Streaming Analytics

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

"Have you ever felt like a lonely entrepreneur? Got a million-dollar idea buzzing in your head, but when you open your phone, you have no one to share it with? Got the skills, but can't find the right project to apply them to? If this sounds like you, you're not alone. 'A great idea is everywhere, but a great team is nowhere to be found.' We believe that every great startup idea needs the right people and the right timing to come to life. This is a place built to connect 'you' with 'them'. We have a group of ready-to-collaborate Developers, Designers, Marketers, and Founders, so you can get to know each other and build your startup team together. What we offer isn't just networking opportunities, but **all-around support to help you and your venture grow.** Our Regular Activities: * Monthly Hong Kong Startup/Entrepreneurship Power Union: Want to connect face-to-face with members from various industries? Looking for partners. * Sourcing & Trade Show Excursions: Want to understand the latest tech? Want to get a grip on the supply chain? Let's visit professional exhibitions together – stop just theorizing. * Customer Service 101 (Member Sharing): Want to build customer loyalty? Learn how to build a brand that truly wins hearts from scratch. * Marketing Pitch (Member Sharing): Learn to tell great stories, turning potential customers into loyal fans. Here, you can find your 'one in a thousand'. Find your rhythm, find your teammates, and build your business foundation together to master the future. Fee: $50 (Snack and Drinks) 🙏🏻 Strictly prohibited: Sales pitches, MLM (Multi-Level Marketing), insurance, pyramid schemes, cryptocurrency/stock investments, mind-body-spirit courses, life coaching programs, and any form of lending activities. 🙏🏻 Ready to find your dream teammate on your entrepreneurial journey? 🚀 To enhance interaction and help members connect more effectively during this entrepreneurial meetup, please fill out the form below. Let us know what resources you're hoping to gain from this group and what you can offer, so we can help facilitate meaningful partnerships. 👉 Join us now and stop fighting alone [Member sign-up form](https://forms.gle/JxLmsE9NN5E3raJj9) https://forms.gle/JxLmsE9NN5E3raJj9 Once you've completed the form and reviewed the group guidelines, kindly notify us to confirm your application. Thank you for your cooperation!

*"Nowhere can man find a quieter or more untroubled retreat than in his own soul."* — Marcus Aurelius ​Where do you go to catch your breath when the world gets loud? During a busy daily routine—watching the blur of the commute, the glow of flashing screens, the constant hum of a fast-paced city—it is easy to feel swept up in the current. We live in a highly connected environment that asks for a lot of our daily energy. But we don’t need to run away to find peace. The true art is learning how to stay beautifully anchored right where we are. How do we remain engaged, reliable, and connected to society, while still keeping a cozy, quiet room in our minds just for our own thoughts? This Curious Souls Cafe gathering is an invitation to explore finding our "stillness in the rush." We will share how we create gentle pauses in our day, protect our attention, and savor tiny, everyday joys. Let's discuss how to give our minds a place to rest and daydream, right in the middle of a busy week. Bring your thoughts and an open mind. Let's discover how to find stillness, together. Inviting all who are... 🚂 Observing the fast pace of modern life and seeking a gentle mental breather 🧠 Eager to cultivate a cozy internal space for daydreaming, reflection, and simple comfort ⚖️ Navigating how to be an active part of society while keeping their inner peace intact 📵 Interested in stepping back from the screens to savor small, quiet moments 🤝 Believing that we grow best in community, sharing insights and inspiration ​📅 Agenda / What You'll Experience ​💬 Prompted Conversations We will use virtual question cards designed to help people playfully explore their personal habits and internal operating systems. Here are some sample questions: * What everyday task or unspoken social rule secretly drains your social battery the fastest? * ​What is one activity you do purely for the joy of it, with zero desire to be "good" or "successful" at it? * ​When you need to escape a party gracefully, what is your signature exit strategy? * What is a small, everyday space—like a cozy reading chair or a specific café corner—that instantly makes you feel at ease? From there, we’ll embark on a respectful, engaging, and meaningful conversation, celebrating the diversity of perspectives and ideas within the group. Note: This session may involve virtual question cards accessed via a link or QR code. If you do not have a device (phone/tablet) to access these, please ask a facilitator for assistance; we have spare units available. The exact format of the event may change depending on turnout according to [https://curioussouls.cafe/#how-to](https://curioussouls.cafe/#how-to) and other factors. 💬 Final Thoughts and Feedback Where time allows, in the final 10 minutes of the event, we’ll take a moment to reflect on the key insights, memorable moments, and takeaways from our discussions. This is a chance to distill the shared wisdom and leave with a deeper understanding of the topics we’ve explored together. After the event officially concludes, the group may choose to extend the session, depending on the group’s interest. Of course, you’re welcome to leave at any time that feels right for you. An anonymized summary will be shared for sessions where key insights are identified. After the meeting, our facilitators and participants may reflect on the discussion and contribute to a summary or collaborative workbook based on their notes and observations. Additionally, questions may be revisited in future sessions in an anonymized manner. To explore what our events are like, check out our official website at [https://curioussouls.cafe](https://curioussouls.cafe) 📍 Location City: Hong Kong Address: Empire Centre, 68 Mody Road, Tsim Sha Tsui East Inside the shopping mall of Empire Centre, there is a large open area dedicated to a café. We will sit at a round table or sofa inside (near a Hang Seng ATM or 7-Eleven store). Please look for the big words "Curious Souls Café" on our table. If you take the MTR, the nearest station and exit will be East Tsim Sha Tsui Station (Exit P1). From there, you can walk to Empire Centre, which is just a few minutes away. Google Maps link: [maps.app.goo.gl/51Jr8qxY4q5YLQ6q7](https://maps.app.goo.gl/51Jr8qxY4q5YLQ6q7) 🈚 Free of Charge While there is no charge to attend, we kindly encourage you to support the venue by purchasing a drink and/or any items from their menu. Note: This event is not affiliated with the restaurant, or any third-party names mentioned. ✨ What is Curious Souls Café? Welcome to [Curious Souls Café](https://curioussouls.cafe/about/)! 👋 Designed to nurture healthy curiosity and foster connections, this is a warm and friendly space for meaningful conversations. 😊 We invite you to join us for an experience filled with thought-provoking dialogue, meaningful connections, and personal growth. We look forward to meeting you at one of our events in the future!

[ Join us ] Hello Everyone 👋🏼! This is the best awesome Group gaming in Hong Kong Let's get to know what's "The closest strangers, the best teammates ever" here\~🤼‍♂️ Team gaming, meet new people. Feel free to bring your TEAM! Friendly gaming mentality! \* When : Every Thursday \| From 8:00pm to 11:00pm Where : 3/F, West Wing, 66 Mody Road, Tsim Sha Tsui Centre, Tsim Sha Tsui East, Kowloon Fee : $400/person, Special offer for 2 ladies at $300/person Drinks : 2 classic cocktails/person Games : 3 bar games Guest : 24 guests (12 men and 12 ladies) max Prizes : CASH award for winner team Latecomers will just miss the games!!! \* [ Contact us ] First in first come! Registration and advance payment is required, you can ask through whatsapp chat https://wa.me/65398200

$20 for 2 hours

(Partner's Event) English Corner Time: Every Wed, Fri & Sun 19:00 - 23:00 Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event. Wechat ID: Pandoraparties

(Partner's Event) BBQ Party at ShenZhen Time: Every Sat 19:00 - 23:00 (Usually) Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event.

Meetup New Friends at Central HK (Free Entry) Time: Friday night usually \~7:30pm to 10pm (Weekly) Location: Central Market G/F (Center area), Central Hong Kong. 香港中環與新朋友見面 (Free Entry) 時間：週五晚上(通常) \~7:30pm 至 10pm（每週） 地點：香港中環中環街市地下（中心區）。

(Partner's Event) BBQ Party at ShenZhen Time: Every Sat 19:00 - 23:00 (Usually) Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event.

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~

On April 17th, Friday, come check it out a nice Bar in Soho, Central, BEATS, 6TH FLOOR, PAREKH HOUSE, 63 WYNDHAM STREET. A cozy warm spot to chill and hang out with friends and meet new people! Let’s set the new Friday standards at Beats, great drinks and amazing staff ready to welcome us! Professional Networking @BEATS Date : April 17th , Friday Time : 6 pm to 11 pm Free-Entry before 6:30 pm , buy a drink, re-entry not allowed ! Door : HKD100 (Cash) with one welcome standard drink. Happy-hour till 10 pm! Join us early to enjoy Friday after-work drinks! New Venue : BEATS : 6/F, Perekh House, 63 Wyndham Street, Central , Hong Kong ♥ The dress code : Smart casual. No shorts and /or flip-flops. • To facilitate venue’s (indoor/outdoor) handling for our events, please order a drink before start to introduce yourself and chat with members. Thank you. • Kind reminder : Bring some cash.

用公園內的原生植物及舍區的食材廚餘，製成天然染料。 藝術家會帶大家審視自己與社區、週邊環境的關係。 Using streets’ flower, fruit’s skin and wall’s weeds to make natural dyes. Also, artist brings us to think about the relationship between ourselves and community and environment. \*參加者將帶走一件DIY色彩衣物。 A dyeing shirt will be offered. **日期：2026年4月18日(星期六)** **時間：@4:30pm-7:00pm** **地點：舍區 (鰂魚涌海善里20號)** 集合時間及地點：@4:15-4:20pm @鰂魚涌港鐵站B出口,出閘後八達通查閱機旁等 /電聯 名額：4人 (同場另有男女公眾參與) 主辦單位：香港中文大學文化管理文學碩士課程 藝術家：赫立文 **Date: 18 April, 2026 (Saturday)** **Time: 4:30pm-7:00pm** **Address: Quarryside (20 Hoi Shin Lane, Quarry Bay)** Assemble: @4:15-4:20pm @Quarry Bay MTR station exit B where next to Octopus Enquiry Machines / by call Seat: 4 people limited (Other participants in event as well) Organization: Master of Arts in Cultural Management Program, CUHK Artist: Benjamin Hao MeetUp費：自由定價價值. 報名：按Attend-> 填寫1)聯絡電話號碼, 2)男/女, 3)你願意付出此次活動費用? -> 確認入選活動-> 繳費(入帳恆生銀行號碼: 359-366101-882 (NG Y\*\* S\*\*\*)/ FPS/PayMe: 97419423)-> 再以閣下電話whatsapp(97419423)以下資料: 1)MeetUp名字, 2)過帳通知書. MeetUp fee: Free pricing as you value. Join: Click ‘Attend’-> Write down your 1)Contact number, 2)Male/Female, 3)Fee that you would pay for this event?-> Get confirmation of being in the event-> Pay to Hang Seng Bank acc: 359-366101-882 (NG Y\*\* S\*\*\*)/ FPS/PayMe: 97419423-> Whatsapp 1)MeetUp name, 2)Payment notification \*\*\*a) Welcome foreigners. Please remark your language if you are foreigner. [歡迎外地本地人一同熱鬧.請外地人指明語言.] \*\*\*b) Participants are required to follow instruction of the venue. [參與者要遵守場地規則,違者則有可能被邀離開.] \*\*\*c) Late comer may be restricted to admit and continue in the activity. [主辦組織不作逾候,逾時者有可能不被參加,請預早抵達.] \*\*\*d) No refund or seat transfer after payment, unless is the cancellation of activity or by our group. [交費後若未能出席參與者,繳款不獲退回及轉讓.(除非活動取消而全數退款).] \*\*\*e) Photos taken by our group during activity will be blurred in our group as record and promotion. [活動如有拍照,本組將會朦化/馬賽克人物頭像,以作記錄和宣傳用途] \*\*\*f) When there are 3 No Show, we have the right to ban you out from our groups. [凡超過3次No Show者,本組有權將該組員移離本群組.]

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

## Unlock the Power of Prediction: Polymarket Masterclass Ever felt like you could foresee the future? Now, put those insights to work. Join us for a deep dive into Polymarket, the prediction market platform, and learn how to turn your knowledge of current events into real opportunities. It's more than just guessing; it's about strategic analysis, risk management, and capitalizing on market inefficiencies. ### Is this workshop for you? This session is tailored for: * Those brand new to prediction markets and ready to learn the ropes. * Sharp minds that enjoy analyzing data and making calculated decisions. * Individuals with a passion for news and current affairs, looking to leverage their insights. * Anyone seeking alternative income streams powered by event analysis. ### What's on the agenda? During our time together, we'll cover: * Demystifying Polymarket: From initial setup to executing your first prediction. * Essential risk management techniques to protect your investments. * Decoding market signals and understanding liquidity dynamics. * Tactics for identifying and exploiting market mispricings. * Constructing a robust portfolio for consistent gains. * Inspiring examples of successful Polymarket strategies put in motion. _"The instruction was clear, the advice was practical, and the techniques were actionable. I've already made back my registration fee!"_ - Recent participant ### Secure Your Spot – Full Registration Required! Spaces are limited, so don't miss out. RSVPing "yes" on Meetup **does not** confirm your spot. You **must** complete the official registration using the link below: ### [✅ Claim Your Seat! ✅](https://remoteready.io/product/Polymarket?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-04-17T22:00:00Z) Let's transform your knack for predictions into a powerful income stream! Register now.

Our next much-awaited **COLUMBUS** meetup is **Tuesday April 21 from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

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. **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

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

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 ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.