Hadoop

We interrupt our usual programming - to bring you [adisbladis](https://blad.is/), our sometime resident [Nix](https://github.com/nixos/nix) expert at Dim Sum Labs - for this HackJam. Nix is a powerful package manager that can help you setup your OS and environment exactly the way you want it, with perfect reproducibility, reliability and easy rollback. It's not the easiest to setup however. So Adam is here to help. Whether you are curious about Nix and want to see it in action, have specific problems that need help with, or just want to talk shop with other Nix enthusiasts, this is your chance to work with one of the world's foremost expert in Nix! More about adisbladis: [Adisbladis](https://blad.is) is a freelance Nix consultant & nixpkgs committer, where he mostly enjoys working on lower level plumbing such as lib & stdenv. He is most well known in the Nix community from his work on various Nix tooling such as: * [uv2nix](https://github.com/pyproject-nix/uv2nix) * [pyproject.nix](https://github.com/pyproject-nix/pyproject.nix) * [poetry2nix](https://github.com/nix-community/poetry2nix) * [gomod2nix](https://github.com/nix-community/gomod2nix) * [nix-eval-jobs](https://github.com/nix-community/nix-eval-jobs) * [nix-unit](https://github.com/nix-community/nix-unit) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- This is Dim Sum Labs' Public HackJam meet. Free! Everyone is welcome to join us. If you are an engineer, designer, programmer, artist, creator, innovator, visionary, entrepreneur, or inventor, join us for an evening of thought-provoking conversations. Or better yet, bring your projects, ask for help, and show them off. This is also your chance to test the space before becoming a member. Members have access to the space and all the [equipment within](https://www.dimsumlabs.com/equipment/), 24/7 for a very reasonable price! For details, [please see our website](https://www.dimsumlabs.com/become-a-member-of-dim-sum-labs/). Calling for show-and-tell: if you want to share your projects on coding, making, art, and tech venture projects, come jam with us on HackJam. We can accommodate and help you promote here. Contact us here or via the means listed below. Being Hong Kong's longest-running Hackerspace (since 2011), we are happy to host you, who may: * Be coming from out-of-town * Be from other Hacker/Maker/co-working spaces * Want to get hands-on and create * Wish to network with high-quality, friendly, like-minded people * Be curious about what all this is about * Just want to have a drink while coding. Can't arrive at the start time? Drop in when you can make it :) For more information, check out our website at [https://www.dimsumlabs.com](https://www.dimsumlabs.com), or chat with us (we are happy to chat with you): * Telegram: https://t.me/dimsumlabs * IRC Chat: #dimsumlabs on https://libera.chat/

