Android Development Operating Systems Technology

This month we have 3 talks Talk 1: Day to Day AI Talk 2: Scalable AI Talk 3: Production Ready AI Talk 1: Day to Day AI - AI, Agile and Productivity AI is changing not only how we work but how we plan and organise our projects. Join us for a quick overview of how we can leverage AI to take some of the heavy lifting out of effective planning, how AI can transform opaque requirements into actionable work and general tips and tricks for everyday productivity. About Conor Foley Senior Agile Coach and Delivery Lead Conor is an Agile Coach and Senior Delivery Lead with 18+ years delivering complex, multi-region transformations across Asia and Europe. He combines deep technical expertise with strong business acumen to advise C-suite leaders on strategy, execution, and digital transformation. Talk 2: Scalable AI - From 50 to 50K: Scaling an AI Application Under Pressure—Lessons from a High-Stakes Launch Description: Scaling an AI-powered application from 50 MVP users to 50,000 for a high-stakes go-live is a daunting challenge—especially when you only have one shot to get it right. In this talk, we’ll share our firsthand experience navigating the technical, operational, and security hurdles of scaling under pressure Topics: Scaling the Application: handling a 1,000x increase in users—from architecture and performance to real-time monitoring and optimization. DevOps: How we automated, tested, and deployed at scale while minimizing risk and ensuring reliability. Security: Security for AI application developed with AI tools. Lessons from the Front Lines: Key takeaways for teams facing high-stakes launches, including how to prepare for the unexpected and deliver under pressure. About Ricardo Leading a team of experienced engineers, with background from both startup and corporate environments to build innovative solutions for large scale events. Focusing on technical leadership and practical outcomes. Talk 3: Production Ready AI: Your Client Wants AI, Now What? Description: Every client is asking for AI now, but what do you actually do when that first request lands? This talk walks through a real project where a client asked for "automated data entry" and what we actually built: an AI pipeline that turns product images into structured listings using vision models. I'll cover how to scope AI work, what went right, what didn't (the 90% to 100% accuracy trap), and why designing for human in the loop beats promising full automation. Practical advice for web devs taking on their first AI project. About Samuel Ng Co-Founder of POPBO Net, a Hong Kong IT consultancy. 15 years building web and ecommerce products, now focused on running hands on AI enablement workshops and building AI agents that automate real business workflows. Topic: AI integration for web development projects, practical lessons from real client work **About the organiser** **Rhys Turner** Co founder, Creative Technologist and Director, Tronica Rhys Turner is a Creative Technologist and Innovation Technologist, specialising in the intersection of technology, design, and luxury experiences. With a background in emerging technologies, AI, and interactive media, he explores innovative ways to enhance digital storytelling and customer engagement. His work focuses on blending creativity with technical innovation, pushing the boundaries of digital craftsmanship in the fashion and beauty industries. **Sponsors and supporting partner** [Tronica](https://tronica.io/) - HKWD sponsor [Angelflow](https://www.angelflow.vc/) - supporting partner [Garage Society](https://www.thegaragesociety.com/) - supporting partner **Event notes** * This event is first come first serve and will be letting people in on a capacity basis * food and drinks buy by the bar * vip reserved seats upon request



 **Schedule** 7:00 - Welcome mingle
7:15 - Talk 1 7:45 - talk 2 8:15 - Q&A 8:30 - Forum and mingle Join our discord for better communication https://discord.com/invite/k6zSjSZUUE We are looking for:
A venue Presenters
Volunteers
Sponsors
If this is you please reach out. Join Zoom Meeting
https://us05web.zoom.us/j/81822390552?pwd=8ZSEqVJ0DGdA5mhnpa4lGaZnWsOxkK.1
Meeting ID: 818 2239 0552

