Context Driven Testing

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.

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 :-)

### About this session This is a small, relaxed session focused on listening to Greek music and talking together about what we hear. We will listen to one or more Greek songs played softly via a small speaker. We may pause to talk — mainly in English — about the mood, feeling, themes, and cultural context of the music. Sometimes we may talk more; sometimes we may simply listen. This is **not a class, performance, or lesson**. It is a calm listening and conversation circle. I run this session because I genuinely enjoy listening to Greek music myself, and others are welcome to join in that experience. You do **not** need to speak Greek, read Greek, or have any musical background. Listening quietly is perfectly fine. Lyrics are **not** displayed or distributed. Any discussion of meaning is informal and exploratory, not authoritative. The session will go ahead even if the group is small. Places are limited due to room capacity. Please RSVP in advance.

Ahead of Valentine’s Day, join us at the Atlassian Melbourne office for an Atlassian Community Event exploring modern service management - and why the best service experiences feel a lot like great relationships. In the coming months, customers using Jira Service Management (JSM) will automatically get access to the ‘Service Collection’!  This will be rolled out in phases from February to June. 2026 If you’re already using JSM, this session will help you understand what’s included and how to make the most of it. We’ll explore the Service Collection and how Jira Service Management (JSM) and Rovo AI support modern, human‑centred service teams. Tools included in the Service Collection Jira Service Management (JSM)AssetsCustomer ServiceRovo AI We’ll keep this high‑level and practical, focusing on how these tools come together rather than diving into detailed configuration. Who should attend This event is ideal for: Executive Customer Service Desk Leaders ITSM practitioners Enterprise Service Management (ESM) teams Operations & Support Managers Service & Delivery Leads Atlassian Administrators People, HR, Legal, Facilities & Internal Services teams Anyone using or exploring JSM and AI‑enabled service delivery Presenters Chloe Martin – Senior Solution Engineer, Service Collection Micky Rathod – Senior Solution Engineer, Service Collection Host Michelle Letho – Head of Partnership & Strategic Growth, Willyama Togetha (Atlassian Partner) Details: Date: 11 Feb, 2026 5:30pm – Arrival, drinks & nibbles, Valentine’s‑themed service icebreaker, group photo 6:00–7:00pm – Presentation & Q&A 7:00–7:30pm – Networking Spots are limited – RSVP required. Agenda --- Hosted By Mit Tolia, Atlassian practice & capability lead With 20 years of consulting experience, I specialize in helping organizations leverage Agile and technology to drive business outcomes. Passionate about Agile Lifecycle Management (ALM) tools, I work with enterprises to implement Atlassian solutions that foster business agility, enhance collaboration, and provide meaningful insights for informed decision-making. As an Atlassian geek, my expertise spans the entire Atlassian ecosystem, with a focus on Enterprise Strategy & Planning, Cloud Migrations, and Agile Scaling. I have extensive experience in implementing Jira Align, Jira, Confluence, and Jira Service Management (JSM)—helping teams optimize workflows, inculcate the right behaviors, and scale Agile practices from the team level to enterprise-wide adoption. Always eager to explore new possibilities in the Atlassian space, I thrive on enabling organizations to build adaptive, customer-centric solutions that embrace the future of work and to build communities to constantly learn from each other. Bonnie Emmerson, Atlassian Community Champion Andy Fleming, Atlassian Community Champion Michelle Letho, Account Executive & Networking Junkie Michelle (Miche) Letho is the Melbourne Atlassian Community Event (ACE) Champion and an Account Executive at Willyama Togetha, Australia’s only Indigenous-owned Atlassian Platinum Partner. She helps organisations imagine, build, and scale better ways of working through Atlassian solutions that boost collaboration, visibility, and impact. A member of the Transformers Unite leadership team, Miche supports national change and transformation events that bring practitioners together to learn and share. With a career spanning tech, FMCG, a Startup founder and consulting, she blends commercial know-how with curiosity and heart. If she's not at networking events, outside work, she keeps busy ubering teens at calisthenics and netball. and recharges through yoga, Pilates and hiking. --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-melbourne-presents-service-collection-hearts-tickets-amp-happy-teams/.

