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Frequently Asked Questions
Yes! Check out google developer group events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the google developer group events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Google Developer Group Events Today
Join in-person Google Developer Group events happening right now
Melbourne Serverless Meetup Group event for February 2026
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!
đ
Agenda đ
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 â 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!
GitHub Melbourne Meetup - Lunar New Year edition
Come along and mingle with other developers, hear about GitHub, and get excited for all the amazing things happening this year.
Food will be provided, and there will be SWAG (including some limited edition lunar new year merch), so get excited!
Agenda:
5.30pm - Arrival
5.40pm - Welcome
5.45pm - Mini talk: Creating fun with WhatsApp
5.55pm - Talk: Natural Voice Conversations with AI Agents - ChatMTB and Cora
7pm onwards - Food, networking, drinks, and SWAG
There will be a door prize for this event, so make sure you come along.
Thank you to our generous sponsors Versent (venue) and Twilio (food) for their support.
The good, the bad, the ugly of an actual in production AI product
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 worldâs 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.
Ruby Melbourne Meetup
## Details
**Ruby Meetup Melbourne will be run as a hybrid meetup.**
**1\. What**
Join us for an evening of talks on Ruby and related topics, plus socialising, food and drinks.
You can find out about the **[Talks for the night here](https://github.com/rubyaustralia/melbourne-ruby/milestones?direction=asc&sort=due_date&state=open)**
Alternatively, their will be announced on Slack, Twitter, Github & Meetup closer to the date
**2\. Where đ**
\- In Person: meet us at the Ferocia in Melbourne CBD from 5:30PM
\- Online: Click [Jump in Zoom Meet Call](https://us02web.zoom.us/j/84834916944?pwd=SWlQOGJsbEZwNkNwVVk4Q25WaVNRZz09) from 6.30pm onwards
**3\. Sponsors đ**
This is a Ruby Australia supported meetup, with event sponsorship provided by our Major Sponsors:
* [Ruby Australia](https://ruby.org.au/)
* [Assembly Four](https://assemblyfour.com/)
* [Gleam.io](https://gleam.io/) for our Drink sponsors for Melbourne Ruby Meetup
* [Ferocia](https://ferocia.com.au/) for being our venue partner.
**4\. Anything else ?**
To suggest or vote on a talk, please look in[ Github repo](https://github.com/rubyaustralia/melbourne-ruby)
**Come in from 5:30pm-6PM** for some early chatter,
we'll kick the proceedings off properly around 6:15,
hear from our presenters,
and then socialise further after the talks.
See you there đ
AppSec Aus Melb #15 - State of Application Security: 2025 Trends, 2026 Strategy
**Event Confirmation Form!**
âĄïž We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/QwVc4QifPJqfvkd4A](https://forms.gle/QwVc4QifPJqfvkd4A)
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
## **What's On? đ**
**Panel:** State of Application Security: 2025 Trends, 2026 Strategy
**Speakers:**
* Jason Liyanage - Application Security Lead, Sportsbet
* Louis Nyffenegger - Founder and CEO, PentesterLab
* Raafey Khan - Director of Application Security, CyberCX
**Abstract:**
Application security is evolving faster than ever. This panel brings together practitioners, security leaders, and strategists for a candid look at what shaped AppSec in 2025 and what organizations are prioritizing in 2026.
**The discussion will cover:**
* **Vulnerability Trends** â What spiked, what persisted, and what caught teams off guard in 2025
* **Emerging Technologies** â New tools and capabilities are reshaping how applications are built, tested, and defended
* **What Worked** â Strategies and approaches that genuinely moved the needle for security programs
* **What's Next** â Bets organizations are placing bets for 2026, from new toolchains to shifting security culture
Whether you're a hands-on practitioner or a security leader, this session offers grounded insights and forward-looking perspectives to help navigate the year ahead.