Passcode: RSVP or DM for passcodeSponsored by tronica.io

Topic: ​AI integration for web development projects, practical lessons from real client work ​**About the organiser** ​ Rhys Turner is a Creative Technologist and Innovation Technologist, specialising in the intersection of technology, design, and luxury experiences. With a background in emerging technologies, AI, and interactive media, he explores innovative ways to enhance digital storytelling and customer engagement. His work focuses on blending creativity with technical innovation, pushing the boundaries of digital craftsmanship in the fashion and beauty industries. ​**Sponsors and supporting partner** * ​[Tronica](https://tronica.io/?utm_source=luma) \- HKWD sponsor ​**Event notes** * ​This event is first come first serve and will be letting people in on a capacity basis * ​food and drinks buy by the bar * ​vip reserved seats upon request ​​​
**Schedule** ​7:00 - Welcome mingle
 ​7:15 - Talk and Panel ​8:00 - Q&A ​8:30 - Forum and mingle
 ​ Join our discord for better communication [https://discord.com/invite/k6zSjSZUUE](https://discord.com/invite/k6zSjSZUUE?utm_source=luma)
 ​​​We are looking for:
 ​​​A venue​​Presenters
​​Volunteers
​​Sponsors
​​If this is you please reach out. ​​​Join Zoom Meeting
[https://us05web.zoom.us/j/81822390552?pwd=8ZSEqVJ0DGdA5mhnpa4lGaZnWsOxkK.1](https://us05web.zoom.us/j/81822390552?pwd=8ZSEqVJ0DGdA5mhnpa4lGaZnWsOxkK.1&utm_source=luma)
 ​​​Meeting ID: 818 2239 0552
 ​​​Passcode: RSVP or DM for passcode Sponsored by tronica.io

Leave your mark on history by guiding the most successful civilization to victory. Difficulty: Medium **PLEASE keep an eye on your messages as I may need to message you. You will need to reply within 24 hours or potentially lose your place.** *They came to this planet, and they chose you. They uplifted your people and promised great prosperity. They provided the wisdom and the resources to build your cities sky high. They taught you the ways of culture, science, and warfare. They promised knowledge for any willing to learn. Come, Archon, guide your citizens to victory, under the watchful eyes of the Builders, our benefactors from beyond the skies above.* In ***Origins: First Builders***, you are an archon, guiding a population of freemen, influencing the construction of buildings and monuments, climbing the three mighty zodiac temples, and taking part in an arms race — all in an effort to leave the greatest mark on mankind's ancient history. You start the game with a city consisting of just two building tiles: the Agora tile and the Palace tile. As the game develops, your city will grow in both size and strength as you add new building tiles, each of which has a special ability that triggers when it is first added to a city and when closing a district. Your placement on the military track indicates the rewards you receive when you attack and your chances of becoming first player. *Origins: First Builders* is played over a number of rounds, with a round ending only after each player has passed. If a game end condition has not yet been triggered, the game continues with a new round. The game finishes at the end of the round when one or more of the following conditions has been met: * At most three colors of tower disks are still in stock. * No gold remains above any district card. * No citizen die of the proper color can be added to the citizen offer. * A player has moved all three of their zodiac disks to the top space of each temple track. The temple area is divided into three tracks: the sea temple, the forest temple, and the mountain temple. You score points only for your two least-valued temples, and once all the points have been summed, whoever has the most VPs wins. (Description from BoardGameGeek) Price: $100 First-timers, or people I haven't met before, will be asked to confirm their booking. I'll message you with details after your RSVP. **You need to reply within 24 hours to keep your spot.** No outside food is allowed at the venue. It is also a shoes-off venue. No-show and lateness: anyone not showing up, dropping out on the day or late the night before or being late a number of times without good reason may be blacklisted from my future games.

你有冇試過，覺得自己係一個孤獨嘅創業者?🤔 滿腦子好橋，打開手機卻唔知可以同邊個傾？🤔 明明自己有技能，但係搵唔到項目給自己發揮？🤔 如果你有呢種感覺，你唔孤單。 「好主意隨處可見，優秀的團隊卻萬中無一。」我哋相信，每一個好嘅創業idea，都需要對嘅人同timing先可以實現。 呢度就係為咗連結「你」與「他」而存在。我哋有一班準備好嘅 Developer、Designer、Marketer 同 Founder，讓你哋可以互相認識，一齊組成創業隊伍。我哋提供嘅，唔止係交流機會，而係全方位嘅成長養分。 我們的定期活動： · 每月的創動力聯盟活動：想同各行業會員面對面交流？尋找合作夥伴。 · 實地採購展覽考察團：想了解最新技術？想掌握供應鏈？ 我哋一齊帶你去專業展覽會，唔再紙上談兵。 · 客戶服務101（會員分享）: 想建立客戶忠誠？ 由零建立一個真正深得人心嘅品牌。 營銷提案實戰（會員分享）：學識講好故事，將潛在客戶變成忠實粉絲。 喺度，你可以搵到你嘅「萬中無一」。搵到你嘅節奏，搵到你嘅隊友，一齊築起事業根基，掌握未來。 * 嚴禁銷售及推廣傳銷 （MLM) 、保險、金字塔式騙局、虛擬貨幣/股票投資、身心靈課程、 人生教練課程 ，以及任何借貸行為🙏🏻 費用：$50 （小食及飲品） 準備好要在創業路上找到神隊友了嗎？🚀 為提升本次創業交流會的互動效益，協助各位成員精準對接資源，我們需要您提供以下資訊。請詳實填寫表格，說明您「希望在此群組獲得的資源」以及「您能分享的資源」，以便我們進行後續配對。 👉[ 加入表格](https://forms.gle/4V4d53SpEu5hiU2R6) https://forms.gle/4V4d53SpEu5hiU2R6 請於填寫完畢並詳閱社群守則後，通知我們以完成申請確認。感謝您的配合！😊

