Advanced Manufacturing & Engineering

Hey all, please join us for our February Edition of the Melbourne Data Eng meetup. Join us for an engaging session filled with exciting discussions and networking opportunities. Don't miss out—RSVP to secure your spot. Please reach out if you'd like to host us! 🎉 🏠 Location: Stone & Chalk Melbourne 🍕 Catering: Easygo 😊 💬 Join our Slack Group here: [Data Engineers Slack Channel](https://docs.google.com/forms/d/e/1FAIpQLSd09iTwpNulQH0b1BdslM1RzgImOGlX4WgOx6_rzvmVANwGmw/viewform) **Schedule:** \- 5\.30pm: Doors Open \- 6\.00pm: Announcements and Welcome \- 6\.10pm: 1st Talk \- 6\.40pm: 2nd Talk \- 7\.10pm: Networking \- 7\.30pm: Doors Close **Speakers:** 🎤 Anirban Roy Chowdhury, SD2 - Data engineering @ Easygo **Talk Title**: Multi tenant/region data engineering **Talk Summary**: Servicing multiple markets and challenges faced in multi-tenant architecture. **Speaker Bio**: Anirban is a versatile data professional with cross-industry expertise. Beginning his career as a software engineer at BlackRock in Delhi, India, he pursued his passion for data by relocating to Australia to earn a Master's in Data Science from Monash University. With experience spanning retail, consultancy, and real estate technology sectors, he specialise in bridging the gap between data insights and business outcomes. His work focuses on empowering organisations to implement data-driven decision-making processes that deliver measurable results. Through his practical approach to data engineering, he helped his teams to transform raw information into strategic assets that drive business growth. 🎤 Muhammad Ali, Sr. Solutions Architect at ClickHouse **Talk Title**: Engineering for Real-Time User-Facing Analytics **Talk Summary**: Building a dashboard for a dozen internal analysts is a solved problem. Building an analytical feature for a million concurrent users is an engineering nightmare. The fundamental laws of data processing change when we move analytics from the "back office" to the "front end”. In this session we will discuss engineering demands for building web facing low latency realtime analytics, and how to accomplish it without breaking the bank. **Speaker Bio**: Architecting the next generation of real-time AI workloads and observability If you'd like to **present** at future meetups, please submit your talk [here](https://dataengbytes.com/forms/meetup-talk)! Remember to bring along some great questions! See you all there...

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

**Product Talk** exists because in modern SaaS companies, the product isn’t “owned” purely by PMs, it’s shaped by everyone. Engineers, designers, data, growth, product marketing, sales, customer teams, founders, if your work changes what customers experience, you’re in the product business. The goal is to get the whole product mix in one room, learn how other functions are approaching the same problems, and leave with ideas and language you can actually use at work the next day. The format is simple: two talks from operators who've been deep in the work, plus time to meet smart people in the product ecosystem. The goal is signal, what’s changing right now, what trends actually matter, and the tradeoffs teams are making to keep shipping. **This event** AI talk is everywhere right now. This session focuses on real-world applications, workflows, constraints, and outcomes. So yes, Product Talk is doing an AI night too, but with Actual Intelligence, and real operators who’ve built real things. * Two speakers, two different worlds, both with outcomes. **[Jared Korinko](https://www.linkedin.com/in/jared-korinko-76b68851/)** ***(Product @ Google, Google Photos)*** *is shipping for 1B+ users, and will share how he built a revenue-generating side hustle purely with AI, the approach, the tools, and the parts that didn’t work as advertised.* ***[Joel Kenyon](https://www.linkedin.com/in/joel-kenyon/) (FMR Head of Product, Amused Group)*** *has led the design and delivery of a wagering platform powering 10 brands, and has embedded GenAI into product workflows to accelerate validation and roadmap intelligence. He’ll talk about what AI looks like when it’s part of a real product organisation, with constraints, compliance, and customers who do not care about your tooling.* *If you’re building SaaS as a PM, designer, engineer or even founder, and you want practical signal over AI noise, this one will be worth your time.* **When:** Wed 18th **Doors:** 17:30 **First speaker:** 18:15 **Wrap:** \~19:30 **Where:** Ippon Technologies office, 8/607 Bourke St. Cnr Bourke and King St's. This is an accessible venue. Enter the building via the Bourke St Entrance and use the lifts to come to Level 8. Call Simon on 0459 59 22 01 if you require assistance or are lost.

