBD. This is an "open floor" event—no rigid slides or formal pitches. Just a group of locals grabbing a drink and talking about how we use n8n to reclaim our time and supercharge our businesses. ### **Who This Is For** * **The Curious/Newbie:** If you’ve heard of n8n but haven't started yet, come see what’s possible. No question is too basic! * **The Pro/Builder:** Share your latest "Agentic" workflows, swap tips on self-hosting, or help troubleshoot a tricky expression. * **The Business Owner:** See how Melbourne SMEs are using automation

Welcome back for 2026. We're kicking off with a talk by [Caitlin Blackwell](https://www.linkedin.com/in/caitlin-blackwell-8328a623/), Head of Product from Seek who'll share real life stories of getting a product live with AI and the learnings along the way. Caitlin Blackwell is a Head of Product for SEEK across APAC where she leads a team of PM across the homepage feed, search and job pages to help candidates get great jobs and drive high quality placements for hirers. She has worked in a range of ecommerce and SaaS companies as well as being at SEEK for a long time. She resides on a farm on the famous Great Ocean Road in Victoria, Australia where a large garden, a dog and 100 acres of bush keep her busy. **Our amazing sponsors are Easygo** Bio: [Easygo](https://www.linkedin.com/company/easygo-au/?originalSubdomain=au) is the Australian powerhouse behind the world’s biggest online casino, as well as pioneering a creator-first online streaming platform with over 50 million users. Fuelled by an ambitious mission, our culture of collaboration invites industry visionaries, innovators, and disrupters to drive the future of entertainment forward.

Come join us for our first workshop of 2026! Join **Women Coders** for an interactive workshop where you'll learn to build on and use Azure AI with all its agentic AI capabilities. Connect to and leverage various models across the platform to fit your use case and scenarios and power agents. This will be an in-person, hands on workshop **What You'll Learn:** **🛠️ Hands-on coding** with step-by-step guidance to Azure AI platform 💡 **Expand your skills** with resources to deepen your understanding of GPT models and how to leverage them **🫱🏽‍🫲🏼 Network** with like-minded professionals in a supportive environment. **Who Should Attend:** * Women in tech passionate about AI * Developers looking to get across Azure AI * Anyone interested in coding and innovation **What to Bring:** Please bring your laptop - we'll use Azure platform on the day. Please have a subscription set up if you would like to code along on the day. A free trial can be accessed here: [https://azure.microsoft.com/en-au](https://azure.microsoft.com/en-au) **About the speaker:** [Akanksha Malik](https://www.linkedin.com/in/akankshamalik96/) is a Managing Principal at IRIS by Argon & Co, a Microsoft AI MVP and an international speaker. As the founder of Paths Uncovered, she is dedicated to showcasing non-traditional routes into technology, encouraging diversity and inclusion in the industry alongside consulting work. After studying Financial Maths and Actuarial Science at UCC, Ireland, she realised she wanted to work with people as well as numbers. As a consultant, she works with clients to help them solve problems by making more informed decisions with data. Her belief in making technology, particularly AI, accessible to all is evident through the numerous community events, meetups, and conferences she organises. She is the co-founder and director of Women Coders alongside Gretch, dedicated to building a more equitable world. **Sponsors:** This event is sponsored by IRIS by Argon&Co, who are hosting and catering for us on the night!