\* This event is listed here for info only. Please complete your registration on **[The 852 Community on Heylo](https://heylo.group/the852)**. Download the app to view more details and receive workout photos: [Apple](https://apps.apple.com/hk/app/heylo-build-community-groups/id1445966180?l=en-GB) / [Android](https://play.google.com/store/apps/details?id=com.piccup&pcampaignid=web_share) \* **Fitness Powered by Kung Fu.** Blending modern **Kung Fu's explosive power** with **interval training method**, **fitness expert trainer** **and** **osteopath Jonathan Vallade** helps you enhance your fitness and strength smartly and safely in this transformative class. This unique bodyweight and band-assisted class focuses on building strength, power and flexibility through a full-body workout. Meanwhile, you will learn authentic Kung Fu movements. ⏰ 7:00 pm \~ 8:00 pm on Thursdays ✨ Bring towel, water, gym gloves, and yoga mat (optional). 🎟 FREE for all members. Membership is HK$150/month, cancel anytime. \*\*\* **Register the event here: [The 852 on Heylo](http://heylo.group/the852)** \*\*\* **About Coach Jonathan Vallade** DEJEPS Fitness Trainer • Osteopath • Movement Specialist • Yoga Teacher • Founder of MOCA System A former French National Wushu Team member, trained osteopath, and holder of DEJEPS (the highest fitness qualification in France), Jon uniquely bridges elite martial arts and fitness with clinical body science. \*\*\* ***[The 852](https://heylo.group/the852)***[ ](https://heylo.group/the852)*is a Fitness & Social Community that supports an active lifestyle through accessible monthly membership pricing of HK$150. Members can enjoy free weekly outdoor workouts, member benefits, discounted rates or free to select paid events.* Follow us on [I](https://www.instagram.com/the852hk/)**[nstagram @The852HK](https://www.instagram.com/the852hk/)** **The 852 on Heylo : https://heylo.group/the852** Download the app to view details: [Apple](https://apps.apple.com/hk/app/heylo-build-community-groups/id1445966180?l=en-GB) / [Android](https://play.google.com/store/apps/details?id=com.piccup&pcampaignid=web_share)

想一Jam 歌？ 想識朋友夾band 唱live? 歡迎 加入Free Jam + Open mic Whatapp Group 一齊識朋友唱歌玩樂器 入群接收最新活動資訊及報名！ Want to jam? Want to meet friends and sing live in a band? Join the Free Jam + Open Mic WhatsApp Group to meet friends and play instruments. Join the group to receive the latest event information and sign up! https://chat.whatsapp.com/CvKmKyKK7le53X4cIJSH2P?mode=hqrc

As regulatory landscapes tighten worldwide — with mandates like the EU's Digital Product Passport (DPP) reshaping accountability — businesses can no longer treat compliance as an option. This seminar will explore the convergence of policy, technology, and strategy, with AI-powered product lifecycle management tools to automate compliance, predict regulatory shifts, and embed transparency from design to disposal. Speakers will share how to transform complex requirements into streamlined operations, turning policy adherence into a driver of innovation across garment fashion, F&B, and retail sectors. Focus points: * Decoding global regulations: What DPP means for your industry * AI in action: Smart tools for track and trace, managing product data across the entire lifecycle * From burden to benefit: Building competitive advantage through intelligent compliance Register Now: [Link](https://www.gs1hk.org/events/seminar-20260417/register)

As data volumes surge and systems grow increasingly fragmented, many SMEs struggle to transform information into meaningful, actionable insight. In this T-box seminar, experts will explore how Microsoft Fabric and Microsoft AI simplify data complexity and enable a unified, AI ready foundation aligned with emerging 2026 data and AI trends. Speakers will showcase Microsoft Fabric as an all in one, scalable data platform—highlighting its core capabilities, governance ready architecture, and built in AI powered by Fabric Copilot. Through real world use cases and live Copilot driven demonstrations, you’ll discover how organizations accelerate insights, unlock business value, and take practical next steps with quick win offers designed to help make AI real. Register now: [LINK](https://forms.hktdc.com/web/registration/CCM/en?id=69c0a3ad65b2061d68c57467&step=Form)