Join us for the next **Men Unplugged** dinner. A monthly catch-up for separated dads who want to connect, reflect, and just be themselves. Whether you're navigating the early days of separation or further along the journey, this is a relaxed space to meet other men who get what you're going through. No pressure, no expectations. Just real conversation, good food, and the chance to connect with other guys who understand the ups and downs of fatherhood after separation. Each dinner has a theme to guide the conversation—but sharing is completely optional. You can talk, listen, or just enjoy the company. **Spots are limited to 15 men**, so booking is essential. **📅 Date:** Wednesday, 11th of February 2026 **🕢 Time:** 7:30 PM – 9:30 PM **📍 Location:** Hardimans Hotel, 521 Macaulay Rd, Kensington VIC **🎟️ Cost:** Pay as you go: Steak, chicken parma, burger or pizza ($20-25). Drinks at bar prices. There is ample free parking in the area. Getting there with public transport: Getting There by Train: Take the Craigieburn Line and get off at Kensington Station. From there, it’s a short 3-minute walk to Hardimans Hotel.

We're thrilled to invite you to our next Microsoft Student Accelerator event on **Wednesday, February 11th at 3:00 PM** at the **Microsoft Melbourne Office**! 🎉 Whether you're looking to understand different tech roles, strengthen your resume, or learn about what Microsoft internships look like, this meetup is for you. Join us for an engaging afternoon filled with insights, practical guidance, and opportunities to connect with industry professionals and fellow students. ## What’s on the agenda: 💬 **Intern Panel & Discussion** – Hear real experiences and insights from students who’ve navigated the internship journey. 📝 **Resume Building & Tips** – Learn practical ways to strengthen your resume and present your skills confidently. 🔦 **Role Spotlights** – Discover different tech pathways through short talks from professionals across multiple disciplines. 🤝 **Networking & Food** – Connect with peers and industry professionals to wrap up the afternoon. 📍 Microsoft Melbourne Office - Level 5, 4 Freshwater Place, Southbank VIC 3006 🗓 Wednesday, 11th February 🕒 3:00 PM – 6:00 PM (AEST) (Please note: meetup event shows time in AWST) We can't wait to see you there! 🤩 Best regards, The MSA Melbourne Team

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

Join me to experience '50 Years of ABC Classic' a performance described as a 'musical love letter' to ABC Classic radio, celebrating 50 years of classical music on our national airways. We will find a spot on the lawn to take in the symphony, and you can byo drinks or snacks for a picnic or grab something delicious from the food trucks available. The program begins at 5.30pm with a curtain raiser by the Melbourne Youth Orchestra. Then at 7.30pm the concert begins, and the Melbourne Symphony Orchestra will be performing all-Australian works from composers and artists that will take us to all parts of our Country. This concert is free and no tickets are required. https://www.mso.com.au/performance/2026-smmb-50-years-of-abc-classic#about-this-performance **Agenda:** 4.45pm: We will meet at Walker Fountain Kings domain, on St Kilda Rd near tram stop 17 5pm: We will walk to Sidney Myer Music bowl Gate 1 5.30pm: Curtain raiser by Melbourne Youth Orchestra 7:30pm: Show begins, and concludes at 9:30pm When you RSVP, please click Attend on the event page and I will be in touch. The concerts go ahead rain, hail or shine and I will be available in the Event Comments on the day and add any updates there if needed regarding weather conditions.

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/)

**[Valentine's Day Dating Workshop: Master Your Social Confidence with Women | Grab your ticket on Eventbrite](https://Valentines_Day_Dating_Workshop.eventbrite.com.au/?aff=meetup)** Learn the Core Principles of dating for February 2026 Single? 💔 Are all your friends coupled up to enjoy Valentine's Day? 👩🏻‍❤️‍👨🏻 Fearful of approaching attractive women? No idea what to say? Getting friend-zoned and ghosted? Melbourne's Leading Dating Coach, Andrew Gung will run through practical examples during our [LIVE] Valentine's Day Dating Workshop in Melbourne You'll learn; ✅ How to create attractive and highly engaging conversations with women ✅ How to stand out from all the other men so she chooses you ✅ The core principles to successfully set the date with her ✅ The key ingredient that turns rejection and dead conversations around ✅ The mindset behind women and what they are really looking for in a man I get it... You've been confused for such a long time, asking several of your friends for advice... "How to get a girlfriend ?" ... "What am I doing wrong ?" "Why aren't girls attracted to me ?" Join my LIVE Event here in Melbourne and learn how to meet and attract the right type of women, and the importance of having highly engaging conversational skills. Develop your social and relationship skills so that you can finally attract and keep the ideal woman in your life. * Beat back the loneliness * Regain your self-confidence * Start getting more dates! **[Book now to get your Ticket ✅](https://Valentines_Day_Dating_Workshop.eventbrite.com.au)** Fast track your success Get 1-on-1 help with Leading Melbourne Dating Coach, Andrew Gung. Andrew has been teaching men across Australia for over 13 years on how to develop social confidence and create successful relationships with women. Stay relevant in 2024 by applying these new school dating principles. Featured in the Herald Sun, News.com.au, KIISFM, ABC, House of Wellness and SBS Schedule in your FREE dating mastery call with our coach 👇 [https://www.coreconfidence.coach](https://www.coreconfidence.coach)

