Performance Engineering

Hello Infracoders! Please join us to talk about anything related to infrastructure as code. Thoughtworks Australia have kindly offered to host the Infracoders meetup and will supply food and beverages. To speed up the office checkin you can pre-register with Thoughtworks here **[https://g.vkda.co/x/xa1puzPKhHQ8bYRb](https://g.vkda.co/x/xa1puzPKhHQ8bYRb)** We usually have 2 technical talks per meetup. We start at 6pm and will be finished by 8pm. Please note there's a quick electronic sign-in process at Reception when you arrive at the office. Presentation 1 **"Cut dev cycles from hours to seconds"** \- Dan Baker\, MetalBear\. Have you ever made a one line code change and then waited 30 minutes for a CI run to test it in a staging environment? Test changes instantly using mirrord, an open source project that allows you to run code locally, but in the context of a Kubernetes cluster. Presentation 2 **"Terraform vs GitOps - comparing two philosophies of deploying Kubernetes infrastructure."** \- Angus McInnes\, REA\. A Kubernetes-based compute platform involves many interdependent components deployed into a Kubernetes cluster. One approach to deploying such a platform is using Terraform, which tracks dependencies between components and deploys them in the appropriate order. Another approach is to follow a GitOps philosophy, storing Kubernetes manifests in a Git repository and using ArgoCD to continuously synchronise the state of the cluster with the repository. I'll demonstrate and compare these two approaches. If you'd like to present please contact infracoders organisers via Meetup with a * talk topic * one paragraph description * estimate of the time you'll need (20 minutes or shorter is best) As always, please update your RSVP as your availability changes. All venues have space considerations for safety and comfort of Infracoders. Please contact the organisers if you'd like to present a topic relevant to the group or host a meetup at your office.

**Estrela do Mar** Inc is a Not-for-Profit organisation and this is a ticketed event, however don't let the investment be in your way, **please reach out** if you are experiencing financial difficulties to learn how can you contribute. Find out more at **[our](maracatu.org.au)** website. Workshops are held every Tuesday night at the Multicultural Hub in Melbourne, opposite the Vic Market. As the front door is locked after hours, please walk to Victoria Street, and turn right. You will find the door to Maracatu workshops on the right hand side just after Yarn Strong Sista. We teach **rhythm, song & movement** at regular workshops. Our style is traced through the lineage of groups (or "nations") such as **Maracatu Aurora Africana, Maracatu** **Estrela Brilhante**, **Maracatu** **Leão Coroado**, and others. We share a **living tradition of maracatu locally** to promote **social inclusion, break cultural barriers, and facilitate community building** & **engagement**. * **No musical experience** is required * **All instruments provided** * Not suitable for **children** Come along to learn & play this exhilarating rhythm. Please arrive at 6.25pm. The workshop will start at 6.30pm. \*\*Tickets: [https://events.humanitix.com/maracatu**](https://events.humanitix.com/maracatu**) $30 workshop or $20 concession Packages and Membership available

Visitors and newcomers are very welcome, please see https://hackmelbourne.com/newcomer-faq/ for more details. COVIDSafe restrictions are also in place, please see https://hackmelbourne.com/covid-19-restrictions/ for the latest. Short walk from Glenferrie train station. Car parking at Hawthorn town hall. Bring a laptop and a project you are working on. There is also a number of group projects that you are welcome to join in. We have starter kits for Arduino, a couple of 3D printers, various tools and equipment available for use. Typically our sessions run from 6:45pm till later in the evening (depending on our members' availability to close) but if you're new please come early.