都市人生活繁忙，好多時食晏唔係趕頭趕命，就係一個人外賣返office對係電腦食？ 唔想再係咁,其實可以好簡單,既然大家都面對同一個問題,咁就一於開個慢活人生午餐谷,定期午餐聚會,咁就唔駛一人食晏la 又搵到飯腳又可以識到新朋友,仲唔係雙嬴XD - 謝絕一切保險、基金、傳銷、直銷、課程、水機、NUSKIN、HERBALIFE等人士

只要行出第一步，就可以擴闊生活圈子~ https://forms.gle/WtTsxUUErco3PKB5A 填左以上Google Form就可加入活動群😁 係香港識朋友話難唔難，話易唔易，所以都希望透過呢個平台令大家互相認識，一齊去吃喝玩樂~ 定期舉辦行山、水上活動、PARTY ROOM、睇戲、食飯又或大家諗到都可以建議版主去搞~

🛎️ 教玩需時, 未玩過全新手請準時 ⏰ 🛎️ 地址: 觀塘成業街 16 號怡生工業中心 A 座 2 樓 A2 室 🏢 遊戲背景 📚: 夜深人靜, 某一深夜, 鐘樓上突然滿佈鮮血 🩸 呢度係鴉木鎮 🛖, 有邪教徒混入咗村莊當中, 靜靜地進行廝殺, 要用鮮血獻祭, 召喚惡魔👹 各位鎮民, 我哋要快啲搵到兇手, 將佢處死,令村莊重新回到安寧 🕊️ 遊戲特色與玩法 🎮: 1. 身份陣營遊戲 🃏 -玩家分為 善良 (村民/外來者) 😇 同 邪惡 (惡魔/爪牙) 😈 兩大陣營 -善良陣營要係惡魔殺曬所有人之前搵到惡魔並將佢處決 -惡魔要混淆視聽進行殺戮 🗡️ 2. 角色能力 ⚜️ -每個玩家都有自己獨特技能, 玩家可以互相私底下交流資訊, 技能互相配合, 去進行唔同嘅操作 🤾🏻‍♂️ 3. 私聊環節 🗣️ -每個白天可以互相自由交流, 私聊, 散佈資訊或者謊言 💬, 最終透過提名投票處決嫌疑犯 🥷🏻 4. 死亡票制度 🗳️ -玩家死後可以繼續發言 💬 -仲有最尾可以使用嘅一次性 [死亡票], 確保出局者可以繼續參與遊戲, 而且對於在生決賽玩家係起勝負關鍵作用 ‼️ 🔔 費用: [$115 / Girls $75 (Meetup報名平$5)] 入場前要付款, 包飲品一盒, extra飲品每盒 $5 🔔 場地冇食物提供, 但係歡迎帶外賣上嚟食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放入黑名單 🔔 入場要除鞋. 場內拖鞋淨係供店內使用, 請勿著出店外. 🔔 報名參加 Meetup 活動, 當系統問你 "Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1 代表會帶朋友來的意思) 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到, Meeple Tree 保留臨時更換主持嘅可能性 🙏🏻 🔔 因放飛機已被移除人數: 102 (活動開始前24小時內退出者) 🔔 Meeple Tree 保留參加者名單最後決定權. 🔔 Follow我哋 IG: https://www.instagram.com/mtboardgame?igsh=MTY0a3Myc2Jwc2l4&utm_source=qr

🌆 你是否也在寻找这样的连接？ • 想认识真诚的香港朋友，而不只是职场上的点头之交 • 对香港文化好奇，却找不到人带你体验地道的港式生活 • 希望有人为你解读本地人才懂的生活智慧 • 想要一个既懂内地情怀，又熟悉香港脉络的交流圈子 🌉 当港漂遇见香港本地人 这里聚集了热心友善的香港成员与新港漂朋友，我们相信： • 最好的融入，从一杯奶茶的闲聊开始 • 最深的了解，来自本地人带你行街食饭的体验 • 最暖的支持，是当你困惑时有过来人指点 📌 我们拒绝什么？ ❌ 不接受传销/直销 ❌ 不接受保险推销 ❌ 不是抱怨大会 ✅ 而是一个让你能真正 「放下过客心态，找到留港意义」的支援网 🎯 在这里你能获得 ✅ 本地朋友带你玩 ✅ 生活实用支援 • 在地生活秘籍：从街市砍价到生活资源 • 粤语实战教学：学最地道的用语，听懂港式幽默 ✅ 双向交流平台 • 香港朋友想了解内地文化，新港漂想认识本地生活 • 我们在这里互相学习，彼此丰富 🤝 我们的独特价值 ❌ 不是单向的“帮助”，而是双向的交流 ❌ 不是表面的“欢迎”，而是真诚的接纳 ✅ 是新老朋友一起建构的温暖社群 “真正的融入，从交到第一个本地朋友开始” 👉 [立即加入](https://forms.gle/TSWwAMQqQ72qvqKy8)充满温度的跨文化社群： https://forms.gle/TSWwAMQqQ72qvqKy8

