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We are excited to host Pavel for our next Melb.NET event where we discuss PR Reviews and how we can reduce the bottleneck effect they have on our development velocity! **Agenda:** * 5:30pm arrival - Food and drinks provided in-person * 6pm kickoff - Welcome & Introduction and few words from our Sponsors - 10 min * 6:10pm - Session 1 * 6.45pm - Session 2 **Session 1:** Breaking the PR Review Bottleneck by [Pavel Oborin](https://www.linkedin.com/in/poborin/) Pull request reviews are often the biggest bottleneck in software delivery, especially for distributed teams. What takes minutes to write can sit for days waiting for review, killing development velocity. The open source world has solved this at scale. Major projects like Kubernetes, Rust, and React coordinate thousands of contributors with sophisticated review strategies that go far beyond traditional approaches. This session explores proven techniques from leading OSS projects and how to adapt them for your teams: early design alignment, automated reviewer assignment, merge automation, cultural process shifts, velocity metrics, and modern workflow patterns. You'll leave with practical strategies to eliminate review bottlenecks and measurably improve your team's delivery speed. **Session 2:** How to achieve PR Flow in Messy Legacy Codebases by [Alex Phomphoukhao](https://www.linkedin.com/in/aphomphoukhao/) Exploring how we improved PR flow in a complex legacy .NET codebases. Covering metrics, workshop-driven changes, and how AI tools like GitHub Copilot and CodeRabbit helped reduce review load and speed up delivery. **Hosts:** * [William Liebenberg](https://www.linkedin.com/in/william-liebenberg/) \- Microsoft \.NET MVP \| Consultant at Arinco * [Bron Thulke](https://www.linkedin.com/in/bronthulke/) \- Microsoft \.NET MVP \| CTO / Co\-Founder at YouLi * [Bill Chesnut](https://www.linkedin.com/in/billchesnut/) \- Microsoft Azure MVP \| Consultant at SixPivot * [Tama Waddell](https://www.linkedin.com/in/tama-waddell/) \- Consultant at Arinco **Sponsors:** We have some amazing sponsors that help make this event possible: * [Arinco](https://arinco.com.au/) \- Venue\, Food and Drinks **Location:** In-Person at Arinco Melbourne. Level 6 / 440 Collins Street, Melbourne CBD 🗣 Apply to speak now: [https://bit.ly/melb-dotnet-cfp](https://bit.ly/melb-dotnet-cfp)

Speaking in public is not easy for most people, nor is running a workshop, writing a speech, thinking on your feet, or even speaking up amongst friends. At POWERtalk you will learn how to gain the confidence to step up to speak up. We've seen it many times over. We help you with simple techniques to look confident as a speaker even when you feel like crumbling. **You'll be giving presentations before you know it and loving it!!!** **\>\>\>** We believe there is no one-size-fits-all when it comes to growing as a person and can tailor a plan to help you grow as an individual. **<<<** **Join us at a meeting soon to learn how to build your confidence as a speaker, effectively communicate, get creative, and have lots of fun doing so.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- POWERtalk Australia is a not-for-profit organisation training in public speaking and leadership skills. Guests are free of charge for the first 3 meetings. Full membership is surprisingly very affordable. Please ask if you would like more information or become a member. We look forward to meeting you for a night of POWERtalk (1st and 3rd Wednesday of every month) *PS. If you have symptoms of cough, runny nose, fever or are unwell, we wish you a speedy recovery and please ask that you stay away until you are well again. Thanks :)* We meet every 1st & 3rd Tuesday. Address: Power Neighbourhood House - 54 Power Avenue Ashwood Vic 7.45 pm start. 2-hour duration. Come along and enjoy the fun. We look forward to meeting you.

**Welcome to 'GENESIS' - The Generative AI Filmmaking Networking Event!** ***THIS MAY BE A LIMITED EVENT - PLEASE MAKE SURE TO RSVP.*** This group is for individuals interested in exploring the intersection of generative AI technology and movie making. Whether you're a filmmaker eager to discuss movie production, a technician looking to collaborate, or simply wishing to learn more and discuss AI in film, this group is for you! Join us at the Emporium food court (located behind Grill’d Burger Restaurant in the CBD, not near Melbourne Station) to discuss AI technologies, workflows, productions, AI ethics, government responsibility and more. After 7pm, we continue the evening with Happy Hour drinks at a nearby bar and a chance to grab dinner together. Feel free to bring friends interested in AI filmmaking; it’s a great way to introduce new faces to our expanding network. RSVP to help us gauge attendance and become part of a growing network of film professionals and enthusiasts. Though the event begins in the afternoon, the relationships you build here can last well into the night and beyond. At 7 PM, we move to The Carlton Club, a five-minute walk away, where we continue networking in a more formal rooftop setting over drinks and food. This change of venue offers an ideal environment to keep conversations flowing. We want to foster a supportive network for creativity, film and television production, and collaboration between the world of cinema and AI. Connect with like-minded individuals and explore the exciting world of generative AI filmmaking together at GENESIS.