THESE Day time Events are for those Ready to gain more information about Spiritual Growth, THE JOURNEY. It has been slotted to run for 3 Hours, but anyone can stay the entire time or freely choose to leave early. I have DVD or CD recordings that help those interested get a far greater understanding about Jesus / Isa / Yoshua's Teachings (Same Brilliant Man/ Eternal Soul when on Earth and named Differently by 3 Different Religions - Christian - Jesus, Muslim - Isa and Jewish - Yoshua). There are also DVD or CD recordings from Joseph Campbell, Deepak Chopra, Mother Theresa, Stuart Wilde, David Hawkins, Esther Hicks, Dennis Waitley, Gregg Braden, Wayne Dyer and Other Smart Spiritual and Gifted Teachers of The Human Mind and Spirit. Topics that can be covered include: How "A Course in Miracles" came to be, Near Death Experiences, The Second Coming, The Evolution of Mankind's Spiritual Understanding, The Human Ego, Buddhism, The Christian Teachings EDITED FROM The Bible, Taoism, Ayurveda, Zen, Chi, The Bhagavad - Gita and Guided Meditations. We can workout on the Day what to watch, listen to or discuss to advance The Group Spiritually. There are Guided Meditations, The Entire - A Course in Miracles and many of The Current and Recently Departed Famous Spiritual Teachers on CD. There are also DVD's and CD's for learning how to control Emotions and Reduce Stress. NOTE: SPIRITUAL TRUTH can be stranger than what most humans call fiction on this planet, which has a long history of Hardship, War, Struggle with a sprinkle of Beauty, Excitement and Peace to attract us, give value and delay or purpose of rising above this dimension.

**Hck4G#0x13 – Trust, But Verify: Testing Cybersecurity Controls with MITRE ATT&CK** доверяй, но проверяй A cybersecurity meetup for the community, by the community. Hck4G is a not-for-profit organisation focused on disrupting the human impact of cybercrime through awareness, intervention, education, victim support and referrers and diversion. Our monthly meetup events aim to create ethical pathways, real-world skills, and building defenders communities who understand context — not just tools. *** **PLEASE REGISTER HERE!!!!** https://shorturl.at/QFPAI **About the Session** How do you know your security controls actually work? This session is designed for: * **GRC professionals** looking to move beyond tick-box compliance and Excel security questionnaires * **Security engineers** who want practical ways to validate control effectiveness * **Security leaders** responsible for assessing the performance and maturity of their organisation's risk posture * Anyone curious about threat-informed defence, MITRE ATT&CK, or how cybersecurity controls are tested in the real world The talk will explore how to apply **threat-informed defence** to test cybersecurity controls in real-world environments. Using the **Information Security Manual (ISM)** and the **MITRE ATT&CK framework**, we’ll walk through threat modelling, control selection and tailoring, and how to evaluate whether your controls genuinely mitigate common adversary tactics. The session will finish with a **hands-on small-group exercise**, where attendees will work together to threat model a scenario, select relevant ATT&CK tactics, and determine how those controls could be tested. *** ### **What You’ll Learn** * Why compliance does not equal security * How threat modelling differs across organisations and environments * How to apply ISM guidance for system hardening and procurement * How to focus on the most relevant MITRE ATT&CK tactics and techniques * An overview of Atomic Red Team techniques for servers and desktops * How to practically assess and validate control effectiveness You’ll receive a copy of the presentation, including links and resources, so you can start applying a **~~“trust, but verify”~~ "Zero-Trust"** approach in your own organisation. *** ### **🍕 Bonus** Best cyber pizzas in Melbourne, courtesy of **CyLynk**. *** ### **Event Information** **Date:** Wednesday, 18 February 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 (WAT+2) * Nigeria (WAT+1) Livestream links will be shared with registered attendees **24 hours before the event**. *** ### **Speaker – David Dowling** David has 18 years of experience in the IT and cybersecurity industry, beginning his career in Launceston, Tasmania, and working across Seoul, San Francisco, and now Melbourne. He holds the Certified Information Systems Security Professional (CISSP) and SABSA Chartered Foundation (SCF) certifications, along with a range of vendor certifications including Microsoft, Qualys, Netskope, and Splunk. David began his career working for SIEM, WAF, and endpoint vendors before moving into MSSP environments, and has since completed the “circle of life” by working in security accreditation and operations at a vehicle manufacturer in Geelong. This background gives him a unique perspective across vendors, service providers, and in-house security teams. Outside of work, David has teenage kids, a very active poodle named APT p00py who enjoys walkies and being bad at CTFs and serves part-time as an Artillery Forward Observer in the Australian Army Reserves. *** ### **What to Bring** * Laptop with internet access * Minimum 8GB RAM * Curiosity and a willingness to ask questions *** ### **Event Schedule** * **5:30 – 5:40 PM:** Welcome, Intro & Networking * **5:40 – 6:00 PM:** Networking & Cyber pizzas 🍕 * **6:00 – 6:45 PM:** Presentation * **6:45 – 7:00 PM:** Small-group exercise *** ### **Thanks to our Sponsors** [RMIT University](https://www.rmit.edu.au/) \- Worldclass certificates\, degrees\, Masters and Postgraduate programs\. [BridgeLynk.io](http://BridgeLynk.io) \- Attack Informed Cybersecurity Services for NFP\, SMB and Enterprise [CyLynk.com](http://CyLynk.com) \- Job\-Ready cybersecurity training led by expert coaches\.

