Performance Engineering

A mix of dance classes, connections & laughter! We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun! Brighton Beach Bowls Club 2B South Rd Brighton 7:00 pm - 9:30 pm Beginner & Intermediate levels $25 CASH or PAYID

Come and learn about the International Language, Esperanto, from experienced speakers who have travelled the world, attended international conferences, and made friends with people from many different countries. Esperanto is simple to learn, regular, and a very powerful tool for international communication. Our Monday meetups are tailored to whoever shows up on the night, so feel free to drop in, no matter what your level (curious/interested/beginner/conversational/expert). We can offer one-on-one lessons or a range of group activities, conversation, and games. We meet at Enderby Esperanto Centre, suite 304, 343 Little Collins Street. Your first visit is free, and meetups are free for members, however if neither of these apply we ask for $5 to help cover venue costs. If you want to join our Discord server for Esperantists in Victoria, please visit [https://discord.gg/6cgKjQhkWa](https://discord.gg/6cgKjQhkWa "https://discord.gg/6cgKjQhkWa")

This is a relaxed after-work bouldering session at **[BlocHaus Bouldering Port Melbourne](https://maps.app.goo.gl/sXoZZVviD4eJY8w89)**, focused on moving, chatting, and unwinding rather than performance or grades. If you’re curious about bouldering, coming back after a break, or just want a low-key way to be active and social on a weekday evening, this one’s for you. No partner required, no pressure to climb hard, and no expectation to already know anyone. We’ll climb at our own pace, take plenty of rest, and socialise between attempts. **Who This Is For** * Beginners or first-timers * Casual climbers who prefer a social pace * Solo joiners who don’t want it to feel intimidating * Anyone who wants to move their body without it feeling like a workout class If you’re an experienced climber, you’re still welcome — just expect a chill, mixed-ability vibe. **Plan** * 6:00 pm — Meet at reception, quick hellos * 6:15 pm — Gentle warm-up & easy climbs * 6:30 pm — Climb at your own pace, rest, and chat between attempts * 7:45 pm — Wind down, stretch, and head off Feel free to arrive later or leave earlier — no rigid structure. **What to Bring** * Change of clothes * Climbing shoes (hire available at the gym) * Entry fee paid individually at the desk * Check out the pricing here: [https://mlb.blochaus.com.au/pricing/](https://mlb.blochaus.com.au/pricing/) **Event Notes** This is not a lesson or coaching session — just a friendly container to climb and socialise together. The goal is to make weekday movement feel easy and welcoming, not intense. **Meeting point:** [BlocHaus Bouldering](https://maps.app.goo.gl/sXoZZVviD4eJY8w89) reception at **6pm**. I’ll post a photo of myself here once I arrive. If you’re running late, please message me your ETA beforehand — once you arrive, I can share our location with you.

**Toorak Toastmasters** was established via charter in Toorak, Victoria on May 22, 2015. We meet on the **2nd & 4th** Monday of each month. 6.50 pm for a 7.00 pm start. Please be on time for the meeting. Our meetings are held at Grattan Gardens Community Centre (GGCC), 40 Grattan St, Prahran. The atmosphere is informal allowing you to work on developing your speaking skills in a non-threatening environment. **What you will have a taste of:** * **Prepared Speeches**: Deliver speeches on topics you’re passionate about (Members only) * **Impromptu Speaking**: Practice thinking on your feet with quick, fun impromptu speaking for 1 - 2min. * **Constructive Feedback**: Receive valuable tips to help you improve, delivered in a positive, encouraging way. * **Leadership Roles**: Take turns leading the meeting, which helps you refine your organizational and leadership abilities. Come as a guest and get a feel of Toastmasters and our club TODAY! This is a safe and respectful space. We have a code of conduct, and harassment or inappropriate behaviour will not be tolerated. We are looking forward to seeing you soon!