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-05-06](https://konfhub.com/ksug-au-2026-05-06) **<=** **Latest promotions** discovered by our community! * **40%** OFF **[Linux Foundation](https://mf1.ksug.ai)** bundles Code: **FOURTH26AI** * **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Unlock GenAI inference anywhere with Amazon EKS Hybrid Nodes and Nvidia DGX by **[Frank Fan](https://www.linkedin.com/in/frankfan7/)**, Principal Container Specialist SA @**[AWS](https://aws.amazon.com/)** * **Topic 2:** I Came for the Kubernetes. The AI Did the Kubernetes by **[Olga Mirensky](https://www.linkedin.com/in/olgamirensky/),** Sr. SRE @**Ping** Identify * **Lighting Talk:** From Zero to Episode 1: Building a Content Pipeline With Claude Code by **[Eva Ng](https://www.linkedin.com/in/evang2/)**, Founder @**GMIG** * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Amazon](https://aws.com/)**! **[Register here](https://konfhub.com/ksug-au-2026-05-06) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

**✨If you tired of making ‘See you around’ friends? This event is for you!✨** **Join the Waitlist: Spots are limited** [https://forms.gle/4MN6oygujee9qmej9](https://forms.gle/4MN6oygujee9qmej9) 🎨What better way to build and deepen connections than through a fun activity like **Figurine painting**! There are many social events but it isn’t easy to feel connected to someone in a large group setting. I am super extroverted yet found myself walking home after a great social feeling more lonely, because of all the superficial connections made. I started Hue&Crew to help people build their next close-friend circle based on age, personality and interest! 🎨**What to Expect** This isn’t a big mixer event, every event has a limit of 6 people per table and a fishbowl full of conversation starters to help people get started! We move around Melbourne's many beautiful cafes weekly to keep things fresh! Expect: * A fresh, comfy venue * A hosted structure so you’re never left awkwardly quiet * A fishbowl of conversation starters for the introverts * A relaxed atmosphere where you can genuinely be yourself * Hand-painted figurines you made yourself to bring home Each group is curated to feel natural, matched by age, interest and personality 🎨**Notice before you sign up:** As the events are really small and it might take some time to form a group with similar interests, we will inform you when there is a suitable group for you! This is a **Ticketed Event** as we have costs as well. **Take a look at our instagram page to see past public events**👇 [https://www.instagram.com/reel/DXY8PXADXsm/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==](https://www.instagram.com/reel/DXY8PXADXsm/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==) **Limited time event: All Participants will get 1 free Bear Figurine!** **Best painted figurine gets a shoutout and a 50% OFF your next session!**

Smashing! Try something new Thursday Interactive workshop - Learn and practice secrets to improving your voice. Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Just one member's thoughts, "The fun/laughs factor is definitely a point of difference. We keep it moving with high standards so it’s a nice balance. Too strict makes it tense and boring, too loose and we can lose the energy/commercial feel. SmashSpeak's vibe's in the sweet spot." **Free parking** close: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing teamwork, greater good focus, sharing the stage, etc Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

Join your fellow LGBTQIA+ folks for a social evening of board games at Marché Board Games Cafe. We have access to the games library at the cafe. If you have a game that you want to share, please feel free to bring it along. We play all sorts of games - card games, party games, strategy games - and we're happy to teach new players. Groups for games usually form between 6:30-6:45, so it's important to try arrive on time to ensure you're allocated to a game/group. Anyone arriving late may have to wait for a game if all groups have started. The cafe has drinks and food available. Check out their menu here: https://mbgcafe.com.au/menu.pdf We only accept payment at the time of booking to reserve your spot. This means you will need to pay the booking amount via PayPal at the time of booking to confirm your spot. If you can't make it to the event, please ensure you get in touch by messaging the event hosts or emailing rainbowbg.melbourne@gmail.com at least one day before the event, and we can reverse your payment via PayPal. The cafe does NOT have a liquor licence. Consuming alcohol on the premises is illegal, and will result in any members being banned from future events. See you on Thursday!