***
*Placeholder abstract â subject to refinement once panelist details and discussion themes are confirmed.*
## **Location** đ
Atlassian Melbourne
Queens & Collins Building, Level 20, 100 Queen Street, Melbourne VIC 3000
## **Agenda â°**
* 5:30 - Food is served
* 6:15 - Session start
* 7:30 - Post-event networking
\-\-\-
Note: Please complete the event confirmation form: [https://forms.gle/QwVc4QifPJqfvkd4A](https://forms.gle/QwVc4QifPJqfvkd4A)
Building with Search and AI - WORKSHOP
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:**
**đ ïž Hands-on coding** with step-by-step guidance to Azure AI platform
đĄ **Expand your skills** with resources to deepen your understanding of GPT models and how to leverage them
**đ«±đœâđ«ČđŒ 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!
Catch the Flag â Catch-Up Session (Melbourne)
Missed **Fetch the Flag 2025** but still want to take on the challenges? Join us in Melbourne for a local, in-person Catch the Flag â Catch-Up Session!
This meetup is designed for those who couldnât attend the live virtual event but still want to roll up their sleeves and hack through the challenges together with the local community.
**About Fetch the Flag**
Hosted by Snyk and NahamSec, Fetch the Flag is a global virtual Capture the Flag (CTF) competition that brings together security enthusiasts from around the world.
Following a hugely successful 2025 edition:
2,500+ participants,
93 countries represented,
Hands-on challenges for all experience levels,
The competition featured 15 practical security challenges across areas such as:
Web security,
Binary exploitation,
Exploitation techniques,
And more,
Now itâs your chance to experience the challenges locally with fellow Melbourne hackers.
\-\-\-
**What to Expect at the Melbourne Catch-Up**
Work through 15 CTF challenges at your own pace,
Collaborate with others or hack solo,
Share techniques, hints, and learning moments,
Connect with the local security & DevSecOps community,
Whether you're new to CTFs or a seasoned player, thereâs something here for you.
\-\-\-
**Prizes**
Weâll have gift cards for the winners, so bring your A-game!
\-\-\-
**Bring Your Team (Optional)**
You can:
Compete individually,
Form a team (up to five members),
Or join forces with others on the day,
\-\-\-
If youâre looking for hands-on security practice, community connection, and a bit of friendly competition â this session is for you.
Google Developer Group Events This Week
Discover what is happening in the next few days
Automate with n8n
### **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" eventâno 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 youâve heard of n8n but haven't started yet, come see whatâs 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
Kudos to Friends . Expand Your Social Circle - Beachside Walk (Sandringham)
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 FriendsâŠ.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, weâd 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 ofâŠ**
* 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.
Charisma of being Vulnerable | TED Talk Community Melbourne
Join the Melbourne TED Talk Community for an engaging session and meet people who like being an ideator, who want to bring their voice to a larger community. In contrast to a typical public speaking training event, where you receive feedback on your "Um", "uh", "ah", "er", "hmm" and the way you present, this goes beyond that.
**The objective of this community is to get inspired by some of the best ideas serving humanity, find your own calling and voice, be an ideator, and share your ideas clearly and persuasively.**
The talk we will play is one of the amazing talks from the TED Library. In this session, we will delve deeper into the topic and gain perspective, and learn from each other. Be prepared to network, engage in meaningful conversations, and embark on a journey of professional development and leadership growth.
**Mark your calendars and don't miss this opportunity to refine your public speaking abilities with the Melbourne TED Talk Community!**
**TED Talk link to watch together:**
https://www.ted.com/talks/brene_brown_the_power_of_vulnerability
**Agenda (as a guide)**
6.00 PM Registration
6.10 PM Introduction by Attendees
6.25 PM 5 min talk by Organisers (optional)
6.30 PM Breakout session (Group / Individual) based on topic
6.45 PM Individual / Group shares their takeaways
6.50 PM Practice the Art of Public Speaking - 2-3 talks of 2.5 minutes
7.15 PM Feedback to the Presenters and overall session
7.20 PM Event Concludes & floor opens for Networking
**Fees: The event has a $5 contribution towards hiring the room and Audiovisual. This can be paid through PayPal at the time of registration.**
Looking forward to seeing you there.