**PLEASE NOTE THE FOLLOWING DETAILS:** This group is suitable for a beginner type player only. **YOU WILL NEED TO REGISTER AND PAY VIA THE ATTACHED LINK TO SECURE YOUR SPOT:** https://play.tennis.com.au/RoyalParkTennisClub/Coaching **Players who just register their interest on Meetup, do not have their spots secured and may miss out.** **Registration Opens:** 6 Days in advance at 9am **Registration Closes:** Close 6pm the day *before* the event. This is to finalise player numbers and organise a playing roster. **Social Tennis Structure:** * Location: Royal Park Tennis Club (333 The Avenue, Parkville, Melbourne) * Day: Monday * Time: 5.30pm-7.30pm * Cost: $18 for Non-Members, $12 for Members. * Participants will play some casual games of tennis: emphasis on learning about tennis, improving your serve, trying to get the ball into play, and having fun. \*\*\* *Please note there is no coaching for this program.* * Balls are provided each week. * Racquets are available for hire if required. * Some refreshments are available for purchase. * Please remember to wear shoes suitable for tennis! * Maximum of 8 spots for each session.

Welcome to Melbourne Volleyball Academy. **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: https://melbournevolleyballacademy.com.au/skill-levels-explained **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $14 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 7 PM-9 PM weekly, every Monday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

**English for Beginners (A1–B2): Casual Speaking Meetup ** （※Mainly for people in their late teens to 20s） • You understand English… but can’t reply? • You studied for years… but still can’t speak? • You feel nervous speaking English? You’re not alone You just need a place to try This meetup is for beginners who want to actually SPEAK. ✨ Small group (4–10 people) ✨ Friendly & relaxed atmosphere ⸻ **✨ What makes this different?** We don’t just chat randomly. Everyone gets a chance to speak! • Level-based groups (A1–B2) • Pair conversations (10 min each) • New partner every round • Simple question sheets No one is left out :) ⸻ ** No pressure, no judgement** Mistakes are OK ‍♂️ Speak slowly, use gestures or a translator You WILL speak — even a little! And you might actually enjoy it ⸻ ** How it works (1 hour)** • Short intro • 3 rounds of pair conversations • Free chat at the end Speak a little or a lot — both are okay! ⸻ ** Who is it for?** • English learners (A1–B2) • International students / working holiday • Anyone who feels shy speaking English • Young adults (around 18–30) ⸻ ** About the host** Hi, I’m Yuki I also struggled to speak English before. So I created this space where beginners can feel safe and try. ⸻ ** When & Where** Saturday 11:00–12:00 — Meeting Room 1 - Library at The Dock ** Free (just buy a drink)** ⸻ ✨ Just come, try, and enjoy! See you there :)

**Site Reliability Engineers vs Platform Engineers: Who Owns What?** Join us for a dynamic panel discussion exploring the evolving landscape of infrastructure and operations roles in modern tech organizations. As companies scale and technology stacks grow more complex, the lines between Site Reliability Engineering (SRE) and Platform Engineering can blur, overlap, or diverge entirely depending on organisational needs. This session brings together practitioners from both disciplines to unpack the core responsibilities, shared territories, and distinct ownership areas of each role. But here's where it gets interesting: ownership boundaries vary dramatically across organizations. At some companies, SREs build the platform. At others, Platform Engineers handle production reliability. Many teams share responsibilities for Kubernetes, observability tools, infrastructure as code, and deployment automation. Company size, maturity, culture, and technical stack all influence how these roles are defined and what each team owns. Our panelists will discuss real-world examples of how their organizations have drawn these boundaries, where collaboration is essential, where conflicts arise, and how to think about structuring these teams for success in your own context. Whether you're an SRE, Platform Engineer, engineering leader, or simply curious about these evolving disciplines, you'll leave with clarity on the distinctions, insights on common patterns, and practical perspectives on making these roles work together effectively.

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!

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.