Join us for dinner and discussion about queer books! For our next book, we will be reading **“The Left Hand of Darkness”**, a science fiction novel written by **US writer** **Ursula K. Le Guin**. **If you want to know more about the book, here is a description from the author’s web page:** „A lone human ambassador is sent to the icebound planet of Winter, a world without sexual prejudice, where the inhabitants’ gender is fluid. His goal is to facilitate Winter’s inclusion in a growing intergalactic civilization. But to do so he must bridge the gulf between his own views and those of the strange, intriguing culture he encounters.” **The Plan** 19:30 Meeting @ the restaurant 19:45 Dinner & discussion 21:15 Choosing a book for June 21:30 End **Dinner** The name of the restaurant will be announced in the WhatsApp group chat. **What to do** 1\. RSVP on this event page\. 2\. Read the book :\) and think about your suggestion for the discussion in June\! 3\. Come to the event and share your thoughts about the book with us\. 4\. Please enable DMs from other members and turn on notifications so that our team can communicate with you\. Hope to see you there! Amy (she/they) & Izabella (she/her) Please note… 1\. Tandem is a community of volunteers; everything you see is created by our members giving up their time and labour\. None of our organisers profit from events; any charges listed are those from other parties and we never add a mark\-up\. In this context\, we need attendees to do their best to reduce the workload of our volunteer team by reading the event description and these notes carefully; and follow the instructions in order to register a place on the event\. Please be considerate and helpful with our team – we are all volunteers\. 2\. We run all our event communication through WhatsApp\. Please keep track of event related messages in the Whatsapp event group and respond to requests and instructions from organisers within 24hrs\. Please don’t put the chat on mute\. If our team don’t receive your response within 24hrs\, we will move you to “Not Going”\. 3\. If you require special accessibility accommodations for the event \(i\.e\.\, accessible venue\, accessible restrooms\, noise levels\, lighting conditions\, etc\) and are unsure whether they can be met\, please reach out to the organiser/host\. 4\. We encourage language inclusivity at all our events\. If you aren't confident in English\, please let our team know\. We will try to provide bilingual support where possible and/or will try and introduce you to other language speakers you're more comfortable with\. Please be mindful that we might not be able to accommodate all languages at all events\, but we will do our best to make everyone feel welcome and heard\. 5\. If you sign up\, but can no longer make it\, please update your RSVP as soon as possible and tell the organiser\. Updating your RSVP well ahead of the event allows us to manage the waitlist; allow other people to attend; know who to look out for at the start of the event; and manage any relevant bookings\, such as table reservations\. 6\. If you don’t have a clear face pic on your profile and/or your username doesn’t match the name you normally use\, we can’t identify your payments nor match your RSVP with who you are in real life\. If this is you\, please ensure the organiser knows who you are\. If we can’t work out who you are within 24hrs of your RSVP\, we will move you to “Not Going”\. Only group members and their guests with an RSVP may attend events; people who aren’t signed up will be refused entry to events. 7\. If you don’t follow the conditions above\, we will move you to “Not Going” for future events until you message us to confirm you will follow these conditions\.

Join us for an engaging panel discussion on **AI Agentic Coding** and how autonomous AI systems are transforming the way software is built. Experts in AI, software engineering, and developer tools will share insights on how agentic AI—systems that can plan, reason, and execute coding tasks—is reshaping modern development workflows. The discussion will cover topics such as AI-assisted development, productivity gains, challenges around reliability and governance, and what the future of software engineering may look like with AI agents as collaborators. Whether you’re a developer, tech leader, or AI enthusiast, this session is a great opportunity to learn, ask questions, and explore how agentic AI is redefining coding

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows. This is a cross posting, please register on the AWS Columbus Meetup: https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426350/[https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426350/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426350/) **Presenter: Dilshad Nasirov** Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights. https://www.linkedin.com/in/dilshad-nasirov-4538431/ **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *Leading EDJE* for hosting our meetup! Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/ **THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/. **DIRECTIONS** 6515 Longshore Loop, Suite 300 Dublin, OH 43017 (3rd floor) **FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH **Want to sponsor the pizza and/or bar tab for a future meetup?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/