The Organisers
Raj
Pick Your Own Sunflowers - 2026 | Limited Spots | Opening Day [Event #4]
We are heading to one of the "Pick Your Own" Sunflowers farms near Ballarat. The tickets are limited. Please note that this trip also involves a shared taxi/uber. The payment shared taxi/uber can be made on the day of the event. Please note that that 1st March is their opening day and the Sunflowers won't be in full bloom.
Please follow these three steps to confirm your spot:
Step 1: Please RSVP to this event on meetup.
Step 2: Please pay the organizer fee ($20 - Early Bird, $25 - Regular) - [https://www.trybooking.com/DJROZ](https://www.trybooking.com/DJROZ)
Step 3: Please buy the farm entry ticket ($10) via Trybooking for 1st March: [https://www.trybooking.com/events/1540269/sessions](https://www.trybooking.com/events/1540269/sessions)
Organizer fee tickets are non-refundable. There is no option to transfer the ticket to a new date. Organizer fee tickets will be only refunded if the event is cancelled or moved. Organizer fee payments are managed through Trybooking and not Meetup. You will see an "Unpaid" status on your RSVP. The only thing you need is the Trybooking ticket which you will receive by email.
**Meeting Point**: Let's meet in the Corner of Spencer Street and Bourke Street (Station Side - Near the steps) at 10:10 AM and take Vline train. We should be back in the city around 5 pm. Please note that meeting at the destination is not an option for this event. Please plan to show up at the meeting point as uber/taxi groups will be formed at the meeting point.
**Meeting Point Photo**: [[https://bit.ly/2SkyVL2](https://bit.ly/2SkyVL2)](https://bit.ly/2SkyVL2)
\*\* Please make sure you bring your Myki. Please ensure that it has atleast $8. Please ensure that your myki money is added before coming to the meeting point. \*\*
Cost:
Organizer Fee: $20 - Early Bird, $25
Myki Cost: $8
Sunflower Farm: Tickets $10
Sunflowers: $4 per stem â available for purchase as you leave
Shared Taxi/Uber: $20-$30 (To be paid via PayID or cash on the day of the event)
**Pick Your Own Sunflowers** \- Every year since its beginnings\, Sunflower field in Dunnstown has grown into one of Regional Victoria's most popular rural experience\, with visitors flocking from all over Victoria and interstate\.
Please carry snacks and water. There are no food options at the farm.
Please follow us on Social Media for photos, videos & updates:
[YouTube](https://www.youtube.com/@explore-melbourne) \| [Facebook Page](https://www.facebook.com/exploremelb) \| [Facebook Group](https://www.facebook.com/groups/exploremelb) \| [Instagram](https://www.instagram.com/xpmelb/) \| [TikTok](https://www.tiktok.com/@exploremelbourne) \| [ExploreMelbourne.AU](https://exploremelbourne.au/)
Loyalty Card Stamps for this event:
If you are not using a discount code: 1
If you are using a discount code: 0
Explore Melbourne is the largest meetup group in Australia. We have eight simple rules in place to protect our community and for everyone to have a positive experience.
â Not a dating group! â Weâre here to make friends, not find soulmates. No flirty business, please!
đ” No phone numbers, please! â Feel free to swap social media if both parties are cool with it, but letâs keep our digits private. Please donât add people to WhatsApp or other groups.
đ Our events are only open to people aged 18 and older.
đą Please do not advertise other events or groups.
đ
Donât be a social octopus! â Give people space to chat with others. Please don't be clingy.
đ We don't allow carpooling due to safety incidents/our public liability insurance not covering motor related accidents.
đ° No sales pitches! â No selling, no MLMs, no pyramid schemes, no âlife-changing mentorshipâ offersâletâs keep things scam-free.
đž Cameras welcome, but⊠â please refrain from taking photos of our members for privacy reasons.
By joining this event, youâre giving us a virtual pinky promise đ€ that youâll follow the rules. Break them, andâpoof!âyouâre out for good. No second chances, no do-overs. Letâs keep it fun, friendly, and drama-free!