RSVP Codeword: DART Hack night is now known as Coding Night!! Let's get together and share what we are working on! This is a combined GDG Melbourne/Flutter Melbourne/CocoaHeads coding night. Members of all three groups will be attending. So only select to ATTEND on one of these groups event pages (not all of them) ! Coding Night is all about everyone learning, collaborating, sharing tips, tricks and very few (if any) presentations. Bring your laptop and a project you are working on or need help with, you can even bring your resume to get advice! Everyone is welcome to our all-ages alcohol-free event. Hosted in a professional environment to allow you to work on your project. Get help from industry experts who are on hand to help you out. Make sure you have your IDE (e.g. Android Studio) of choice already downloaded and installed and something you want to learn or work on. Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up. The event will wrap up at 8:30. This is an in-person only event. If you have any accessibility requirements please reach out via the Meetup or Slack to the organiser group to discuss and we will do our best to help you out. Agenda *** Hosted By Katie Barnett, GDE Android / GDG Organiser Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects. Suesi Tran, Senior Flutter Developer Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser. In short: Flutter is love, and mobile is life. Poornima Sivakumar, GDG Organiser Lovee Jain, GDG Organiser Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market. Zach Jensz, GDG Organiser Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi! Ujjawal Raj, GDG Organiser Bramley Turner-Jones, GDG Organiser Yuba Raj (UV) Panta, GDG Cloud Organiser Kartik Arora, Android Engineer Google Developer Expert in Android Android Engineer @ Bilue Carolyn Ai Chi Wong, Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-february-coding-night-2/.