Welcome to 2026!! We need a second speaker please - if you are doing anything cool let us know Melbourne(at)serverless.org.au and we can get you on the agenda! Even for a future month if you are not quite ready yet. THANKS TO MANTEL GROUP for sponsoring the location & refreshments again! Thanks also to PROGRAMMABLE - we have tickets to give away for people who attend the meetup this month! Please get in touch ASAP if you would like to talk at a future event, send us an email at Melbourne(at)serverless.org.au for more info! First time speakers are more than welcome and we can provide you assistance if you need with your presentation beforehand. Please reach out Melbourne(at)serverless.org.au. It can be a regular talk, lightning talk, demo, workshop, whatever is your thing our community will love it - as long as it is serverless related! Venue: MANTEL GROUP, Level 2, 452 Flinders St. Melbourne Look for the signs! 📅 Agenda 📅 5:30 PM - Doors Open! 6:00 PM - Welcome from the organizers / housekeeping 6:05 PM - **"Build vs Buy - how LLMs are shifting the scales" - By Liam Johnston, Lead Consultant, V2 AI** This talk examines how LLMs are fundamentally changing the build vs buy calculus. Through a real project - a crossword generator using AI for clues and algorithms for word-fitting across 300k words - we'll explore why projects that were impossible side quests two years ago are now weekend builds. 6:35 PM - Pizza & Networking 7:00 PM - **"Middle age serverless – Step Function maturation" by Warwick Wilson from the Department of Transport and Planning.** Warwick will share some updates on his AWS Step Functions in spatial data distribution systems which he presented a couple of years back. It looks very interesting! 7:30 PM - Networking and finish the Pizza! 8:00 PM - Door Close, see you next time!

🌟 **A new one-on-one, personality-based connection experience** Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation. Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.** NOTE : THIS IS A TICKETED EVENT. LINK IN COMMENTS. RSVP ON MEETUP DOESN'T GUARANTEE YOUR SPOT. 💫 **What to Expect** This is not speed dating, and it’s not a big mixer. It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe. Expect: * A cosy, comfortable venue, happy hour cocktails * A hosted structure so you’re never left awkwardly standing around * A series of guided one-on-one conversations * A relaxed atmosphere where you can genuinely be yourself * This is not dating focused event, there will be a seperate one for dating Each conversation is designed to feel natural — because the match is based on compatibility Get your tickets here - https://www.eventbrite.com.au/e/1982601686013?aff=oddtdtcreator 🧭 **Before the Event** Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**. It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors. This is how we curate meaningful one-on-one pairings for the event. 🌿 **Come Join Us** If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you. A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat. RSVP now — spots are kept limited to ensure quality one-on-one time.

Too many kids as well as teenagers and adults have problems with study. Today's meetup will inform you about the basics in STUDY TECHNOLOGY that provides an understanding of the basics of learning and supplies exact ways to overcome all the pitfalls one can encounter during study. This is applicable to young children, teenagers (or their parents that are trying to help them) and adults alike. Study Technology shows how one studies in order to comprehend a subject so one can apply it. Laws on which learning is based and workable methods have also been discovered for anyone to apply for themselves or when teaching others. Too many students graduate from school and college unable to put to use what they’ve learned in school. It’s not that they’re stupid or that their teachers didn’t know how to teach. More than likely it traces back to the one thing missing from most educations—learning how to learn in the first place. We all went to school, yet isn’t it odd that no one taught us how to study? The information presented at this meetup can help anyone improve others or his own ability to learn. It is a practical tool that parents and teachers alike can use to enhance a child's study performance. You’ll learn the barriers that lie between your own or a child's education. And you will very quickly learn how to overcome them. This technology will enable you or a child to pursue any subject with skill and confidence. Teachers who have "hard to handle/distributive " or slow learners in class will absolutely love the amazing turn around most often seen in improved behaviour and student performance in class. If you or your child has difficulties at school (or learning new things at work or online) than this meetup is important to you. If you can not make it to our meetup than contact the organizer and arrange it to suit your time. This technology can if one was to live far away be taught online. (extension course) You may offcourse also opt to have this technology taught to your own child by experienced volunteeer staff or learn about this yourself and transfer this knowledge to those you want to have better grades. Yes it is possible to improve anyone's study performance. All it takes is just 5 steps. See you at this meetup. Pam