A deep dive into the People-first Leadership domain of the Business Agility model What leadership behaviours are necessary for your organisation to remain competitive in today's era of AI adoption — where technology is advancing faster than organisational leadership systems can adapt. In this interactive 60-minute session, you will deep dive into the People-first Leadership domain of the Business Agility Institute’s Business Agility Model, examining how leadership must evolve to enable effective, ethical, and sustainable AI adoption. AI doesn’t just change tools and processes — it reshapes decision-making, accountability, trust, learning, and power dynamics. This session explores how the leadership domain addresses those shifts through its underlying capabilities and observable behaviors, including: • Fostering authentic relationships in environments increasingly mediated by AI • Empowering with accountability when decisions are augmented (or automated) • Realising people’s potential as learning, judgment, and creativity become the human differentiators This is not a theory-heavy talk. The session is designed around dialogue, reflection, and shared experience, drawing on what participants are seeing firsthand as AI enters their organisations. What you’ll gain: • A clear leadership lens for navigating AI adoption beyond tools and frameworks • Insight into which leadership behaviors accelerate AI-enabled value • Practical takeaways and leadership experiments you can apply immediately The session will be facilitated by Leo Marando, leadership coach, experienced organisational design & transformation consultant, and co-organiser of MelBAM. Pizza and drinks will be provided, thanks to our sponsor, TeamForm 🍕🍻 — because the best learning happens through great conversations (and with a full stomach). Come ready to think, share, and rethink what leadership means in the age of AI.

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.

**Title**: Powering AI Through Data Modernization: Modernizing ETL with Databricks & Unity Catalog In this session, we will discuss how enterprises are modernizing their data platforms by migrating from legacy ETL tools (such as Informatica and traditional data warehouses) to Databricks Lakehouse architecture, and how Unity Catalog enables enterprise-grade governance, security, and discoverability across data and AI assets. We will start with food and drinks at 6pm and then move into the presentation at 6:30pm. The session will cover: * Why traditional ETL platforms are becoming a bottleneck for scale, cost, and AI adoption * How Databricks changes the data engineering and analytics operating mode * The role of Unity Catalog in centralized governance * How this foundation enables AI and Gene.AI use cases on trusted data * Q&A Our speaker for this event is **Hirenkumar Dholariya**. Hirenkumar Dholariya is a Senior Data Engineering Architect with 18+ years of experience modernizing enterprise data platforms for global Fortune 500 organizations, delivering up to 40% system performance improvement and 20–35% infrastructure cost reduction through large-scale migration from legacy ETL platforms to cloud-native Lakehouse architectures. He specializes in Databricks-based data engineering, Unity Catalog–driven governance, and building scalable, secure, and real-time analytics platforms. He has led multiple enterprise-wide transformations from tools such as Informatica and traditional data warehouses to Databricks, establishing governed data foundations using Unity Catalog and enabling advanced analytics and AI use cases on top of trusted data platforms. His leadership focuses on architecting durable data platforms, enabling teams to move faster with confidence, and translating data and AI investments into measurable business outcomes. *

We all know about love in our personal relationships, that it’s not just something you think or even say but that it’s something you show by putting what you’re feeling into practice. But what happens when we think about love in a wider context? How do we embrace loving those beyond our existing circles? What about all of humanity? Is it enough to simply feel love for all mankind, or do we also have to seek out ways to put that into practice? This can seem like a daunting task, but even coming together with people of different backgrounds and beliefs and exploring these ideas together in an open and respectful setting can help contribute to creating the world we want to see! Come join a different kind of conversation – one that welcomes every perspective in a search for the truths that unite us all – as we discuss the spiritual perspectives offered by the Bahá’í Teachings on the power of love in action. Join us for a lively discussion as we explore how developing that practice in ourselves and in others can help create the change we want to see in the world. *“Do not be content with showing friendship in words alone, let your heart burn with loving kindness for all who may cross your path.”* – Bahá’í Teachings \*\*\* This event is free and open to all regardless of background or belief. Donations will not be accepted.