## 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

# ** Melbourne AWS User Group –** February **Meetup ** ** Wednesday, 25 February** ** NAB Events Hub – 395 Bourke Street, Melbourne** **⏰ Food at 6:00 pm, talks from 6:30 pm (with live stream)** We’re kicking off 2026 properly with a deep technical session and another exciting speaker announcement coming soon This month we’re diving into Kubernetes networking changes that could directly impact your clusters — especially if you’re running Ingress-NGINX. This month’s lineup features: * **Gokul Venugopal** returning with a Level 300 session on the retirement of Kubernetes Ingress-NGINX. * **Warwick Wilson** shares lessons from running and evolving a production AWS Serverless orchestration platform over three years. A huge thank you to our sponsors: Mantel Group – Gold Sponsor, Cevo – Silver Sponsor, NAB – Venue Sponsor The event will be **live-streamed on YouTube** as always. *** # **️ Agenda** * **6:00 pm** – Food & Socialising * **6:30 pm** – Introductions * **6:40 pm** – What’s New in AWS * **6:55 pm** – The Retirement of Kubernetes Ingress-NGINX (Level 300); Speaker: **Gokul Venugopal** * **7:25 pm** – Almost Serverless Spatial (Level 200); Speaker: **Warwick Wilson** * **7:55 pm** – Marketplace (Who’s Hiring) * **8:00 pm** – Networking + Close *** # ** Talk Details** ## **The Retirement of Kubernetes Ingress-NGINX: Impacts, Risks, and Next Steps** Speaker: Gokul Venugopal Level: 300 Description: Ingress controllers are foundational to how traffic flows into Kubernetes workloads — but with the announced retirement of Ingress-NGINX, many teams are asking: what now? In this session, Gokul will cover: * A refresher on Kubernetes Ingress and the role of Ingress-NGINX * What the retirement means in practice * Risks for existing clusters * Migration paths and available alternatives * Pros and cons of the major options If you’re running Kubernetes in production, this is one you don’t want to miss. *** ## **Almost Serverless Spatial** Speaker: Warwick Wilson Level: 200 Description: Warwick manages a Spatial Data supply and distribution platform for DTP, an AWS Serverless orchestration that has now been in production for nearly three years. In this session, Warwick will walk through: * The original architecture and design decisions * How the AWS Step Functions workflows started simple * How they evolved over time as production realities set in * Lessons learned operating and refining long-running serverless orchestration If you're running or designing Step Functions in production, this is a practical, experience-driven session you won’t want to miss. *** # ** Want to Speak at a Future Meetup?** We’re always looking for new speakers and believe everyone has an interesting talk waiting to be shared. If you’d like to present at a future event, reach out at the meetup, via our website: [https://melb.awsug.org.au/speak/](https://melb.awsug.org.au/speak/)

We're back with our first meetup in Melbourne for 2026! Come join us for an evening of learning from database experts, and great conversations with the ClickHouse community. **Open Electricity: Lessons learned migrating from Postgres & TimescaleDB to ClickHouse** **️ AGENDA:** * 4:30 PM: Registration & Networking * 5:00 PM: Welcome and Introductions * 5:10 PM: **Update on ClickHouse: LibreChat, Postgres, Langfuse** * 5:30 PM: **ClickHouse Deployment Options - Security Considerations** by Martin Choluj, CISO @ ClickHouse * 5:50 PM: **Open Electricity: Lessons learned migrating from Postgres and TimescaleDB to ClickHouse** by Nik Cubrliovic, Software Developer & Data Engineer @ nineprimes * 6:30 PM: Q&A & Networking ** RSVP to secure your spot!** **Interested in sharing a talk at this meetup or future events? Complete this [CFP form](https://clickhou.se/chmeetup-cfp) and we’ll be in touch.** **_____________________________________** ** Session Details: ClickHouse Deployment Options - Security Considerations** In this talk, Martin, CISO at ClickHouse will talk about the various ClickHouse deployment options with focus on security. **Speaker: Martin Choluj, CISO @ ClickHouse** Martin Choluj is a seasoned cybersecurity executive with over 15 years of experience in the field. He currently serves as the CISO at ClickHouse, an open-source, column-oriented OLAP database management system for real time analytics, machine learning, GenAI, observability and data warehousing. In this role, he leads the company's security, privacy, IT operations and engineering productivity initiatives. ** Session Details: Open Electricity: Lessons learned migrating from Postgres and TimescaleDB to ClickHouse** **Speaker: Nik Cubrliovic, Software Developer & Data Engineer @ nineprimes** Nik Cubrliovic is a software developer and data engineer for nineprimes (nineprimes.com) where his projects include Open Electricity - Australia's leading open source platform for energy data.

**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

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

The topic for March is "Our Bodies, Ourselves" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

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.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!