## Overview Join us in person to explore the newest AI tools, master prompt engineering, and dive into large language models! ## Join Us for Graduate Pathways in AI! Ready to dive into the world of AI? Come explore the latest tools, get hands-on with prompt engineering, and uncover the magic behind LLMs (Large Language Models). This is an in-person event perfect for grads looking to boost their AI game. Don't miss out on networking, learning, and having fun with fellow AI enthusiasts! **Agenda** 6:00 PM - 6:15 PM Arrival + food + networking Check-in, pizza/soft drinks, quick intros. 6:15 PM - 6:25 PM Welcome + session framing What you’ll learn, how to use the session, and how Q&A/breakouts will work. 6:25 PM - 6:45 PM The LLM landscape in 2026 (practical view) What LLMs are good at vs. not good at. Common workflows teams use (research, analysis, content, coding assistance). Tool categories (models, chat UIs, notebooks, agent frameworks, evaluation/testing). 6:45 PM - 7:05 PM Prompt engineering + agentic AI (live examples) Prompt structure you can reuse: role, task, context, constraints, examples, evaluation. How to iterate: compare outputs, check assumptions, reduce hallucinations, get citations/traceability. Agentic workflows: when an “agent” helps (multi-step tasks, tool use, memory) and when it’s overkill. 7:05 PM - 7:20 PM Breakout circles (small groups) 7:20 PM - 7:27 PM Resources + next steps Share resource pack: tool list, learning roadmap, project ideas, evaluation checklist. 7:27 PM - 7:30 PM Surprise + close Surprise reveal and thank you

Join the Melbourne Happy Hour Commandos for a night filled with drinks, dancing, and the opportunity to make new friends! Get ready for a fun evening at our new very cool and intimate bar-Miranda Bar in Flinders Lane. You will get Spice Market vibes with an awesome Happy Hour 6-9pm and a groovy DJ playing all the best dance tunes. And ...wait for it....some favourite staff from Spice Market ! Remy and Heather will be looking after us again! Whether you are new in town or a longtime resident, this event is perfect if you are looking to unwind and mingle with like-minded individuals. Indulge in delicious drinks, hit the dance floor for some social dancing, and experience the lively atmosphere that Melbourne has to offer. Don't miss out on a fantastic night of fun times and creating memorable experiences with a group of friendly individuals. Join us for an unforgettable night with the Melbourne Happy Hour Commandos!

🌟 **A new one-on-one, personality-based connection experience** Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation. Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.** NOTE : THIS IS A TICKETED EVENT. LINK IN COMMENTS. RSVP ON MEETUP DOESN'T GUARANTEE YOUR SPOT. 💫 **What to Expect** This is not speed dating, and it’s not a big mixer. It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe. Expect: * A cosy, comfortable venue * A hosted structure so you’re never left awkwardly standing around * A series of guided one-on-one conversations * A relaxed atmosphere where you can genuinely be yourself * This is not dating focused event, there will be a seperate one for dating Each conversation is designed to feel natural — because the match is based on compatibility Get your tickets here - https://www.eventbrite.com.au/e/1982142483526?aff=oddtdtcreator 🧭 **Before the Event** Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**. It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors. This is how we curate meaningful one-on-one pairings for the event. 🌿 **Come Join Us** If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you. A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat. RSVP now — spots are kept limited to ensure quality one-on-one time.

Meet new like-minded ladies & gents and make meaningful connections this New Year! The fast-friending format of our event helps you meet many like-minded ladies & gents in a short amount of time, allowing you to quickly discover who you connect with best! It’s a fun, lively way to build meaningful relationships without the usual challenges of starting from scratch **You will need to buy a ticket for attending -** [https://mel28thfeb.eventbrite.co.uk](https://mel28thfeb.eventbrite.co.uk) \*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account. TICKETS:- Early Bird - AUD 10 per person Regular Ticket - AUD 15 per person Cash at Meetup - If you do not purchase tickets in advance then you can pay AUD 20 cash to your host Ivy when you meet her at the event. **What's more?** \- We have happy hours\! \- If you’re feeling a little shy\, don’t worry—we’ve got you covered\! You’re welcome to bring a lady friend along for free\! \- We will meet at 7\.00 pm when you will be welcomed by your host Ivy\. She will manage the evening and also help you make connections\. If you are a bit shy or anxious then please come early. Ivy will help you meet other members in a small group and help you settle down and get comfortable. All attendees are also welcome to bring a lady friend along with them for free. This will make it a lot less stressful for you as you will always have your friend alongside. Our venue for the evening - La Di Da is spacious, has comfortable seating and not very noisy. We have a reserved area where our members can meet each other in a supportive environment. \- From 7\.30 to 8\.30 pm\, we will start 'Fast Friending' where our host Ivy will ask you to speak to a different attendee every 3 minutes\. You will be able to meet lots of ladies and gentlemen and not be limited to only those sitting or standing next you\. \- After 8\.30 pm you will have time to interact with those you have met as well as others\. \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 25 to 50 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a 'dating' group\. We are focused on helping ladies and gents meet other like minded ladies and gents\. You will generally find a good gender balance \(maybe not perfect\) at all our events\. Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- You can contact our founder Dan on +447715705005 with any questions or ideas. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Here are some videos which will give you some guidance and comfort to make your attendance more productive.** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs) How to make people like you at our socials -[ https://www.youtube.com/watch?v=K4guProkKrI](https://www.youtube.com/watch?v=K4guProkKrI)

We will meet at the starting point, wak towards the Black Rock Beach and take a round trip back. Parking is available at the train station on site. You can grab a coffee/ snack at the start, as we wait for everyone to arrive in the 15mins. Dress fo outdoor long walk and come join us for an afternoon walk! Take it slow and start from there. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos to Friends….Expand Your Social Circle Meetup group is a community of individuals who prefer to take it slow to get to know each other overtime in Melbourne. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, chilling, cultural exchange, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- WhatsApp Group \-\-\-** We use WhatsApp for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

**Single? 💔** **Over Dating Apps?** **Instantly Get The Dates!** **Meet Someone Today** ❤ . . **Book Through Link to Participate** 👇 [https://speeddatingsocial.au/speed-dating-melbourne/event-28-feb-2026/](https://speeddatingsocial.au/speed-dating-melbourne/event-28-feb-2026/) . . **Want To Meet Someone?** All your friends in relationships? Are you better at talking in person? . . **Get 10 Fun Dates in 1 Night** Easily Meet New People Find someone to share your life ♥ Popular with professionals & everyday people . . **In Person Meetup🔥** Easily chat one on one See what they're like Be introduced up to 12 singles . . **Simply Book & Turn Up** Our Host Introduces You And pairs you on a new date every 6mins No pressure simply say hi 👋 . . **Click below to Be Matched (limited places)** [https://speeddatingsocial.au/speed-dating-melbourne/event-28-feb-2026/](https://speeddatingsocial.au/speed-dating-melbourne/event-28-feb-2026/) . . **Host Rotates the Guys** 🧊 Not approaching strangers Get paired & meet each other So there's no fear of rejection . . **Be Automatically Matched** With a new date every 6mins No swiping, no messing around Instantly meet, chat in person, repeat ✅ . . **Just Fun 6min Dates** So there's no pressure Message your favorites after the event Find friends, connection & romance . . **Equally Booked Ratios 50:50** (we advertise everywhere not just on Meetup) There's plenty of people to meet 50-80 attendees at each event! Most book early, so don't miss out . . **If It's Your First Time?** We're all in the same boat ⛵ Simply book & turn up, it's easy Most come alone, or bring a friend . . **Must click below to Attend (limited places)** [https://speeddatingsocial.au/speed-dating-melbourne/event-28-feb-2026/](https://speeddatingsocial.au/speed-dating-melbourne/event-28-feb-2026/) . . **Still Unsure? 😕** We Get It... Why not take a chance? You meet around 12 singles Eventually you'll find someone . . **It's Okay to Feel Nervous** It's easy once the first chat starts Worst case, you'll make new friends . . **You Enjoy Fun Chats 🔥** Builds Confidence Meeting People They're only one 6min chat away... Book now & find your someone today . . **Find Real Connections** Have Plans for Your Weekends Actually meet without 1 million DMs Makes friends & builds your social circle ♥ . . **Most Book Early, Don't Miss Out** Balanced ratios means limited places Venues have fixed capacity - not endless . . **What Are You Waiting For?** Most book early, so don't miss out Must book through Link to attend Book now and find your someone today . . **View all Melbourne events below** 👇 [https://speeddatingsocial.au/speed-dating-melbourne/](https://speeddatingsocial.au/speed-dating-melbourne/)