Join us for another session of our study group as we continue our coverage of the book Domain-Specific Small Language Models. In this session, we will Chapter 2 which is titled Tuning for a Specific Domain. This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from here https://github.com/virtualramblas/Domain-Specific-Small-Language-Models/ ahead of time. We will be meeting at the University of North America in room 2215 for this event.

Rapid testing for HIV and HIV and STI education, provided by the Inova Juniper program.

Hello everyone, we are excited host our first meetup of 2026! We'll have an amazing speaker presenting on a great topic. Hope to see everyone there! **Schedule** 5:00 pm - 5:30 pm - Sign-in/Meet and greet/networking 5:30 pm - 6:30 pm - AutoMobile 6:30 pm - 7:00 pm - Networking **Talk and Speaker Details** **Time:** 5:30 p.m. EST. **Title:** AutoMobile **Summary:** What if you could tell an AI agent "explore this app and find accessibility issues" and watch it navigate your mobile app autonomously? AutoMobile makes this possible today. AutoMobile is an open-source MCP server that gives AI agents native control over Android and iOS devices using natural language. It combines platform tools (adb, simctl) with custom Kotlin AccessibilityService and Swift XCTestService to enable AI-driven mobile workflows that are 10x faster than existing automation frameworks. Live demonstrations include: \- Install & run from scratch \- AI agent running UX deep dive\, reproducing bugs \- Accessibility & performance audits \- What running tests looks like \- Prototype IDE integration **Speaker:** Jason Pearson **Speaker Bio:** Jason Pearson spent the last 15 years building great UX across Android, iOS, Mac, Web, Backend, and Windows. Now he's applying all of that to AI tools while working at Slack in DevXP. **How to find us:** 1680 Capital One Drive, McLean, VA 22102 We'll be located in C2 **100 A**. The area is publicly accessible. If you can't find it, you can ask the front desk for directions to the **C2 100 A** **Attending Virtually?** We'll be streaming the event on Zoom [https://us06web.zoom.us/j/85740109015?pwd=1FQJyvaQp2ZgRrj5drb3a2FGVqll7H.1](https://www.google.com/url?q=https://us06web.zoom.us/j/85740109015?pwd%3D1FQJyvaQp2ZgRrj5drb3a2FGVqll7H.1&sa=D&source=calendar&usd=2&usg=AOvVaw1A-o2UNm0I1YVmkJcSCxfx) Meeting ID: 857 4010 9015 Passcode: 437286 **Parking**: You can park at 1680 Capital One Drive; this garage has a sign indicating public parking. Or at the WEGMANS parking lot.

Join our partners Watermark Woods Native Plants, Loudoun County Public Library (LCPL), and Birch Tree Bookstore for the Read! Plant! Grow! Book Club, which focuses on native plants, sponsored by Loudoun Wildlife Conservancy and LCPL. At this meeting we’ll discuss the book Animal, Vegetable, Miracle by Barbara Kingsolver. Both memoir and journalistic investigation, this book explores how the Kingsolver family took on a new challenge: to spend a year on a locally -produced diet, paying close attention to the provenance of all they consume. Concerned about the environmental, social, and physical costs of American food culture, they hoped to recover what Kingsolver considers our nation’’s lost appreciation for farms and the natural processes of food production. You can either buy the book from Birch Tree Bookstore or contact Allison Forbes at [Allison.forbes@loudoun.gov](mailto:Allison.forbes@loudoun.gov) to borrow a copy of the book at the library. There are two ways to participate: attend the event online via the library website or [sign up to participate in person at Birch Tree Bookstore](https://www.birchtreebookstore.com/event-details/read-plant-grow-2026-02-24-18-30). ***Questions:*** *Contact [info@loudounwildlife.org](mailto:info@loudounwildlife.org)*.