**德州撲克**（Texas hold'em，有時也簡稱為Hold'em或Holdem），簡稱**德撲**，是世界上最流行的公牌[啤](http://%5Bhttps://zh.wikipedia.org/wiki/%E6%92%B2%E5%85%8B%5D(https://zh.wikipedia.org/wiki/%E6%92%B2%E5%85%8B) "啤")衍生遊戲，也是國際啤比賽的正式競賽項目之一。[世界撲克大賽](http://%5Bhttps://zh.wikipedia.org/wiki/%E4%B8%96%E7%95%8C%E6%89%91%E5%85%8B%E5%A4%A7%E8%B5%9B%5D(https://zh.wikipedia.org/wiki/%E4%B8%96%E7%95%8C%E6%89%91%E5%85%8B%E5%A4%A7%E8%B5%9B) "世界撲克大賽")（World Series of Poker, [WSOP](http://%5Bhttps://zh.wikipedia.org/wiki/WSOP%5D(https://zh.wikipedia.org/wiki/WSOP) "WSOP")）和[世界啤巡迴賽](http://%5Bhttps://zh.wikipedia.org/wiki/%E4%B8%96%E7%95%8C%E6%92%B2%E5%85%8B%E5%B7%A1%E8%BF%B4%E8%B3%BD%5D(https://zh.wikipedia.org/wiki/%E4%B8%96%E7%95%8C%E6%92%B2%E5%85%8B%E5%B7%A1%E8%BF%B4%E8%B3%BD) "世界啤巡迴賽")（World Poker Tour，[WPT](http://%5Bhttps://zh.wikipedia.org/wiki/WPT%5D(https://zh.wikipedia.org/wiki/WPT) "WPT")）的主賽事（Main Event）項目即是「無限注德州撲克」[\[1\]](https://zh.wikipedia.org/zh-hk/%E5%BE%B7%E5%B7%9E%E6%92%B2%E5%85%8B#cite_note-1)。 德州撲克是位置順序影響最大的啤衍生遊戲之一，每一輪的下注順序維持不變，它也是[美國](http://%5Bhttps://zh.wikipedia.org/wiki/%E7%BE%8E%E5%9C%8B%5D(https://zh.wikipedia.org/wiki/%E7%BE%8E%E5%9C%8B) "美國")多數[賭場](http://%5Bhttps://zh.wikipedia.org/wiki/%E8%B3%AD%E5%A0%B4%5D(https://zh.wikipedia.org/wiki/%E8%B3%AD%E5%A0%B4) "賭場")內最受歡迎的[啤](http://%5Bhttps://zh.wikipedia.org/wiki/%E6%92%B2%E5%85%8B%5D(https://zh.wikipedia.org/wiki/%E6%92%B2%E5%85%8B) "啤")牌類遊戲，在美國以外的地區也十分流行，與[橋牌](http://%5Bhttps://zh.wikipedia.org/wiki/%E6%A1%A5%E7%89%8C%5D(https://zh.wikipedia.org/wiki/%E6%A1%A5%E7%89%8C) "橋牌")的流行程度相當。理論上，一桌同時最多可容納22位（若不銷牌則為23位）牌手，但一般是2〜10人一桌。 🔔 呢一局係自助局, 參加者需輪流take turn派牌! 我地唔玩錢, 冠軍有小回贈. 地址: 觀塘駿業里8號世貿大樓605室 難度: 容易 (會教你哋玩法). 費用: [$105, Meetup報名$100] Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 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。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 102 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* 📣 我地成業街超抵Deal場地‼️ 星期一至四，$400 book 場玩6個鐘，book 晒成個場, 600尺空間自由玩！ 歡迎約埋啲朋友仔一齊上去玩啦！查詢預約：Whatsapp 6️⃣7️⃣9️⃣4️⃣1️⃣1️⃣6️⃣6️⃣

\*\*\*please register your session to attend\*\*\* Hi 👋🏼 Yogis I am yoga instructor Sophia. As a new yoga teacher (200 YTT certified), I’m excited to share the practice of stretching and Hatha Yoga with others, guiding you through mindful breath and purposeful movement. We’ll explore foundational poses, gentle alignment, and slow, steady stretches that honor your body's limits while inviting greater flexibility and balance. My intention is to create a supportive space where we practice together, learn from each other, and cultivate calm, focus, and presence both on and off the mat. Whether you’re new to yoga or returning after a pause, we’ll move at a comfortable pace, listen to our bodies, and celebrate small progress as we grow. FitFam is a welcoming community for fitness enthusiasts, including yoga lovers, to connect and make new friends, regardless of background or language.😇😁 The event is free. All you need to do is * Bring your own yoga mat * small towel to assist with stretching * wear comfortable outfit 🩷 We’ll meet at the wood deck by the waterfront of Tamar Park. Please look for the one right after passing the big lawn of Legislative Council Complex. Arrive a few minutes early, so we can greet each other and settle in before we start moving and breathing together. If you can’t find the location, feel free to text me or leave messages in the FitFam group 🩷 **Please pay attention to the weather, the FitFam WhatsApp group, and the event page.** In case of bad weather, the location may change to Central Pier 9 or 10. I will announce any changes one hour before the event. 🩷 If you cannot attend the event, please cancel your reservation. ⚠️𝐀𝐃𝐃𝐈𝐓𝐈𝐎𝐍𝐀𝐋 𝐈𝐍𝐅𝐎𝐑𝐌𝐀𝐓𝐈𝐎𝐍⚠️ Please take a minute to read the following information regarding your participation in FitFam workouts. By signing up for this session, you confirm that you have read and understood the terms and risks detailed below. 💬WHATSAPP💬 We have a WhatsApp group! If you've participated in several of our sessions and would like to stay engaged with other regular FitFammers, please let one of our leaders know at the end of a workout so they can add you to the group. 🙅NOT GOING🙅‍♂️ If you have signed up for a session and can no longer make it, please move yourself to "Not Going" so our leaders have a more accurate count of participants coming to their session. This also helps us plan workouts more effectively. 🔊DISCLAIMER🔊 By signing up for this session, you confirm that you have read and understood the terms and risks detailed in our Disclaimer and Release of Liability Agreement: https://www.meetup.com/fitfamhongkong/pages/29134671/Disclaimer_and_Release_of_Liability_Agreement For any other question regarding our workouts and our community, please refer to the FAQs page: https://www.meetup.com/fitfamhongkong/pages/29134429/FitFam_FAQs
​ FitFam is accessible to everyone. No equipment, no previous experience or wallet needed. See you on the field.

經驗原因也好，人心改變也罷，現在越來越人不滿足於打一份工，可能是希望增加財政來源，改變收入結構。 斜槓族只適用於瀟灑、沒有負擔的年輕一代？還是年紀大了反而會想與時間競賽，勇敢嘗試更多？ 既然有空，不如出來飲杯咖啡，說說你的看法？ 有興趣請聯絡我，WhatsApp 90356039. 期待與你見面聊聊😉

social late dinner on last day of easter holiday! chitchat with interesting topics ^°^ japanese ramen and snacks in town !!

Chinese Fusion Bellydance All levels are welcomed! Tue/Sat/Sun $100/hr, or LSS Dance Class Membership Basic & Technique Drill Choreography Enquiry 查詢 : lssdance2012@gmail.com WhatsApp : 65230389 Participants may join LSS performance if learning progress satisfactory. Regular students no need to register here.

**Speakers:** Haowen Huang - Senior Developer Advocate, Amazon Web Services Jacky Wu - Sr. Solutions Architect, Amazon Web Services **Language:** Cantonese **Important notes:** We’re partnering with AgentCon Hong Kong! Our community will join **AgentCon Hong Kong**, a global developer conference focused on AI Agents and autonomous AI organized by the Global AI Community. To attend this workshop, **you must register on the official AgentCon page by the Global AI Hong Kong chapter as well!** Registration on this User Group page **does not** grant venue access. **Official Registration (Required):** [https://globalai.community/chapters/hong-kong/events/agentcon-hong-kong/](https://globalai.community/chapters/hong-kong/events/agentcon-hong-kong/) *** **Important Notes for All Attendees** **1️⃣ Registration Required for Entry** All participants **must** register on the official AgentCon Hong Kong. Venue access will only be granted to people who appear on the official attendee list. **2️⃣ Lunch Ticket Eligibility** Attendees who: * **Check in during the morning session**, and * **Stay for and join the keynote** will receive a **lunch ticket**. **3️⃣ First‑Come‑First‑Served (If Over Capacity)** In case of high demand, lunch tickets will be distributed **on a first‑check‑in, first‑served basis**. Arrive early to secure your ticket. **Join AgentCon and learn about agents. We are happy to have a workshop that day.** **Description:** Generative AI tools have democratized software development, enabling both developers and non-technical users to build applications efficiently. However, these tools struggle with enterprise-level challenges: inadequate project planning, unstructured workflows, poor enterprise integration, and inconsistent code quality. Kiro, AWS's AI IDE tool, addresses these gaps by integrating specification-driven development, structural design, test validation, and automated execution into a standardized, traceable workflow. At re:Invent 2025, AWS launched “Kiro Powers”—extensible capability packages that inject domain-specific expertise into Kiro AI agents. Each Power provides: \- Domain guidance via steering files \(POWER\.md\) \- Tool integration \(MCP services for databases\, payments\, deployment\) \- Automated Hooks for event\-driven actions \(API testing\, infrastructure code generation\) Unlike traditional coding assistants, Kiro + Powers covers the entire development lifecycle—from requirements to deployment—while reducing token costs and ensuring consistent code quality. We'll demonstrate Kiro's capabilities by building a game using Specs, Powers, and Hooks, showcasing its enterprise-grade advantages in planning, automation, and quality assurance. **First come, first served if the number of attendees exceeds capacity!**

Fee: $480/ 2 hours per participant *$500/ 2 hours per participant for late registration within 48 hours of the event to be paid on court via Payme or in cash. Objective: New to tennis? This is exactly where to start! No prior experience needed, join this session to learn the basics in just one class and practice indoor afterwards! Learn a new a sport and enjoy down the road! Upon completing this 2 hour session, you will receive a 10% off discount for t3 tennis for indoor ball machine practices, unlimited use throughout April! Who is t3 tennis? T3 tennis is an indoor tennis facility located in San Po Kong where beginners can practice your strokes with ball machines without worrying about weather or lack of partners. Any RSVP cancelation 48 hours prior to the event you will be responsible for a 50% of the event’s cost or you will be treated as a no-show. Please kindly RSVP and drop by a message on WhatsApp at +852-5409-5420 Learn with Coach Ed -USPTA tennis teaching pro -Former teaching professional at WagonWheel Tennis Center, Coppell, TX, USA **attention first timers** you will receive a private message from me. Please make sure you reply 24 hours upon making an rsvp to the event to confirm your spot. Fail to do so will be removed from the rsvp list. Equipments: Tennis balls will be provided; for new comers and new tennis players, tennis rackets can be provided upon requests in advance. Contact: (whatsapp): +852-5409-5420

We’re excited to partner with AgentCon Hong Kong, the global developer conference focused on AI Agents and autonomous AI! Our community will be hosting a full day of workshops and talks alongside the AgentCon Hong Kong program. Below is the full agenda for our sessions. Come learn, build, and explore the future of AI Agents with us! **Activities:** 1. AI IDE - Kiro Hands-on Workshop x AgentCon Hong Kong 2. Building Multi-Agent Systems in Finance with Strands Agents and Bedrock AgentCore on AWS. 3. Governing AI Agents in Production: From Experiment to Engineering System 4. Empower Team Wide Vibe Coding with LLM Gateway and Security-First MCPs 5. What can go wrong when you ask your agent to go naughty? **AI IDE - Kiro Hands-on Workshop x AgentCon Hong Kong** *[Haowen Huang](https://www.linkedin.com/in/haowenhuang/) \- Senior Developer Advocate\, Amazon Web Services* *[Jacky Wu](https://www.linkedin.com/in/jackywu1/) \- Sr\. Solutions Architect\, Amazon Web Services* Time: 10:40 am Generative AI tools have democratized software development, enabling both developers and non-technical users to build applications efficiently. However, these tools struggle with enterprise-level challenges: inadequate project planning, unstructured workflows, poor enterprise integration, and inconsistent code quality. Kiro, AWS's AI IDE tool, addresses these gaps by integrating specification-driven development, structural design, test validation, and automated execution into a standardized, traceable workflow. At re:Invent 2025, AWS launched “Kiro Powers”—extensible capability packages that inject domain-specific expertise into Kiro AI agents. Each Power provides: \- Domain guidance via steering files \(POWER\.md\) \- Tool integration \(MCP services for databases\, payments\, deployment\) \- Automated Hooks for event\-driven actions \(API testing\, infrastructure code generation\) Unlike traditional coding assistants, Kiro + Powers covers the entire development lifecycle—from requirements to deployment—while reducing token costs and ensuring consistent code quality. We'll demonstrate Kiro's capabilities by building a game using Specs, Powers, and Hooks, showcasing its enterprise-grade advantages in planning, automation, and quality assurance. **First come, first served if the number of attendees exceeds capacity!** **To join this workshop, you need to register at [AWS AI User Group Hong Kong](https://www.meetup.com/aws-ai-user-group-hong-kong/)** https://www.meetup.com/aws-ai-user-group-hong-kong/events/313334952/ **Building Multi-Agent Systems in Finance with Strands Agents and Bedrock AgentCore on AWS.** *[Haowen Huang](https://www.linkedin.com/in/haowenhuang/) \- Senior Developer Advocate\, Amazon Web Services* *[Jacky Wu](https://www.linkedin.com/in/jackywu1/) \- Sr\. Solutions Architect\, Amazon Web Services* Time: 1:15 pm This session explores practical implementations of AI agents for financial services on AWS. Discover how to design multi-agent systems with the Strands Agents framework and Bedrock AgentCore for complex financial workflows—from quantitative backtesting to AI fund manager. You'll learn multi-agent patterns, and agent orchestration techniques. Walk away with concrete architectural patterns and implementation strategies for building production-ready AI agents in finance. **Governing AI Agents in Production: From Experiment to Engineering System** *[Mike Ng](https://www.linkedin.com/in/ngsinching/) \- ex\-AWS Community Builder* Time: 2:30 pm Most AI governance discussions assume AI will "do the right thing" with properguidelines. This talk takes a different approach: assume drift, error, and misalignment by default, then design mechanical structures that make bad behavior expensive. The core idea: systems are defined by what they refuse to do, not what they can do. For AI in production, governance means explicit rejection zones, constitutional constraints that cannot be bypassed, and separation between decision-making and execution. Five governance patterns: constitutional constraints (forbidden states and behaviors), rejection zones (where AI cannot operate), separation of powers (decision ≠ execution ≠ validation), retrieval-led reasoning (grounding over pre-training), and mechanical enforcement (architecture over policy). Developed while preparing experimental multi-agent systems for production deployment in FinTech, where mistakes are irreversible and governance is survival, not choice. **Empower Team Wide Vibe Coding with LLM Gateway and Security-First MCPs** *[Gabriel Koo](https://www.linkedin.com/in/gabrielkoo/) \- AWS Community Builder & Senior Lead Engineer at Bowtie Life Insurance* *[Rakshit Jain](https://www.linkedin.com/in/rakshit-jainn/) \- AI Engineer II* *Bowtie Life Insurance* Time: 3:00 pm Scaling AI-assisted development from a few enthusiasts to 50+ software engineers isn't just about API keys - it's about governance, trust, and standardized workflows. How do you prevent "shadow AI" and budget chaos while granting safe access to production context? At Bowtie, we adopted a layered security-first approach: First, control the traffic; second, secure the tools; third, standardize the behavior. This session covers our journey building a production-grade Vibe coding platform: Layer 1: The AI Gateway (LiteLLM on AWS Fargate + Amazon RDS) We established a centralized choke point for all AI traffic. This enables cost attribution, DLP detection, and usage visibility. Crucially, we enforce this at the network level - blocking direct access to non-official API providers to ensure all usage is visible and governed. Layer 2: Security-First MCP servers We treat AI agents as "CLI versions" of our internal web apps. By building custom Model Context Protocol (MCP) servers that reuse existing permissions and authentications - using Amazon Cognito for internal APIs and OAuth for official SaaS MCP servers - the AI acts as a delegate of the developer with human approvals. No new service accounts, no "god-mode" bots - if you can't do it in the existing user interfaces, the Agent can't do it via MCPs. Layer 3: Custom Skills for Standardization Beyond just tools, we write custom Skills to guide the model's behavior, ensuring generated code aligns with our engineering standards and SOPs (e.g. grab a ticket, fetch knowledge base, apply a fix, close the ticket) before a PR is even opened. Walk away with an architectural blueprint for democratizing AI access that satisfies the strictest security requirements while giving developers the friction-free vibe coding experience they crave. **What can go wrong when you ask your agent to go naughty?** *[Richard Fan](https://www.linkedin.com/in/richardfan1126/) \- AWS Hero \| An independent security researcher* Time: 3:30 pm We security folks all want to secure the AI agents, restricting their capability, putting guardrails, using system prompts, ... just to make sure the agents don't go rogue. But what if the AI agent is specifically designed to do bad things? Suddenly, the rule is changed. The instructions are encouraging agents to make harm, and the guardrails are half-opened, so as to allow the agent to do its job. In this scenario, what can go wrong? In this session, Richard will talk about AWS Security Agent, an AI agent designed to do automated penetration tests. He will share the security issues he found on the agent and highlight the challenges when building agents that simulate harmful actions. **Important notes:** We’re partnering with AgentCon Hong Kong! Our community will join **AgentCon Hong Kong**, a global developer conference focused on AI Agents and autonomous AI organized by the Global AI Community. To attend this workshop, **you must register on the official AgentCon page by the Global AI Hong Kong chapter as well!** Registration on this User Group page **does not** grant venue access. **Official Registration (Required):** [https://globalai.community/chapters/hong-kong/events/agentcon-hong-kong/](https://globalai.community/chapters/hong-kong/events/agentcon-hong-kong/) **Important Notes for All Attendees** **1️⃣ Registration Required for Entry** All participants **must** register on the official AgentCon Hong Kong. Venue access will only be granted to people who appear on the official attendee list. **2️⃣ Lunch Ticket Eligibility** Attendees who: * **Check in during the morning session**, and * **Stay for and join the keynote** will receive a **lunch ticket**. **3️⃣ First‑Come‑First‑Served (If Over Capacity)** In case of high demand, lunch tickets will be distributed **on a first‑check‑in, first‑served basis**. Arrive early to secure your ticket. **Join AgentCon and learn about agents. We are happy to have a workshop that day.**