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

Google is leading the AI revolution—don't miss your chance to stay ahead of the curve. Join GDG Cloud Indy for an immersive session where we bridge the gap between AI experimentation and enterprise production. We are thrilled to feature two expert-led deep dives into the Google AI ecosystem, designed for Cloud Architects, Developers, and AI enthusiasts alike. **The Lineup:** **11:00 AM \|** **Getting Started with Google Gemini** Speaker: Vaidehi S. Tripathi\*\*,\*\* Cloud Advisor, GDE, GDG Organizer (Cloud Indy) Focus: A walk-through of Gemini and multimodal models to boost daily productivity. **11:30 AM \|** **Google AI Studio vs. Vertex AI: The Path to GenAI** Speaker: Olga Scrivner, PhD, Google Cloud & GenAI Leader, WTM Ambassador, IEEE Humanitarian Tech Chair (Indy) Focus: Navigating the journey from rapid prototyping in AI Studio to production-ready deployments in Vertex AI. **The Perks:** Exclusive GDG Swag for attendees! Pizza & Soft Drinks (for in-person guests). Networking & Q&A with local industry leaders. **Meeting Link:** meet.google.com/wia-ygtn-fmc Also, Check our Meetup page at https://www.meetup.com/gdgcloudindy/ See you there! This is a hybrid event. Join the event virtually at: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-level-up-your-ai-game-with-google-gemini/ or in person at: Zionsville Town Hall - 1100 West Oak Street Zionsville, 46077 *** *** **About the Speakers :** **Olga Scrivner -** PhD\*\*,\*\* a certified Google Cloud and GenAI Leader, IEEE Humanitarian Technologies Chair (Central Indiana), and Women Tech Makers Ambassador In this talk, we’ll walk through Google’s primary generative AI platforms: **Google AI Studio** and **Vertex AI**. We’ll explore what each tool is designed for and how developers typically begin their journey with Google’s AI ecosystem. Using **Google AI Studio**, we’ll demonstrate how you can experiment with Google’s **Gemini models** to create and test ideas, from text generation to image and video creation. We’ll also discuss how these early experiments can later connect to **Vertex AI** for production use cases. **Vaidehi Tripathi** \- Elevance Health \(Cloud Advisor\) Founder and Organizer GDG Cloud Indy. Google Developer Expert-GDE. Vaidehi is a Cloud Advisor at Elevance Health (Formally Anthem) and before that worked as Solution Architecture Manager in Accenture focused on designing solution based on Google Cloud Platform. Vaidehi is a Google certified Architect, Data, Network, Security, Developer, DevOps and Machine Learning Engineer. **Hosted By :** Vaidehi Tripathi, GDG Organizer Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-level-up-your-ai-game-with-google-gemini/.

**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

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Join us and work remotely together with like-minded UX folks. This is a last minute opportunity to get out at one of our favorites, [Junto](https://thejuntohotel.com/)! Plenty of seating is available in addition to a connected coffee shop and restaurant. I will be there 10-12 for sure, maybe longer. Feel free to come and go anytime during the day, and don't forget your charger and headphones!

Let us meet for some end of week catching up