DevOps

The MLAI Meetup is a community for AI researchers and professionals which hosts monthly talks on exciting research. Our format is: * 6:00 - 6:20: Socializing * 6:20 - 6:40: Announcements and AI news * 6:40 - 7:40: Talk(s) and Q&A * 7:40 - 8:00 Networking * 8:00: Head to the nearest pub for dinner **Long Dang & David Rawlinson: "The surprising efficiency of recurrent reasoning models"** **Abstract:** Large Language models (LLMs) still struggle with reasoning problems, defined as devising and executing complex, goal-oriented action sequences. Current solutions, such as Chain-of-Thought (CoT) and Test-Time Compute (TTC) techniques, can suffer from brittle task decomposition. In addition, auto-regressive output generation is prone to errors, which usually cannot be rectified. In 2025 the Hierarchical Reasoning Model (HRM) was introduced by Wang et al (1). On 3 reasoning problems (Extreme-Sudoku, Maze navigation, and ARC-AGI tasks) HRM demonstrated performance comparable to large, pre-trained LLMs with orders of magnitude fewer trainable parameters and no pre-training. HRM uses a process of repeated recurrent convergence between two modules to produce a latent representing a problem solution. Shortly after, Jolicoeur-Martineau released a pre-print (2) describing a thorough ablation of the ideas in HRM and her derivative model, known as the Tiny Recursive Model (TRM). TRM uses a similar recursive convergence process, even fewer parameters, and yet obtains 45% test-accuracy on ARC-AGI-1 and 8% on ARC-AGI-2, higher than most LLMs (e.g., Deepseek R1, o3-mini, Gemini 2.5 Pro) with less than 0.01% of the parameters. Finally, Dang and Rawlinson’s 2025 preprint explores HRM as a reinforcement learning Agent, allowing it to be applied to dynamic, uncertain or partially observable reasoning problems, or where the “correct” action is undefined (HRM and TRM use supervised learning). They demonstrate that computation from previous environment time-steps can be re-used during execution of a plan, crucial to efficiency and continuity of thought. **References:** 1- Hierarchical Reasoning Model by Guan Wang, Jin Li, Yuhao Sun, Xing Chen, Changling Liu, Yue Wu, Meng Lu, Sen Song, and Yasin Abbasi Yadkori (2025) [https://arxiv.org/abs/2506.21734](https://arxiv.org/abs/2506.21734) 2- Less is More: Recursive Reasoning with Tiny Networks by Alexia Jolicoeur-Martineau (2025) [https://arxiv.org/abs/2510.04871](https://arxiv.org/abs/2510.04871) **3- HRM-Agent: Training a recurrent reasoning model in dynamic environments using reinforcement learning** by Long H Dang and David Rawlinson (2025) [https://arxiv.org/abs/2510.22832](https://arxiv.org/abs/2510.22832) **Speaker bios:** **Long Dang** is currently working as Data Scientist in WSP after graduating with a Bachelor in Computer science from Monash University. He is interested in understanding how neural networks work and how we can do interesting things with them. His current hobbies are learning Japanese and watching youtube. **David Rawlinson** has worked in ML and AI R&D for over 25 years. He has a BSc in Computer Science and AI from Sussex University in the UK and a PhD in robotics & computer vision from Monash University in Melbourne. Currently, he works as a Principal Data Scientist for WSP, an engineering consulting company. He also maintains Causal Wizard ( [https://causalwizard.app](https://causalwizard.app/) ) a ML software application to help people apply causal inference to their data.

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.

Our 2nd event for remote workers, lets keep it going and get away from those same 4 walls! Let's get to know one another and grab a coffee too.

Event Organizers Wanted for this group. Let us know what it is you wish to Organize from time to time. RSVP yes for this meetup or contact the groups Organizer.