🚀 **Build Your Own CNCF Observability Stack: Hands-On Workshop** Join us for a practical, end-to-end workshop where you’ll build a modern observability stack from the ground up using industry-standard CNCF tooling. In this session, you will learn to set up metrics with Prometheus, visualize and analyze data with Grafana, instrument your application using OpenTelemetry, and implement distributed tracing with Jaeger. You’ll also apply best practices for collecting, managing, and interpreting telemetry data. This is a fully hands-on session, so come ready to build, break, and learn. By the end, you’ll have a working observability stack and a clear understanding of how to instrument and monitor your own applications in real-world environments. 🛠️ No prior observability experience required, but basic familiarity with containers or cloud-native concepts will help. **A laptop is required to participate.**

Join Rainbow Social for a day of walking, talking and lunch, grab your coffee on the way to the lakes before hand. FREE to attend. Meeting on corner of Muray RD and Gaffney St inside the lakes area. I'll be there in rainbow to meet and greet you. Meeting at 10:45am and starting walking around 11:15am. Please do NOT be late, hungover (smell of alcohol) and have bad BO. The walk will be roughly 90 mins, 45 mins there and back (unsure where we are walking to but following the trail), stop for lunch, (30-40mins) before making our way back Coburg Lakes, arriving back about 2pm. What to bring: \- Your cute dog \- Water \- BYO lunch or we will start along the way to get something \- Good shoes to walk \- Sunscreen if sunny Communication: \- I send email via Try Booking\, do check your spam for any updates \- I'll send my number the day prior if you need to contact me directly This is a stress free, relaxed and friendly event to get your chatting and meeting like minded people by mixing up throughout event. Check public transport options to arrive at Coburg Lakes no latter then 11:00am ready for a prompt start. Do update RSVP or all platforms. Tell yor friends to join, more the merrier. See you May 10th at Coburg Lakes for a walk and talk

CBD Business Owners Network is a professionally facilitated networking experience designed specifically for business owners who are serious about building meaningful connections and growing their business. This is not a typical large, unstructured networking event. The focus is on **quality conversations, genuine relationships, and long-term business growth**. **What This Event Is About** We bring together a small group of business owners in a relaxed, structured environment to: * Build strong professional relationships * Create opportunities for referrals and collaboration * Have real conversations about business growth * Connect with like-minded business owners in Melbourne There are **no presentations and no sales pitches** — just focused, high-quality networking. **What to Expect** * A curated group of business owners (not a large crowd) * Structured introductions to help you connect with the right people * Open networking and meaningful conversations * A relaxed and welcoming environment * Opportunities to build long-term referral relationships **Who Should Attend** This event is ideal for: * Business owners and decision-makers * Consultants, service providers, and entrepreneurs * Professionals looking to grow through referrals and partnerships This event is designed **for business owners only** **Why Attend** If you’re looking for a networking environment that is: * Not overcrowded * Not overly sales-driven * Focused on real connections and growth …then this is for you. **Contact** If you have any questions or would like to know if this is the right fit for you: **Rakesh Singh** PinnacleEdge Business Coaching 0423 804 123

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

This is a free in-person meeting. Let's talk about relationships in such a way that you can really benefit from the knowledge. We can talk about * Soulmates * How to start a relationship * How to maintain a relationship * How to pick the right partner * How to recognize the red flags * How to improve communication * How to avoid argument and fights * How to increase trust You ask the questions, we'll talk about them. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is sponsored the Dianetics & Scientology Self-Improvement Center.

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Join us for lunch/tea at Asterisk Supper Club to discuss our May book "Under the Oak Tree" by Suji Kim Lady Maximilian is the daughter of the powerful Duke Croyso, but she is rarely allowed outside her family’s sprawling castle for fear that her stutter will tarnish their noble name. When she is forced to marry Sir Riftan, a lowborn knight caught in one of her father’s schemes, Maxi doesn’t dare hope for happiness, let alone love. Her stumbling communication and his gruff manner sour their relationship before it can begin, and Riftan leaves without a word the morning after their vows are exchanged. Now, three years after their disastrous wedding night, Riftan has returned as a war hero. To Maxi’s surprise, despite rumors that he was offered marriage to Princess Agnes, a beautiful and renowned sorceress, Riftan still wants Maxi for his wife. And when he comes to claim her, his longing becomes a desire that bewilders Maxi, even as she is overcome by the scorching heat that Riftan’s presence ignites within her. As she learns to navigate the intricacies of her new life, Maxi will find herself and her courage, and discover that she is anything but powerless.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

Let's talk about relationships in such a way that you can really benefit from the knowledge. We can talk about * Soulmates * How to start a relationship * How to maintain a relationship * How to pick the right partner * How to recognize the red flags * How to improve communication * How to avoid argument and fights * How to increase trust You ask the questions, we'll talk about them. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is sponsored the Dianetics & Scientology Self-Improvement Center.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!