**Liability Waiver:**
The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being. By joining this event, you agree to the liability waiver mentioned here: [[https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/)](https://exploremelbourne.au/explore-melbourne-liability-waiver/)
Graduate Pathways in AI: Latest Tools, Prompt Engineering & LLMs
## 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 youâll 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 âagentâ helps (multi-step tasks, tool use, memory) and when itâs 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
Speed Dating for 34-55yrs - 12 Fast Dates â€ïž
**Single? đ**
**Over Dating Apps?**
**Instantly Get The Dates!**
**Meet Someone Today** â€
.
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**Book Through Link to Participate** đ
[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 â„
Popular with professionals & everyday people
.
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**In Person Meetupđ„**
Easily chat one on one
See what they're like
Be introduced up to 12 singles
.
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**Simply Book & Turn Up**
Our Host Introduces You
And pairs you on a new date every 6mins
No pressure simply say hi đ
.
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**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/)
.
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**Host Rotates the Guys** đ§
Not approaching strangers
Get paired & meet each other
So there's no fear of rejection
.
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**Be Automatically Matched**
With a new date every 6mins
No swiping, no messing around
Instantly meet, chat in person, repeat â
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**Just Fun 6min Dates**
So there's no pressure
Message your favorites after the event
Find friends, connection & romance
.
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**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
.
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**If It's Your First Time?**
We're all in the same boat â”
Simply book & turn up, it's easy
Most come alone, or bring a friend
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**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/)
.
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**Still Unsure? đ**
We Get It...
Why not take a chance?
You meet around 12 singles
Eventually you'll find someone
.
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**It's Okay to Feel Nervous**
It's easy once the first chat starts
Worst case, you'll make new friends
.
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**You Enjoy Fun Chats đ„**
Builds Confidence Meeting People
They're only one 6min chat away...
Book now & find your someone today
.
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**Find Real Connections**
Have Plans for Your Weekends
Actually meet without 1 million DMs
Makes friends & builds your social circle â„
.
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**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** đ
[https://speeddatingsocial.au/speed-dating-melbourne/](https://speeddatingsocial.au/speed-dating-melbourne/)
iHarvest - Free Coworking Day
[iHarvest Coworking Sunshine](https://iharvestcoworking.com.au/) is holding a free open day this Friday so local start-ups, entrepreneurs and small business operators can experience what co-working in our professional and contemporary office suite is all about.
Come see for yourself!
**Date:** Friday 27 February 2026
**Time:** 9:00am - 5:00pm
**Where:** [iHarvest Coworking - L4/301 Hampshire Rd, Sunshine VIC 3020](https://share.google/k7JuK4BTXM6igsfPk)
Light refreshments provided.
Google Developer Group Events Near You
Connect with your local Google Developer Group community
Spec-Driven Development with GitHub Spec-Kit - Barret Blake
**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, weâll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifactsâliving documents that drive architecture, implementation, and verification.
Youâll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. Weâll 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, weâll 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 isnât)
--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 youâre 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
Data & Analytics Wednesday - Google Analytics Alternatives
**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: Googleâs Universal Analytics has been sunset, weâve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book âGoogle Analytics Alternativesâ.
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, GAâs market share has remained relatively constant (at least in the United States). Why is that? You wonât find any complaints about GA4 in this talk, but rather an overview of whatâs currently available in the market and how to frame your decision-making process.
Weâll also be giving out some free copies of Jasonâs book! So even if youâve got a âGA4Lyfeâ tattoo (no judgement), thereâs 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)
Columbus Code & Coffee 84 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
Go Build & Learn
Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free!
This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.
Level Up Your AI Game with Google Gemini ! âĄ
Google is leading the AI revolutionâdon'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
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**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, weâll walk through Googleâs primary generative AI platforms: **Google AI Studio** and **Vertex AI**. Weâll explore what each tool is designed for and how developers typically begin their journey with Googleâs AI ecosystem. Using **Google AI Studio**, weâll demonstrate how you can experiment with Googleâs **Gemini models** to create and test ideas, from text generation to image and video creation. Weâll 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/.
Christians in Tech - Meetup #30 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growthâboth in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)
Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm



















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