We are a multi-disciplinary group of PhDs and academic staff who write together regularly and help one another to achieve our writing goals through supportive community, focus and a structure that works. We welcome anyone who wants to get some writing done in a collegial, supportive, encouraging environment. You don’t have to be from University of Melbourne (you don’t have to be from university at all!). We use the Pomodoro method, which means we write in timed intervals of silence, then chat and catch up for 5 mins and repeat the cycle. Arrive when you like, leave when you like. The goal is to keep our writing projects progressing and reduce the isolation that can be part of the academic and/or writing life. **Session Outline:** Welcome: 9.00-9.05 (5 mins) Pomodoro 1: 9.05-9.30 (25 mins). Break: 9.30-9.35 (5 mins) Pomodoro 2: 9.35-10.00 (25 mins) Break: 10.00-10.05 (25 mins) Pomodoro 3: 10.05-10.55 (50 mins) Break: 10.55-11.05 (10 mins) Pomodoro 4: 11.05-11.30 (25 mins) **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://www.shutupwrite.com). **Other Important Details:** WiFi name/password: There is free public wifi available at the Melbourne Connect Superfloor (speak to the concierge for details). University of Melbourne staff and students can connect to the university wifi; staff and students from other universities can join Eduroam using their home institution's log in credentials. Travel / Parking info: Public bike parking along Swanston and Grattan Streets. Tram routes 1, 3, 3a, 5, 16. 16, 64, 67, 72 along Swanston Street (Stop 1) and 19 along Royal Parade (Stop 10). The nearest train station is Parkville Metro Station. Bus routes include 200, 207, 250, 251, 401, 402, 403, 505, 546. There is no public parking available at Melbourne Connect, however the area is well serviced by nearby public carparks, including Cardigan House Parking at 96 Grattan Street and the University of Melbourne Eastern Precinct Car Park at 375 Grattan Street. A taxi rank is located on Grattan Street.

Join the Docker Melb Crew for a deep dive into the next frontier of AI: **Agentic Systems**. We are moving beyond simple chatbots to discuss how to build, containerize, and deploy autonomous agents that can plan, reason, and act. This session brings together Melbourne’s engineers and architects to discuss the unique challenges of running multi-agent workflows. We will explore how containerization provides the isolation and scalability needed for complex agentic architectures. **🚀 Powered by: The DGX Spark** We will demonstrate what happens when Agentic AI meets extreme compute. See how agent workloads perform when accelerated by the **NVIDIA DGX Spark** (GB10 Blackwell / CUDA 13). We will look less at the metal and more at how this level of throughput unlocks real-time reasoning and massive parallel agent execution and prototyping. **📅 Agenda:** * **Networking & Food:** Connect with the local AI and Cloud-Native community. * **Topic 1:** **Prototyping Local AI Agents with Docker and DGX Spark** Learn how to use the Docker ecosystem to build private, powerful AI agents that live on your own hardware, by [Thiago Shimada Ramos](https://www.linkedin.com/in/thiago4go/), Docker Captain * **Topic 2: First Steps with Containers** Short, fast-paced lightning talks from new Docker users sharing their first projects. * **Containerised ELT Architecture** * *Speaker:* [Rodrigues Lopes](https://www.linkedin.com/in/rodrigueslopesdataarchiect/), Data Architect (D2i Consulting) * *What you will learn:* A real-world guide to Modern Data Architecture * **Socializing:** Huge networking opportunity to discuss your AI stacks. **📍 Logistics:** * **Date:** Thursday, February 12, 2026 * **Location:** Microsoft Office, Melbourne * **Time:** 5:30 PM (Doors Open) **Who should attend?** AI Engineers, DevOps professionals, and System Architects looking to build and scale autonomous agent systems using modern container standards.

RSVP at https://www.meetup.com/melbourne-docker-user-group/events/312985492/ Join the Docker Melb Crew for a deep dive into the next frontier of AI: **Agentic Systems**. We are moving beyond simple chatbots to discuss how to build, containerize, and deploy autonomous agents that can plan, reason, and act. This session brings together Melbourne’s engineers and architects to discuss the unique challenges of running multi-agent workflows. We will explore how containerization provides the isolation and scalability needed for complex agentic architectures. **🚀 Powered by: The DGX Spark** We will demonstrate what happens when Agentic AI meets extreme compute. See how agent workloads perform when accelerated by the **NVIDIA DGX Spark** (GB10 Blackwell / CUDA 13). We will look less at the metal and more at how this level of throughput unlocks real-time reasoning and massive parallel agent execution and prototyping.