Achieving fast flow—the rapid and reliable delivery of change—requires picking the right socio-technical architecture: a combination of software architecture and organizational structure suited to your context. To paraphrase Einstein, it should be as simple as possible but no simpler. Unfortunately, many enterprises fall into the trap of over-engineering their architecture while simultaneously misaligning their teams, resulting in unnecessary complexity and friction that slows delivery. In this presentation, I describe a strategy for starting with the simplest possible socio-technical architecture for your context and then incrementally evolving it to support fast flow. You will learn about the building blocks of socio-technical architecture. I explain how organizational structures, like architectural elements, exist to solve specific problems and must evolve as those problems change. You will learn to recognize the signals that indicate when your socio-technical architecture needs to change—and how to transform it accordingly. **About Chris Richardson** Once again we are delighted to welcome Chris back to Melbourne and our Platform Engineering Meetup. Chris is a software architect and serial entrepreneur. He is a Java Champion, a JavaOne rock star and the author of POJOs in Action, which describes how to build enterprise Java applications with frameworks such as Spring and Hibernate. Chris was also the founder of the original CloudFoundry.com, an early Java PaaS for Amazon EC2. Today, Chris is a recognized thought leader in microservices and speaks regularly at international conferences. Chris is the author of the book Microservice Patterns. Chris helps organizations improve agility and competitiveness through better software architecture. He delivers consulting and training that helps organizations successfully adopt and use the [microservice architecture](https://microservices.io/patterns/microservices.html). Chris is the [founder of a startup](http://eventuate.io/) that is creating a platform that simplifies the development of transactional microservices. He maintains a comprehensive set of [resources for learning about microservices](https://microservices.io/adopt/index.html).

## **Hck4G#0x12 – Event Details** !!**Register here:** https://events.humanitix.com/hck4g-0x12-from-hacker-to-defender-what-real-cyber-security-jobs-actually-look-like From Hacker to Defender – What Real Cyber Security Jobs Actually Look Like A cyber security meetup for the community, by the community. Hck4G is an initiative focused on ethical pathways, real-world skills, and building defenders who understand context not just tools. This session is designed for students, early-career professionals, career switchers, and anyone questioning what cyber security roles actually look like beyond CTFs, hacking challenges, and online stereotypes. 📅 **Event Information** Date: 21 January 2026 Time: 5:30 PM – 7:30 PM AEST Location: Building 80/435-457 Swanston St, Melbourne VIC 300 Cost: Free (registration required) Catering: Food and drinks provided 🌍 **Livestream Watch Parties** Ghana Nigeria (Livestream links will be shared with registered attendees 24 hours before the event) **Talk** **From Hacker to Defender – What Real Cyber Security Jobs Actually Look Like** This talk cuts through the noise around cyber security careers. Rather than focusing on exploits, tools, or certifications alone, this session explores: * What day-to-day cyber security roles actually involve. * How technical skills translate into defensive, advisory, and architectural roles * The difference between lab-based learning and real organisational decision-making * Why judgement, communication, and ethics matter more than raw technical ability * How to think long-term about a sustainable career in cyber security This is a grounded, honest conversation about the industry; what it is, what it isn’t, and how to navigate it responsibly so you can win in 2026. 👤 **Speaker Bio – Jason Breytenbach** Jason is a cyber security professional with over 25 years of experience spanning security architecture, operations, consulting, and managed services. He has worked across deeply technical, advisory, and customer-facing roles, helping organisations make practical, risk-based security decisions in complex environments. With a background that bridges hands-on networking and security engineering, strategy, and communication, Jason is passionate about helping people understand what cyber security really looks like beyond tools and hacking challenges. His focus is on ethical pathways into the industry, human-centred security, and developing the judgement and thinking skills that matter over the long term. At Hck4G#0x12, Jason will share real insights into cyber security careers, how technical interests evolve into real-world roles, and what aspiring professionals should prioritise as they build their path into the industry. 💻**Hands-On Workshop -Powered by [CyLynk.com](http://CyLynk.com)** Practical Foundations: OvertheWire (Bandit) Challenges To reinforce learning through practice, attendees will participate in a guided, hands-on workshop solving OverTheWire Bandit challenges. This workshop is not about “hacking for hype”, it’s about: * Understanding Linux fundamentals used daily by defenders * Building problem-solving discipline * Learning how attackers and defenders think * Developing confidence navigating unfamiliar systems * The workshop complements the talk by showing how foundational technical skills support real defensive work. **What to Bring** Laptop with internet access At least 8GB RAM SSH client or terminal access Willingness to learn and ask questions 🏆 **Prizes & Community** Participants may receive: Sponsor giveaways Training or lab access opportunities Recognition for strong workshop participation Interested in speaking at a future Hck4G meetup? Email - **[speakers@hck4g.org](mailto:speakers@hck4g.org)** Disclaimer - By Registering for the event, you consent and authorise Hck4G LTD to take your photo and or video image. See our website for our privacy Policy Interested in volunteering? Visit our website [Hck4G.org](http://Hck4G.org)

Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Looking for your community in Melbourne? Welcome to Lounge Asia — The premier social exclusively for Global Asians. ⚡ WHY JOIN? (Your Benefits) ✅ Find Your Tribe: Instantly connect with people who share your Asian heritage & values. ✅ Real Conversations: No loud club music. Just a relaxed vibe for genuine chats. ✅ Safe & Chill: Your "Third Place" mid-week to relax and be yourself. ⚡ WHO IS THIS FOR? * This event is exclusively for people with Asian backgrounds. * Global Asians: Living, working, or studying abroad. * Cross-Cultural: Returnees, TCKs, or Mixed Heritage. (We curate this space to share our specific shared experiences. Thank you for respecting this.) 📍 WHEN & WHERE 🗓 Date: Every 3rd Wednesday of the month ⏰ Time: From 6:00 pm 📍 Venue: Diesel Bar & Eatery (Melbourne CBD) 🚪 Entrance: Enter via Little Lonsdale St only. (No entry from inside Melbourne Central). 💰 Entry: Buy 1 Drink from the bar OR Pay $3 at the door. 🚨 HOW TO JOIN (Mandatory) 1. You MUST RSVP on this page. STRICT POLICY: No RSVP = No Entry. We check the list at the door. 2. Follow Instagram: @_lounge_asia 3. 🎁 VIP ACCESS (Founding Members) Join the VIP list for early access to our official app & special party invites. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ HOUSE RULES (Zero Tolerance) To protect our safe environment, we strictly ban: 🚫 Solicitation: No MLM, business recruitment, or poaching. 🚫 Harassment: No pickup artists or creepy behavior. Violators are removed immediately. 🌏 OUR VISION "Connecting Asia & The World" 🇦🇺 Australia: Brisbane, Sydney, Melbourne (1,500+ Members) 🌏 2026 Expansion: Tokyo, Ho Chi Minh, Cebu. ⚠️ IMPORTANT ID Required: Passport or Driver’s License (18+). Student IDs: NOT accepted. VIC Law: ID checks are required at the licensed bar. 👥 Your Host: 🎤 David – Your friendly Melbourne host! Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 メルボルンでコミュニティをお探しですか？ Lounge Asiaへようこそ — グローバル・アジア人のための最高の交流会です。 ⚡ 参加するメリット ✅ 仲間が見つかる: アジアのルーツや価値観を共有できる人とすぐにつながれます。 ✅ リアルな会話: 騒がしいクラブではありません。リラックスして会話を楽しめます。 ✅ 安心・安全: 平日の夜、素の自分でいられる「サードプレイス」です。 ⚡ 参加対象 * 本イベントは、アジアのバックグラウンドを持つ方限定です。 * Global Asians: 海外在住、勤務、留学中の方。 * Cross-Cultural: 帰国子女、TCK、ミックスの方。 (共通の経験を共有する場を作るため、ご理解をお願いいたします。) 📍 日時・場所 🗓 日程: 毎月 第3水曜日 ⏰ 時間: 6:00 pm から 📍 場所: Diesel Bar & Eatery (Melbourne CBD) 🚪 入口: Little Lonsdale St側の入り口からお入りください (Melbourne Central内からは入れません)。 💰 参加費: バーでドリンク1杯購入 または 入場料$3 🚨 参加方法 (必須) 1. このページで必ずRSVP (参加登録) をしてください。 厳格なルール: RSVPがない場合は入場できません。入り口でリストを確認します。 2. Instagramをフォロー: @_lounge_asia 3. 🎁 VIPアクセス (創設メンバー) 公式アプリの先行アクセスと特別パーティーへの招待を受け取るには、VIPリストに登録してください。 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ ハウスルール (ゼロ・トレランス) 安全な環境を守るため、以下を厳禁とします。 🚫 勧誘行為: MLM、ビジネス勧誘、引き抜きは禁止です。 🚫 迷惑行為: ナンパ、不快な行動は禁止です。 違反者は即座に退場となります。 🌏 私たちのビジョン "Connecting Asia & The World" 🇦🇺 オーストラリア: ブリスベン、シドニー、メルボルン (メンバー1,500名以上) 🌏 2026年展開: 東京、ホーチミン、セブ ⚠️ 重要 ID必須: パスポートまたは運転免許証 (18歳以上)。 学生証: 不可。 