Wi-Fi

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)

Meet in the car park right at the end of Breen Drive at Dendy Park past the tennis courts. We’ll walk around Dendy Park, some do 1 lap, others 2. As the Dendy cafe is currently closed, we'll head to Rustica on Hampton st. for a coffee & chat Any concerns, don't hesitate to get in touch on 0409 219 524 - Gillian

Please reserve your spot at bit.ly/bnitickets - do not RSVP here on MeetUp. Please mention Jerry invited you. BNI Momentum are a motivated group of business owners and business professionals who meet weekly to refer business to each other. (ordinarily we meet in Brighton, Bayside Melbourne). And now more than ever you can't afford to be losing connections you would have normally made face to face. BNI has embraced online networking, so come and join us! BNI is business as usual, but currently we are meeting online, and already our meetings still have the same amazing buzz with loads of Referrals, business and 1:1 meetings go ahead every week. Please arrive online by 10.15am (but from 10am) so you have plenty of time network and before our meeting officially starts at 10.30am. You will be emailed the weekly online link from the BNI Momentum Visitor Host team. So look out for an email from bnimomentumvisitorhosts@gmail.com - or please email that address if you have not received something by the Monday night before your chosen event date. Come along and network with people who want to refer you business. Learn the system, get some business education, hear from our weekly speakers. If you want to grow your business through referrals in a system guaranteed to work, then come along and see why BNI is the World's most successful networking organisation.

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.

—— DETAIL —— We will meet at the starting point, take a short stroll to a cute cafe by the Yarra River. We will grab a bite/ coffee and hang there. We will head back to the starting point after. Dress for comfort. If this is your first event, come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you're regular, take the opportunity to get to know others you've met before. Feel free to continue the conversation over coffee/ lunch after the walk. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **— Heylo App Group —** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

Come Trek to the incredible nerd heaven that is Fortress Melbourne! Eat, drink, and Trek out with us in this incredible venue. Amazing pub snacks, full meals and drinks of the alcoholic and non-alcoholic variety are available at the bar at pub prices. Come for all or some of the social event. FINDING US : Easiest way is to enter the Emporium shopping mall from any entrance and head to the basement level. Just walk right in to the tavern side of Fortress (there is no entry fee). We'll be at a table somewhere near the bar! Look for Starfleet uniforms. OPTIONAL : If you can, please make a small donation on the day to help cover the Meetup platform fees!

**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.

We’re excited to announce our next **Melbourne MLOps Community Meetup** of the year! This one is right out of a sci-fi blockbuster. We are going to explore the AI landscape from **humanoid robotics** in Aged Care, something the team at Andromeda is actively trying to achieve, to the rise of agentic AI **as a teammate** in Software Delivery. DO NOT miss this chance to see how the world is changing right before your eyes. **🎤 Speakers** We’re thrilled to introduce: **\- Jason Chan**, Head of Machine Learning *at* Andromeda. Jason is a jack of all trades in the ML/Software engineering domain. He’s a rare talent who seamlessly pivots from leading elite defense autonomy teams at BAE Systems to architecting **enterprise MLOps** and teaching Deep Generative Models for **Stanford Online**. In his talk, *Making a Machine Feel Like a Character, and Other Hard Problems at Andromeda Robotics* Jason will explain how they are building a companion robot for aged care. A character that a resident is happy to see. **\- Farzad Khodadadi**, Principal Engineer *at* Catapult Sports. Farzad is a seasoned engineer with over 15 years of experience delivering enterprise-scale, cloud-native technology solutions. Specialising in the design and architecture of enterprise IoT platforms, he leads high-performing engineering teams while shaping long-term technical strategy. He will share his wisdom on utilising **Agentic AI** in Software Delivery in his talk: *From Tool to Teammate: Agentic AI in Software Delivery*. **Networking** The Melbourne MLOps Community is committed to fostering a space where AI/ML engineers and practitioners can connect, exchange ideas, and build meaningful relationships. Come ready to discuss: * The tools you’re experimenting with * Trends you’re seeing in ML and MLOps * Challenges you’re tackling * Ways to find peer support We’ll have food, drinks, and the perfect space for great conversations — so feel free to bring along anyone interested in ML, MLOps, or AI more broadly. **Agenda** 🍕 **5:30pm** – Networking, drinks & food 🙋 **6:00pm** – Welcome 🎤 **6:10pm** – Presentation by Jason ❓ **6:30pm** – Questions for Jason 🎤 **6:40pm** – Presentation by Farzad ❓ **7:00pm** – Questions for Farzad 🍻 **7:10pm onwards** – Networking, drinks & food We’re looking forward to seeing you there! **P.S.** If you can’t make it in person, we’ll be streaming the event via Google Meet. Google Meet link: [https://meet.google.com/fxh-hpsg-ryt](https://meet.google.com/fxh-hpsg-ryt)

Our monthly Northern social is held at Moon Dog World in Preston. Moon Dog World is a brewery, restaurant and bar with a lagoon, waterfall, hidden tiki bar and much more! Atmosphere is on the family restaurant side (dogs and kids a plenty!) but still a fun tropical style environment. Food is better than standard pub fare with exotic flavours and generous serves. Fun for pretty much everyone, so come along and enjoy it with us. Do you live in the Northern or perhaps even the Western suburbs and are interested in catching-up with like minded people? Come along for dinner and meet some friendly people. Our group is informal and open to all. We pay for own food and drinks individually and there is no charge for the organisation of the events. It is a great opportunity to meet others with an emphasis on fun and supporting each other. So whether you choose to come at the start for dinner or later on for drinks, we hope to see you. If something comes up and you can no longer make it, then you can easy change your RSVP to not going. I am looking forward to catching up with those who can make it, Chris

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

Join us as we kick off Summer Movie Season with a Happy Hour & a movie event to see the sci-fi action-adventure, THE MANDOLARIAN AND GROGU! The sci-fi action-adventure follows a lone bounty hunter and his apprentice Grogu (Baby Yoda) embark on an exciting new Star Wars adventure. Here are details, a trailer and our plan for this event: DESCRIPTION: In the film, Djarin and his apprentice Grogu are enlisted by the New Republic during a period where remaining Imperial warlords threaten the galaxy. The film is written/directed by Jon Favreau (the mastermind behind the early MCU films) and stars Pedro Pascal, Sigourney Weaver and Jeremy Allen White. TRAILER: https://www.youtube.com/watch?v=uwild1rw7Aw HAPPY HOUR PLAN: For Happy Hour food and drinks before the show we’ll meet in the bar area at nearby Bravo at 5:15pm! We’ll have a section reserved for the group, so keep an eye out for us and we’ll keep one out for you! CMG Pro Tip: If you can, bring cash as it helps make for a quicker exit from the restaurant. MOVIE PLAN: Please purchase your ticket for the 6:45pm showing and meet in the lobby area at 6:30pm! Tickets on sale now and advance purchase as soon as possible is advised! Once you have yours, please list you seat number in the Comments section of this event. Happy Summer and See You Soon, Dan

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

**Online Speed Dating for Mature Toledo Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

**Online Speed Dating for Mature Cleveland Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

💌 **Online Speed Dating for Cincinnati Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cincinnati singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.