Hi Architects, Welcome to our first AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework. And giving away drones, of course. Lots of drones. Our speakers this month include: * **Mystery Speaker** **Can Cost Optimisation Improve your other pillars?** In this talk, we'll go through whether Cost Optimisation can improve your security, operational excellence, reliability, etc. and more importantly, how (spoiler alert - it can but it will be an interesting exploration). This month's menu will include: * Pizzas * Beer: Nastro Azzurro * Wine: Big and red 🤤 NB: Please check in up the stairs from the ground floor to the Mezzanine Level. So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-)

Hi Gophers! We’re kicking off the year with our first Go meetup in February, covering structured concurrency and anti-fragility with speakers Peter Delafosse, Max Collier, and Nick Spain. 🎤 Speakers **Go News** Peter Delafosse **Better Structured Concurrency for Go** Max Collier An introduction to [sourcegraph/conc](https://sourcegraph.com/blog/building-conc-better-structured-concurrency-for-go) a library improving concurrency handling in Go. Max will cover: * The problem `conc` is designed to solve * A walkthrough of its interface * Insights into its internals Based on the Sourcegraph blog “Building conc: Better Structured Concurrency for Go.” **Automating anti-fragility** Nick Spain, Head of Platform, Stile Education At Stile we have a bug zero policy. This encompasses actions items (for reducing toil and preventing future incidents) and test flake. This means we actively prioritise bugs all the time, they're not languishing in the backlog, action items are completed whilst people still have context, and we consistently work to reduce test flake. I will talk about: How this policy is implemented, what tooling we use to help us, and how we have automated this work using AI. 🗓️ Call for Speakers Interested in speaking at an upcoming event? Our format includes: * lighting talks: \~10 minutes * deep dives: 20–30 minutes If you’d like to share a project, or idea, reach out to Katie at katie@ntptalent.com.au 🏢 Venue Partner A huge thank you to Stile for hosting this event! See you soon! Leah & Katie

Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Feb 12th from 5:30pm**, in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: 394 High Street Northcote, Victoria 3070 \*\*\* **🗓 Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Haswin Vidanage, Senior Product Engineer, Papercut Software * 6:30pm - 7:00pm: Zhengwen Peng, Staff Technical Support Engineer, Confluent * 7:00pm - 7:30pm: Additional Networking \*\*\* **💡 Speaker:** Haswin Vidanage, Senior Product Engineer, Papercut Software **Talk:** Incremental Microservices Migration Using Change Data Capture (CDC) **Abstract:** This session will focus on how teams can migrate to microservices without disrupting their roadmaps. **Bio:** Haswin Vidanage is a Senior Product Engineer, Papercut Software. With over ten years of experience in full-stack development and microservices architecture, Haswin is passionate about designing scalable software solutions, advocating for engineering best practices, and enhancing developer productivity. \-\-\-\-\- **💡 Speaker:** Zhengwen Peng, Staff Technical Support Engineer, Confluent **Talk:** All you need to know about Kafka Transaction **Abstract:** In this session, we will be covering: 1. Why we need Kafka transaction. 2. How it works under the hood. 3. Some facts that the developer should be aware. **Bio:** Zhengwen is the staff technical support engineer at Confluent where he possess a wide and in-depth knowledge with Confluent’s products, particularly on data streaming with Flink and Kafka. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

AWS Programming and Tools is hosting a special Kiro Night, a practical, fun, and fully hands on learning event focused on the Kiro Agentic IDE. This session is designed to be interactive and engaging, with two learning paths to choose from. A guided path will walk through the fundamentals, while an active path will have you building an application end to end. Whichever you choose, you will be coding along throughout the session. Expect a relaxed, builder friendly atmosphere with food and drinks provided. Perfect for anyone curious about agentic development or looking to learn Kiro in a practical way with the community. Bring your laptop and be ready to get hands on.

**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 **Abstract** TBD **YouTube Link** TBA

The topic for February is "Transitions" 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!

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

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/

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.