👥 ホスト: 🎤 David (メルボルン担当) Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 正在墨爾本尋找屬於你的社群嗎？ 歡迎來到 Lounge Asia — 專為全球亞裔打造的優質社交圈。 ⚡ 為什麼要參加？ (你的收穫) ✅ 找到歸屬感: 立即連結擁有相同亞洲背景與價值觀的朋友。 ✅ 真誠對話: 這裡沒有吵雜的夜店音樂，只有輕鬆交流的氛圍。 ✅ 安全放鬆: 週間放鬆身心的「第三空間」，讓你做回真實的自己。 ⚡ 適合誰參加？ * 本活動專為擁有亞洲背景的人士舉辦。 * Global Asians: 在海外生活、工作或求學的亞裔。 * Cross-Cultural: 海歸派、TCK 或擁有混合文化背景者。 (為了分享共同的經歷，我們特別規劃此專屬空間，感謝您的理解。) 📍 時間與地點 🗓 日期: 每月的第三個星期三 ⏰ 時間: 6:00 pm 開始 📍 地點: Diesel Bar & Eatery (Melbourne CBD) 🚪 入口: 請務必從 Little Lonsdale St 入口進入 (無法從 Melbourne Central 內部進入)。 💰 費用: 購買一杯飲料 或 支付 $3 入場費 🚨 如何參加 (必須遵守) 1. 你必須在此頁面報名 (RSVP)。 嚴格執行: 無報名 = 無法入場。我們將在門口核對名單。 2. 追蹤 Instagram: @_lounge_asia 🎁 VIP 會員 (創始成員) 加入 VIP 名單，搶先體驗我們的官方 App 及獲得特別派對邀請。 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ 規範 (零容忍政策) 為了維護安全的環境，我們嚴禁： 🚫 推銷招攬: 禁止直銷 (MLM)、商業招攬或挖角。 🚫 騷擾行為: 禁止搭訕騷擾或任何令人不適的行為。 違規者將被立即請離。 🌏 我們的願景 "Connecting Asia & The World" 🇦🇺 澳洲: 布里斯本、雪梨、墨爾本 (成員超過1,500人) 🌏 2026年擴展: 東京、胡志明市、宿霧。 ⚠️ 重要事項 必須出示 ID: 護照或駕照 (須滿18歲)。 學生證: 不接受。 👥 主辦人: 🎤 David (墨爾本負責人) Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 멜버른에서 커뮤니티를 찾고 있나요? Lounge Asia에 오신 것을 환영합니다 — 글로벌 아시안을 위한 프리미엄 소셜 모임입니다. ⚡ 참여해야 하는 이유 (혜택) ✅ 공감대 형성: 아시아의 문화적 배경과 가치관을 공유하는 사람들과 즉시 연결됩니다. ✅ 진솔한 대화: 시끄러운 클럽 음악이 아닙니다. 편안한 분위기에서 진짜 대화를 나누세요. ✅ 안전과 휴식: 주중의 피로를 풀고 온전한 나로 돌아갈 수 있는 '제3의 공간'입니다. ⚡ 참여 대상 * 본 이벤트는 아시아 배경을 가진 분들만을 대상으로 합니다. * Global Asians: 해외 거주, 근무, 유학 중인 아시아인. * Cross-Cultural: 귀국 유학생, TCK, 또는 다문화 배경을 가진 분. (공통의 경험을 나누기 위한 자리이므로, 이 점 양해 부탁드립니다.) 📍 일시 및 장소 🗓 날짜: 매월 셋째 주 수요일 ⏰ 시간: 6:00 pm 부터 📍 장소: Diesel Bar & Eatery (Melbourne CBD) 🚪 입구: 반드시 Little Lonsdale St 쪽 입구로 입장해주세요 (Melbourne Central 내부 연결 불가). 💰 비용: 바에서 음료 1잔 구매 또는 입장료 $3 🚨 참여 방법 (필수) 1. 이 페이지에서 반드시 RSVP(참가 신청)를 해야 합니다. 엄격한 규칙: RSVP 없음 = 입장 불가. 입구에서 명단을 확인합니다. 2. Instagram 팔로우: @_lounge_asia 🎁 VIP 멤버 (창립 멤버) VIP 리스트에 등록하고 공식 앱 조기 사용 권한과 특별 파티 초대장을 받으세요. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ 운영 규칙 (무관용 원칙) 안전한 환경을 위해 다음을 엄격히 금지합니다: 🚫 영업 금지: 다단계(MLM), 비즈니스 권유, 스카우트 행위 금지. 🚫 괴롭힘 금지: 헌팅 목적이나 불쾌한 행동 금지. 위반 시 즉시 퇴장 조치됩니다. 🌏 우리의 비전 "Connecting Asia & The World" 🇦🇺 호주: 브리즈번, 시드니, 멜버른 (멤버 1,500명 돌파) 🌏 2026년 확장: 도쿄, 호치민, 세부. ⚠️ 중요 사항 신분증 필수: 여권 또는 운전면허증 (18세 이상). 학생증: 불가. 👥 호스트: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 正在墨尔本寻找属于你的社群吗？ 欢迎来到 Lounge Asia — 专为全球亚裔打造的优质社交圈。 ⚡ 为什么要参加？ (你的收获) ✅ 找到归属感: 立即连接拥有相同亚洲背景与价值观的朋友。 ✅ 真诚对话: 这里没有嘈杂的夜店音乐，只有轻松交流的氛围。 ✅ 安全放松: 周间放松身心的“第三空间”，让你做回真实的自己。 ⚡ 适合谁参加？ 本活动专为拥有亚洲背景的人士举办。 Global Asians: 在海外生活、工作或求学的亚裔。 Cross-Cultural: 海归派、TCK 或拥有混合文化背景者。 (为了分享共同的经历，我们特别规划此专属空间，感谢您的理解。) 📍 时间与地点 🗓 日期: 每月的第三个星期三 ⏰ 时间: 6:00 pm 开始 📍 地点: Diesel Bar & Eatery (Melbourne CBD) 🚪 入口: 请务必从 Little Lonsdale St 入口进入 (无法从 Melbourne Central 内部进入)。 💰 费用: 购买一杯饮料 或 支付 $3 入场费 🚨 如何参加 (必须遵守) 1. 你必须在此页面报名 (RSVP)。 严格执行: 无报名 = 无法入场。我们将在门口核对名单。 2. 关注 Instagram: @_lounge_asia 🎁 VIP 会员 (创始成员) 加入 VIP 名单，抢先体验我们的官方 App 及获得特别派对邀请。 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ 规范 (零容忍政策) 为了维护安全的环境，我们严禁： 🚫 推销招揽: 禁止传销 (MLM)、商业招揽或挖角。 🚫 骚扰行为: 禁止搭讪骚扰或任何令人不适的行为。 违规者将被立即请离。 🌏 我们的愿景 "Connecting Asia & The World" 🇦🇺 澳洲: 布里斯班、悉尼、墨尔本 (成员超过1,500人) 🌏 2026年扩展: 东京、胡志明市、宿务。 ⚠️ 重要事项 必须出示 ID: 护照或驾照 (须满18岁)。 学生证: 不接受。 👥 主办人: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Bạn đang tìm kiếm cộng đồng tại Melbourne? Chào mừng đến với Lounge Asia — Cộng đồng hàng đầu dành riêng cho Global Asians. ⚡ TẠI SAO NÊN THAM GIA? (Lợi ích của bạn) ✅ Tìm thấy sự thuộc về: Kết nối ngay lập tức với những người chia sẻ di sản và giá trị Á Đông. ✅ Trò chuyện chân thực: Không ồn ào như vũ trường. Một không gian thư giãn để trò chuyện thật sự. ✅ An toàn & Thoải mái: "Không gian thứ ba" giữa tuần để thư giãn và là chính mình. ⚡ DÀNH CHO AI? Sự kiện này chỉ dành riêng cho những người có nguồn gốc Châu Á. Global Asians: Đang sống, làm việc hoặc học tập ở nước ngoài. Đa văn hóa: Du học sinh về nước, TCK, hoặc người có dòng máu lai. (Chúng tôi tạo ra không gian này để chia sẻ những trải nghiệm chung cụ thể. Cảm ơn bạn đã tôn trọng điều này.) 📍 THỜI GIAN & ĐỊA ĐIỂM 🗓 Ngày: Thứ Tư tuần thứ 3 hàng tháng ⏰ Thời gian: Từ 6:00 pm 📍 Địa điểm: Diesel Bar & Eatery (Melbourne CBD) 🚪 Lối vào: Vui lòng chỉ vào từ đường Little Lonsdale St (Không có lối vào từ bên trong Melbourne Central). 💰 Vào cửa: Mua 1 đồ uống tại quầy HOẶC Trả $3 tại cửa. 🚨 CÁCH THAM GIA (Bắt buộc) 1. Bạn PHẢI đăng ký (RSVP) trên trang này. CHÍNH SÁCH NGHIÊM NGẶT: Không RSVP = Không vào cửa. Chúng tôi kiểm tra danh sách tại cửa. 2. Theo dõi Instagram: @_lounge_asia 🎁 THÀNH VIÊN VIP (Sáng lập) Tham gia danh sách VIP để truy cập sớm ứng dụng chính thức & nhận vé mời tiệc đặc biệt. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ NỘI QUY (Không khoan nhượng) Để bảo vệ môi trường an toàn, chúng tôi nghiêm cấm: 🚫 Chèo kéo: Cấm đa cấp (MLM), tuyển dụng kinh doanh, hoặc lôi kéo. 🚫 Quấy rối: Cấm tán tỉnh làm phiền hoặc hành vi khiếm nhã. Người vi phạm sẽ bị mời ra ngay lập tức. 🌏 TẦM NHÌN CỦA CHÚNG TÔI "Connecting Asia & The World" 🇦🇺 Úc: Brisbane, Sydney, Melbourne (Hơn 1,500 thành viên) 🌏 Mở rộng 2026: Tokyo, TP.HCM, Cebu. ⚠️ QUAN TRỌNG Yêu cầu giấy tờ: Hộ chiếu hoặc Bằng lái xe (18+). Thẻ sinh viên: KHÔNG được chấp nhận. 👥 Chủ nhà của bạn: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Naghahanap ka ba ng iyong komunidad sa Melbourne? Welcome sa Lounge Asia — Ang premier social na eksklusibo para sa Global Asians. ⚡ BAKIT DAPAT SUMALI? (Ang iyong Benepisyo) ✅ Find Your Tribe: Agad na kumonekta sa mga taong kapareho mo ng Asian heritage at values. ✅ Real Conversations: Hindi maingay na club. Relaxed na vibe para sa totoong kwentuhan. ✅ Safe & Chill: Ang iyong "Third Place" sa kalagitnaan ng linggo para mag-relax. ⚡ PARA KANINO ITO? Ang event na ito ay eksklusibo para sa mga taong may Asian background. Global Asians: Nakatira, nagtatrabaho, o nag-aaral sa ibang bansa. Cross-Cultural: Returnees, TCKs, o Mixed Heritage. (Ginawa namin ang space na ito para maibahagi ang aming shared experiences. Salamat sa pagrespeto nito.) 📍 KAILAN AT SAAN 🗓 Petsa: Tuwing ika-3 Miyerkules ng buwan ⏰ Oras: Mula 6:00 pm 📍 Venue: Diesel Bar & Eatery (Melbourne CBD) 🚪 Entrance: Pumasok sa Little Lonsdale St lamang (Walang entry mula sa loob ng Melbourne Central). 