The Naarm Solarpunk Meetup presents this special event to kick-off 2026. Our two speakers will take you through the high hopes that many of us had for the impact of the web on society, and the reality of corporate enshittified platforms that are destroying our ability to connect with our communities while building every more polluting data-centers. Please join us for an interesting evening as we walk through these ideas and meet like-minded people who care about using technology in service of **Sustainable**, **Resilient** and **Just** futures. **Reclaiming the Open Web** [Milly Schmidt](https://www.millyschmidt.me/) In the 2000s, a generation of nerds got online and found a wonderful place where you could learn to code, make things, share your art, be part of communities and feel welcomed. We blogged, we vlogged, we shared, we posted, we followed and we were followed. We found a beautiful world where we could connect with our friends and make new ones, all across the globe, and find the people who liked the same things we liked and feel less alone. We signed up for platform after platform, excited about the promise of a hyper-personalised web, where we would see recommendations and content based on our specific interests. We knew there might be some risks, but we thought it was worth it. In the 20 years or so since then, things have changed. The platforms that once connected us have mutated, transformed under a grim late capitalist ethos to be not just extractive, but no longer even for us. How do we get out of this mess? How do we find our way back to the promises of the early web, where we could connect with communities, friends and family, find joy and creativity and learning? And more importantly, what principles should we hold to ensure we don't make these mistakes again? **Neighbourhood-First Software** [Jade Ambrose](https://jade.hopepunk.me/) A vibrant ecosystem of open-source alternatives to big tech walled gardens is a critical part of building the free and open internet that we want, but technical requirements mean that this software is often only run by a small group of skilled enthusiasts. Neighbourhood-First software is hosted in cycling distance of your house, by volunteers in your local community, for the benefit of those less technical. In this talk, Jade will present a manifesto of Neighbourhood-First software, and discuss how it can help support local-first software, the Fediverse, and other key open source initiatives while also providing local resilience in an age of climate uncertainty. \-\-\- These talks were both previously given at Everything Open 2026, and don't require technical knowledge. We will provide some plant-based nibbles. Probably not enough for dinner, please feel free to bring anything of your own that you'd like to eat. This event will be hosted on the stolen, unceeded lands of the Wurundjeri people of the Kulin Nation. **Always was, always will be, Aboriginal land.** **Accessibility info:** Balam Balam place is wheelchair accessible via lift. Wide corridors and accessible toilets are situated on each level. The grounds are entirely accessible via flat concrete paths and ramps. Mask wearing is very welcome. Our speakers will be unmasked while presenting. Please let us know if there's anything we can do to help you feel more able to attend this event.

Join us at Speak Easy Melbourne for a fun and interactive language exchange meetup where we will be practicing both Japanese and English conversational skills. Whether you are a beginner or fluent speaker, this event is perfect for anyone looking to improve their language skills in a relaxed and informal setting. Come meet new friends, engage in conversations, and enhance your language learning journey. Our experienced language facilitators will guide you through various activities designed to help you practice English and Japanese in a supportive and welcoming environment. Don't miss this opportunity to immerse yourself in a culturally enriching experience while honing your language proficiency. Let's chat, learn, and have a great time together!

Starting the year with exciting topic: * **Topic:** Event Streaming with GCP DataFlow * **Date:** Thursday 19th February 2026 at 6.00 pm - 8.00 pm * **Networking:** 6 pm - 6.30 pm and 7.20 - 8 pm * **Presentation Time**: 6.30 pm - 7.20 pm *(includes welcome, presentation 30 mins & community marketplace)* * **Location:** Fabric Group, Level 9, 446 Collins Street, Melbourne VIC 3000 * **Ticket:** Free of cost, however, registrations and RSVP are required! * **Sponsor:** Fabric Group, Thoughtworks **Event Streaming with GCP DataFlow** Learn about real time event streaming using GCP stack! This scalable event consolidation service orchestrates the real-time processing of millions of distributed data points into unified events. Built on GCP Dataflow and Pub/Sub, the architecture ensures high-throughput stream processing and seamless data synthesis for complex, distributed environments. ### **About The Speaker** *Abhishek is a Lead Software Engineer at Fabric Group with over 10 years of industry experience. He has worked extensively on data engineering problems, building ETL solutions and scalable event-driven systems. His interests include infrastructure automation and designing cloud-native solutions on AWS and Google Cloud.*