Shing Mun Reservoir is one of the **most beautiful and idyllic trails** in Hong Kong. The reservoir is nestled between Tai Mo Shan and [Needle Hill](https://droneandslr.com/travel-blog/hong-kong/needle-hill-hike/) and features scenic viewing points, natural attractions, and over 20 picnic spots. The reservoir is also known for its bustling wildlife, including monkeys, butterflies, and cattle. And its character changes with every season! **Quick Stats** * Meeting Point: Lai Chi Kok MTR Station (**Exit A**) * We will take a bus to the starting point * Distance: 8 - 10 KM (including walk from Bus Stop) * Highest Elevation: 250ish Metres * Time: 10:00 AM * Difficulty: 5/10

【歡迎只作旁聽，會作分享的書友優先】 1. 活動目標：希望大家能夠分享閱讀心得，開開心心共渡週末。 2. 地點：歡迎參加者提議，消費自付。 3. 時間：下午2時至5時（3小時） 4. 活動流程：以廣東話為主，輪流分享閱讀所見所聞，其他人輪流發問。希望各人藉此更能深刻了解書本知識，用更多不同角度探索書本， 互相啟發及學習。 5. 參加者需帶備一本已經閱讀80%或以上的書本 （中英文書皆可），歡迎絕大部分主題：勵志、心理、商業、股票、旅遊、運動、健美、中西醫療、哲學、散文、美術、種植、歷史、學習方法等等。不接受漫畫、雜誌、報章及任何淫褻不雅之讀物。 6. 活動在午餐 / 下午茶中進行。 7. 失約和習慣性最後一刻退出的成員，將從成員名單中刪除。 8. 若有候補名單，曾經失約和曾經最後一刻退出的成員，他們當次出席的名額將給予其他候補成員。 9. 其他事項：活動期間，參加者應小心看管個人財物，如有任何損失，本會概不負任何責任。

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

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

Join us for lunch at Cooper’s Hawk in Easton. If the weather is nice, we’ll enjoy lunch on their gorgeous patio!

**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 us for an in-depth workshop on Agentic AI through AWS, where we’ll explore foundational concepts, real-world use cases, key AWS services, and how to get started building your own intelligent systems. Led by AWS Solutions Architect and Dev Advocate Fabricio Flores. Hosted at Pomerene Hall 250!

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!