💰 Entry: Bumili ng 1 Drink sa bar O Magbayad ng $3 sa pinto. 🚨 PAANO SUMALI (Mandatory) 1. KAILANGAN mong mag-RSVP sa page na ito. MAHIGPIT NA PATAKARAN: Walang RSVP = Hindi Makakapasok. Tinitingnan namin ang listahan sa pinto. 2. I-follow ang Instagram: @_lounge_asia 🎁 VIP ACCESS (Founding Members) Sumali sa VIP list para sa early access sa aming official app & special party invites. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ HOUSE RULES (Zero Tolerance) Para maprotektahan ang aming safe environment, mahigpit naming ipinagbabawal: 🚫 Solicitation: Bawal ang MLM, business recruitment, o poaching. 🚫 Harassment: Bawal ang pambabastos o creepy behavior. Ang mga lalabag ay tatanggalin agad. 🌏 ANG AMING BISYON "Connecting Asia & The World" 🇦🇺 Australia: Brisbane, Sydney, Melbourne (1,500+ Members) 🌏 2026 Expansion: Tokyo, Ho Chi Minh, Cebu. ⚠️ MAHALAGA ID Required: Passport o Driver’s License (18+). Student IDs: HINDI tinatanggap. 👥 Ang iyong Host: 🎤 David Global Asian Social: Lounge Asia Meetup @ Melbourne 🥂 Mencari komuniti anda di Melbourne? Selamat Datang ke Lounge Asia — Sosial premier eksklusif untuk Global Asians. ⚡ KENAPA SERTAI? (Manfaat Anda) ✅ Cari Geng Anda: Berhubung segera dengan orang yang berkongsi warisan & nilai Asia anda. ✅ Perbualan Sebenar: Bukan muzik kelab yang bising. Suasana santai untuk borak sebenar. ✅ Selamat & Santai: "Tempat Ketiga" anda pada pertengahan minggu untuk berehat. ⚡ UNTUK SIAPA? Acara ini adalah eksklusif untuk mereka yang berlatarbelakangkan Asia. Global Asians: Tinggal, bekerja, atau belajar di luar negara. Silang Budaya: Mereka yang kembali, TCK, atau Warisan Campuran. (Kami menyediakan ruang ini untuk berkongsi pengalaman bersama. Terima kasih kerana menghormatinya.) 📍 BILA & DI MANA 🗓 Tarikh: Setiap Rabu ke-3 setiap bulan ⏰ Masa: Dari 6:00 pm 📍 Lokasi: Diesel Bar & Eatery (Melbourne CBD) 🚪 Pintu Masuk: Sila masuk melalui Little Lonsdale St sahaja (Tiada laluan masuk dari dalam Melbourne Central). 💰 Masuk: Beli 1 Minuman dari bar ATAU Bayar $3 di pintu. 🚨 CARA MENYERTAI (Wajib) 1. Anda MESTI RSVP di halaman ini. POLISI KETAT: Tiada RSVP = Tiada Masuk. Kami semak senarai di pintu. 2. Ikuti Instagram: @_lounge_asia 🎁 AKSES VIP (Ahli Pengasas) Sertai senarai VIP untuk akses awal ke aplikasi rasmi kami & jemputan parti khas. 👉[GET VIP ACCESS](https://forms.gle/t6GXAjTNFECetVuZ8) ⚠️ PERATURAN RUMAH (Toleransi Sifar) Untuk melindungi persekitaran selamat kami, kami melarang keras: 🚫 Solicitation: Tiada MLM, perekrutan perniagaan, atau curi tenaga kerja. 🚫 Gangguan: Tiada gangguan seksual atau kelakuan yang tidak menyenangkan. Pelanggar akan dikeluarkan serta-merta. 🌏 VISI KAMI "Connecting Asia & The World" 🇦🇺 Australia: Brisbane, Sydney, Melbourne (1,500+ Ahli) 🌏 Pengembangan 2026: Tokyo, Ho Chi Minh, Cebu. ⚠️ PENTING ID Diperlukan: Pasport atau Lesen Memandu (18+). ID Pelajar: TIDAK diterima. 👥 Hos Anda: 🎤 David

The discussion topic for this meetup will be identity and whether or not history is a necessary condition for consciousness as Dretske proposed. James

We're kicking off 2026 with our first meetup -- a virtual hangout over Zoom! We'd like to meet and get to know some of our members and gauge to see their interests and what they'd like to experience at Crash Computer Club (CCC). This will be an **easy-going** hangout just to chat and get to know one another. We're currently pulling things together to make CCC a great club for diverse computer/tech/internet enthusiasts in Melbourne. Bring a snack, some tea, and a comfy chair. In the meantime, follow us at @crashcomputerclub on Instagram, or get in touch with us at crashcomputerclub@proton.me Keep on Crashin' 🖖🏼👾

**Meetups for Rebels of all kinds — to connect, learn and share** This is a Social Networking event with a Fireside Chat with [Jodie Cook](https://www.linkedin.com/in/jodie-cook/) Founder of Coachvox AI Jodie Cook & her company has been featured in Forbes, Inc., New York Post, BBC News, and with top creators like [Ali Abdaal](https://www.youtube.com/@aliabdaal) & [The Futur](https://www.youtube.com/@thefutur) Her compnay, [Coachvox AI](coachvox.ai) helps coaches create a powerful AI version of themselves - AI You. Using the power of an AI replica, coaches can - optimize lead generation, improve user experience, fix ghosting & always reply back, understand your audience better, all with zero time. 📍 This Event is hosted at Natural Velocity AI Learning Centre, Docklands, 🍕 Free Pizza & drinks will be provided **Agenda:** * 5:45 - 6:30 PM (45 mins) - Get to know each other & Welcome * 6:30 - 7:20 PM (50 mins) - Fireside Chat & Q&A from Audience * 7:20 - 8:15 PM (55 mins) - More Social Networking There’s no dress code, no hard sales pitches, and no pressure — just great people and meaningful conversations 🙂 🌍 Est. 2013 – Rebel Meetups now run globally 🆓 This event is free thanks to our members, our partners, our volunteer hosts, and generous venues. **This event is hosted at [Natural Velocity AI Learning Centre](https://www.linkedin.com/company/natural-velocity/ "https://www.linkedin.com/company/natural-velocity/")** **— a venue generously supporting our community** Notice: We will be capturing content from the event, to post on our socials. Join us as we learn from a Serial Founder, network, and walk away with a bunch of takeaways. See you there! **Directions Help:** Up the Escalator, between 'Melbourne College of Hair & Beauty' and 'Gap Maps'. As shown in the red dots in the image below: [Directions Map](https://drive.google.com/file/d/1fkcpXvzZrEs0kKMPEI_vXbUCz7OEPTzf/view?usp=sharing)

Smashing! Try something new Sunday This week - Speaker Lab - where everyone gets the chance to talk in small groups, and receive live feedback. Very interactive, great learning and non-stop action! Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Passion!!! 1\. Fast\-paced\, energized and exciting meets 2\. We practice **bold, confident** and **dynamic** leadership! 3. **Everyone talks** multiple times during super-interactive workshops every meet - Plus the chance to speak on the big stage for those that are keen 4. **FAST LEARNING** **IMPORTANT: Be on time, as doors close when the show starts** Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group × DevOps Columbus** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS, Columbus HashiCorp User Group, and DevOps Columbus meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

## Details \#\# Learn Infrastructure\-as\-Code \(the FUN Way\) — Through Minecraft 🎮☁️ **Joint Meetup: DevOps Columbus - Azure CBUS - Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint DevOps Columbus, Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. \#\#\# What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time \#\#\# Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐

* Who Can Attend * The Central Ohio .Net Developers Group meetings are free and open to the public! All developers; professional, student, and hobbiest are welcome and encouraged to attend. * When we meet * The Central Ohio .Net Developers Group meets on the 4th Thursday of every month. * Where we meet * Please check our Meetup group link below for location details! * Join our Meetup Group * https://www.meetup.com/Central-Ohio-NET-Developers-Group-CONDG/

2026 may be the last year many developers write code by hand. We need coding agents to solve complex problems in production codebases, but vibe coding alone won’t get us there. Vibe coding is all gas, no brakes. It burns up the context window until the agent slips on its own slop. You can go fast at first, but the more you stuff into the context window, the more tangled its outputs get. While the industry is rapidly increasing code generation speed, we still have to understand, review, merge, and maintain what gets shipped. This talk featuring Michael Geiger will outline how coding agents (Claude Code + Gas Town) work and a framework for orchestrating them to solve complicated problems in complex codebases. It’s about steering the model: doing the research to align intent, planning the approach up front, implementing in parallel steps, and breaking early. Human judgment still matters, but it should be spent on high-leverage decisions: what to build, what to forbid, and “what is quality?”, not cleaning up slop. Attendees will leave with a checklist to identify workflow and environment gaps that hold agents back, so you and your team can ship higher-quality software starting tomorrow.

Evolve exists to connect women entrepreneurs connect with one another, serve one another, and help one another overcome challenges in marketing, sales, networking, and professional development. **[Add to Calendar](https://www.evolvewomensnetwork.com/columbus-oh.html)** **What to Expect:** \~ Welcome team to greet you, introduce you to others, and make sure you feel a part of the group from your very first meeting \~ Welcome & Introductions: 15 second introductions \~ 15 Minute Speaker Spotlight: Member speaker who shares a bit of her story, how she got to doing what she does, and a tangible tip she uses to gain success in her business. No hard selling...no expectations. Simply giving the group an opportunity to get to know her and her journey. \~ 20 Minute Break Out Sessions: Small groups is where we connect best. Extroverted and Introverted alike get the opportunity to share on a deeper level and learn from one another. \~ Take Aways: Hear what the other groups talked about and share resources to grow yourself and your business \~ Grow Time!: Do you need a specific connection to a person, company, or industry? Share it with us! We love to open our networks to one another and grow together! Guests are always welcome. Please contact Mentor Director Donna Schomer at Donna@EvolveWomensNetwork.com for more information. We'd love to meet you!

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

Evolve exists to connect women entrepreneurs connect with one another, serve one another, and help one another overcome challenges in marketing, sales, networking, and professional development. [Add to Calendar](evolvecolumbus.eventcalendarapp.com) What to Expect: \~ Welcome team to greet you, introduce you to others, and make sure you feel a part of the group from your very first meeting \~ Welcome & Introductions: 15 second introductions \~ 15 Minute Speaker Spotlight: Member speaker who shares a bit of her story, how she got to doing what she does, and a tangible tip she uses to gain success in her business. No hard selling...no expectations. Simply giving the group an opportunity to get to know her and her journey. \~ 20 Minute Break Out Sessions: Small groups is where we connect best. Extroverted and Introverted alike get the opportunity to share on a deeper level and learn from one another. \~ Take Aways: Hear what the other groups talked about and share resources to grow yourself and your business \~ Grow Time!: Do you need a specific connection to a person, company, or industry? Share it with us! We love to open our networks to one another and grow together! Guests are always welcome. Please contact Mentor Director Donna Schomer at Donna@EvolveWomensNetwork.com for more information. We'd love to meet you!