**Who might want to attend -** This meetup is open to everyone with an interest in Electronics, Robotics, 3D Printing, Laser Cutting, IoT, etc. Makers with interests in Arduino, ESP8266, ESP32, Raspberry Pi, Pi Pico, OrangePi, etc. are invited to bring along their projects, project ideas and come connect with other makers. Get your questions answered, show off the work you are doing and get support to resolve nagging issues. Come to MMC Group to explore opportunities for collaboration on Open Source, Open Hardware platforms including getting assistance on projects you are working on. Attendance to all our events is free. **!!! Very Important !!!!** \- Please plan to be self sufficient in terms of hardware\, power cables\, internet access\, Raspberry pi\, Arduino\, USB cables\, etc\. The Makerspace does provide limited access to hardware \(Raspberry Pi\, Arduino\, electronic kits\, etc\.\)\. There are limited monitors\, so best to bring along a portable touchscreen LCD if you are expecting dedicated access to your Raspberry Pi\, etc\. We welcome makers of all ages, however if you are under 18 you will need to bring an adult along. The makerspace has a lower age limit of 14 (accompanied by an adult at all times). Check out learning resources at [https://www.kidzcancode.com/](https://www.kidzcancode.com/). 1. If you are getting started with the Arduino or the Raspberry Pi and need help picking a kit, join us at the discord and we'll help you pick one. 2. We recommend that you bring your Arduino, Raspberry Pi kits to the meetup. We will help you get started with your learning journey. 3. You'll need to do the hard work, read the documentation and follow the tutorials. We'll do our best to point you in the right direction. We keep in touch through discord. There are no costs to using, joining discord. Just download the client, setup an account and get chatting with the other makers at our discord group - [https://discord.gg/4FkrKJeNt5](https://discord.gg/4FkrKJeNt5) . **Come, make, create, share & learn -** Our meetups are a great opportunity to work on your project, ask questions, learn from others and share what you have learned with the others. Please bring along any projects you have built. The meetup is an opportunity to show off what you've built and seek help as required. You will need to bring along - 1. Your laptop with a Wifi hotspot for your Pi. Council internet access limits you to port 80/443. 2. Raspberry Pi, Arduino, ESP8266, ESP32 etc. along with the electronics or robotics kit you purchased to explore the fundamentals of electronics with the Pi, Arduino. 3. Bring along your robotics projects, doesn't matter if they are Arduino, Pi, ESP based. Showcase the work you've done. 4. A USB power bank so you can power your Raspberry Pi, Arduino. There is power available at the library but just in case. 5. A portable mini LCD / touch screen if you want to work on the Raspberry Pi or want us to help troubleshoot the Raspberry Pi. 6. A USB 5v, 3A+ Power Adaptor for the Raspberry Pi 2/3/4. For those with ESP8266, ESP32 boards (NodeMCU, Wemo, etc.) a 5v, 2A power supply with a micro USB port is recommended. For those with an Arduino a 5v, 2A regulated power supply with a USB Type B is required. 7. Ethernet cable if you have one and need to troubleshoot any connectivity issues with the Pi **Stay safe -** Please take a couple of minutes to read the foundation guidelines at - [http://rpf.io/safeguarding](http://rpf.io/safeguarding) **Location for the meetup -** The location for this meetup is : Melbourne narrm ngarrgu (NN) Makerspace Level 1 / 141 Therry Street, Melbourne VIC (adjacent to Queen Vic Market) Maps - [Google Maps Link](https://maps.app.goo.gl/QpF2SXtRTSAjHoMP7) **Chat with Discord** \- We keep in touch through discord \(Chat Server\)\. \- [https://discord.gg/4FkrKJeNt5](https://discord.gg/4FkrKJeNt5). **Volunteer @ CoderDojo Altona North** \- If you are looking for STEM related volunteering opportunities please check [https://altonanorthdojo.com.au/](https://altonanorthdojo.com.au/) and [ https://footscraydojo.com/](https://footscraydojo.com/) **Contact Details -** For any additional information please drop Geoff a note at "geoff dot lethbridge at gmail.com"

We invite you to come and practise your English with people from all over the world in a friendly environment. We are open to all levels from beginner to advanced. We have classes in small groups and you will be placed in one of these groups according to your level of English. Our free conversational English classes are every Thursday evening (except term breaks). If you are coming for the first time, please come on time for registration. Please note: English Corner is for non-native speakers. Our team of facilitators is really looking forward to having a wonderful time speaking English with you! **Please scan the QR code upon arrival to register your attendance.** If this is your first time, we recommend arriving a bit earlier to complete your initial registration. In case you aren't able to join us face to face we have an Online Alternate English Conversation Thursday class option too! Sign up for this on Meetup.

**Collaborate, Share, Talk, Hack, Make, Break, Fix, Enjoy, Learn, Re-use, Contribute** Visitors and newcomers are very welcome, please see https://hackmelbourne.com/newcomer-faq/ for more details. Short walk from Glenferrie train station. Car parking at Hawthorn Town Hall or St Columbs St. Please pay attention to parking signs as the inspectors are always on the job. Bring a laptop and/or project you are working on. There is also a number of group projects that you are welcome to join in. 3D Printing, Laser Cutting, Electronics, Programming, Robotics, Prop Building, Costuming, Milling, Machining, Home Automation and more. The Connected Community Hackerspace (CCHS) is a community workshop, sometimes also known as a makerspace. We are run by members for members and are dedicated to providing facilities, tools and networking for members to achieve their projects. Our members work on personal and group projects. If you are interested in making/hacking join our Discord where like-minded people discuss their projects. See Discord link on our website. hackmelbourne.org Note - not all our members use meetup, so the RSVP's here dont reflect the total numbers.

Please register for this event [here](https://factorhouse.io/events/melbourne-workshop-building-resilient-event-driven-systems-with-kafka-and-flink). **Go beyond theory and build a production-ready event stream** Join us for a practitioner-led, hands-on workshop where you'll design, build, and operate a complete real-time operational system from the ground up. We're teaming up with NetApp Instaclustr and Ververica to run this intensive half-day workshop. **What You'll Build** A resilient, real-time operational backbone powered by a Quarkus API, Kafka Streams, Apache Kafka®, and Apache Flink®. You'll implement a stateful order processing and inventory management system that processes live events in real time, the kind of critical infrastructure that powers payment processing, fleet coordination, inventory systems, and customer-facing applications across industries. **Two Architectural Patterns, One Mission** You'll implement and contrast two powerful approaches to building event-driven systems: **\- Pattern 1: Direct Event Publishing** Build a pipeline where the API writes events directly to Kafka, with a Flink job managing downstream state. Experience the challenges of application-level dual writes in real time. **\- Pattern 2: Change Data Capture \(CDC\)** Refactor for resilience by capturing database changes with CDC. Your API simplifies to database-only writes while Flink handles event publishing, demonstrating how CDC decouples applications from event pipelines and creates more robust data flows. **Operate With Confidence** Integrate **Kpow** and **Flex** to gain deep visibility into your Kafka and Flink data flows. You'll learn how to make your streaming systems more observable, accessible, and operationally efficient, skills that translate directly to production environments. **Who Should Attend** Software and data engineers, platform/SRE teams, and architects adopting streaming and event-driven architectures. Whether you're building payment systems, logistics platforms, or real-time analytics, this workshop gives you practical experience choosing the right patterns for your workloads. **Please note:** Spots are limited and attendees in engineering roles will be prioritised to ensure an optimal hands-on learning environment.

RSVP at: https://www.meetup.com/melbourne-azure-nights/events/312980449/?utm_medium=referral&utm_campaign=share-btn_savedevents_share_modal&utm_source=link&utm_version=v2&member_id=71480602 **AJ Bajada & Danidu Weerasinghe - What's new in Azure and GitHub** A fast, practical tour of the newest innovations across Azure and GitHub. We’ll break down the latest cloud capabilities, AI‑powered developer tools, security enhancements, and DevOps integrations that are transforming how teams build and ship software. **Dylan McCarthy - Managed DevOps Pools - Simplifying Build Agents for Azure DevOps** Managing build agents for Azure DevOps has always been a bit of a pain, requiring teams to create VMs or VM Scale Sets, maintain their images, manage spinning up and down resources to manage cost and build times. In this talk I want to show you how you can abstract away a lot of that pain by using Managed DevOps Pools. I will walk you through what the service is, it's features and then show you how to connect a pool to an Azure DevOps environment.

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/) Or Text Todd: 614-774-8146

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. (NOTICE - Location change!) This session will be at the Karl Road Branch of the Columbus Library in the Conference Room 2.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA