Test Driven Development

Welcome back to our meetup in June. * **06:00 PM** Registration, dinner, networking * **06:30 PM** Talk starts Talk 1: Practical AI from Gemini Embedding 2 for Simplified RAG Search with Rich Context and Less Preprocessing - Imagine the possibilities if you could find a document using an image, or find audio from a report, or find a video with a sentence. \- Simplifies RAG Systems \(one multimodal retrieval pipeline instead of multiple fragmented systems\) \- Less preprocessing \(e\.g\. no transcription needed\) less infrastructure complexity \- Richer context \(text \+ visuals \+ audio\) \- A major step from “document chatbots” to truly context\-aware AI systems Gemini Embedding 2 changes what Retrieval-Augmented Generation (RAG) can fundamentally do. Instead of treating text, images, audio, video, and documents as separate systems, AI can now retrieve and reason across all of them together in one shared understanding layer. This means users can search videos with natural language, retrieve diagrams from spoken conversations, match screenshots to documentation, or ground AI agents with real-world multimodal context — capabilities that were previously complex or unreliable without multiple specialized pipelines. Talk 2: Designing Memory Systems for AI Agents AI agents need memory to maintain context across sessions, learn from experience, and handle long-running tasks. The challenge? Deciding what to remember, where to store it, and how to retrieve it when it matters. In this workshop, you'll learn a practical framework for architecting memory systems that actually work in production. We'll cover: \- Types of memory in agentic systems \- Storage patterns: Where to persist memories and how to structure them for retrieval \- Retrieval strategies: Combining vector search with metadata\, recency\, and other signals \- Memory lifecycle: When to create\, update\, or prune memories to keep your system performant You'll apply this framework by building memory into an AI agent and seeing how different design choices impact behavior. You will be provided with all the resources required to successfully execute the hands-on portions of the workshop, including Jupyter Notebook templates with pseudocode. During the workshop, you will replace the pseudocode in the templates with your code. At the end of the workshop, you will also be able to check your learning and earn a skill badge to share with your network! https://learn.mongodb.com/courses/memory-for-ai-applications ## **Future Talk: TBA** **Awaiting confirmation: Federated Layer to Manage a Multi-Agent Synthetic Workforce** Agents are starting to act as workers in real production systems, and workers need a management layer. The question everyone should take back to your laptop: in my own agent stack, what happens on the second concurrent write, and can I prove, today, under whose authority my agent acted? How do I manage my synthetic workforce in production.

**Please click [https://www.facebook.com/share/p/182NMgTpDU/](https://www.facebook.com/share/p/182NMgTpDU/) .** **For full trip details, please WhatsApp:** Janice - [https://wa.me/6590491636](https://wa.me/6590491636) **For more adventure trips, please click** [https://linktr.ee/thetravellingbackpack](https://linktr.ee/thetravellingbackpack)

Welcome to Scoop & Spark — a warm and welcoming community where people come together to connect, unwind, and enjoy meaningful moments over ice cream, waffles, and good company. Whether you’re here to make new friends, share stories, network, or simply take a break from the daily rush, we’re glad to have you here. This is a space built on kindness, positive energy, and genuine connections. Come as you are, join at your own pace, and let’s create sweet memories together. ✨🍨 Entrance fee $5: you may redeem a canned drink or a cup of single scoop ice cream of your choice.

**Please click [https://www.facebook.com/share/p/182NMgTpDU/](https://www.facebook.com/share/p/182NMgTpDU/) .** **For full trip details, please WhatsApp:** Janice- [https://wa.me/6590491636](https://wa.me/6590491636) **For more adventure trips, please click** [https://linktr.ee/thetravellingbackpack](https://linktr.ee/thetravellingbackpack)

Tennis practice socials for beginners. Have you just started tennis lessons and looking for beginners to practice with ? Casual rally session Btw I’m not a teacher I’m also a beginner who is currently taking lessons. Just need to bring you own rackets and water The court is free since it’s in my condo Max 4 participants including myself

Ever wished making new friends as an adult was actually fun? This is your Tue Evenings sorted. **Welcome to Gotomo — where strangers become Tomos.** **What we've got covered:** * All paces welcome! 🏃 * A leisurely 3–5km along Marina Bay waterfront * A Circle of Six — Tomos who run together, stay together * Post-run drinks at a bar. * You've earned it. 🍻 **What to bring:** * 👟 Comfortable running shoes & sports clothes * 💧 A water bottle Go run. Go connect. Gotomo. * 📍 Location: Marina Bay 🕡 Start time: 6:30 PM * 💬 WhatsApp us at +65 8184 0446 for questions **How to join your Circle of Six:** Head over to gotomo.co to register and book a slot — exact meeting point revealed 24 hours before the event. Register via gotomo.co to confirm your slot *Strangers today. Tomos tomorrow.* *gotomo.co* *📲 Follow us for updates and early access to upcoming events:* *Instagram: @gotomo.sg* *Telegram: t.me/gotomo_sg*

Want to test your skill at the sport? Be the Willliam Tell or Robin Hood? Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports. Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students. **Past Experiences** * National Team (Compound) 2000 - 2002 * National Junior Development Team Coach (Compound) 2013 - 2015 * Community Club Compound Coach 2013 - 2018 * National Team (Compound) 2018 - 2020 * Tampines Meridian Junior College Archery Coach 2018 - now ### **Address** 9 Ah Hood Rd, East Asia Institute of Management ### **Schedule** Fridays 1030AM - 12PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

A taste of [GrafanaCON](https://grafana.com/events/grafanacon/) is coming to you here in Singapore! Join your local observability community for an evening of open source inspiration, real-world stories, and meaningful connections - all in a laid-back, meetup-style setting. This event will feature a recap of the [GrafanaCON](https://grafana.com/events/grafanacon/) keynote from Anthony Woods, Co-Founder of Grafana, combined with fresh voices from your own community. Walk through Grafana 13 and the most impactful improvements across the platform. Learn about how Grafana is becoming easier and safer to operate as production infrastructure, with updates that improve configuration management, recovery, and long-term maintainability. The session showcases significant advances in core user workflows, including more flexible and powerful dashboards, with improved performance. Whether you’re building dashboards, scaling Kubernetes, contributing to open source, or just getting started - this meetup is for you! 🎟 Free to attend 🍕 Pizza + drinks provided 🤝 Built for connection 💡 Real talks from real practitioners Agenda: 1815-1900: Arrivals and pizza 1900-1945: GrafanaCON recap presentation (Anthony Woods, Co-Founder of Grafana Labs) 1945-2000: Q & A 2000-2030: AWS DevOps Agent Integration with Grafana (Praful Bagai, Head of Developer Experience, India & South Asia, AWS) 2030-2100: Grafana 13: Deep Dive (Joe Blubaugh, Principal Software Engineer, Grafana Labs) Note that by registering for this event you consent to related event & product communications from Grafana Labs and agree to our [code of conduct](https://grafana.com/events/events-code-of-conduct/).

## 提升沟通技巧，通过教练助力（中文活动） 想要在日常交流中更加自信吗？来参加我们的线下教练沟通工作坊吧！这里有丰富的实战经验，帮你掌握有效沟通的要点。无论是职场还是生活，这都是个让你提升表达力的绝佳机会。别犹豫，快来和我们一起互动学习，解锁更顺畅的人际关系吧！ Fern Deng, PCC, Mentor Fern Deng is an International Coaching Federation (ICF) Professional Certified Coach who specializes in executive and life coaching. Her work centers on empowering individuals and leaders to unlock their potential, align with their values, and create purposeful and confident pathways forward. Through her coaching, Fern helps clients cultivate clarity, resilience, and presence- enabling them to lead authentically and thrive in complex personal and professional landscapes. At the heart of Fern’s practice lies her Empowerment-based 3Cs Coaching Model: Congruency, Competency, and Confidence. This model reflects her belief that true empowerment begins with self awareness and alignment. Before stepping fully into coaching, Fern built a successful 12-year career in luxury retail and beauty multinationals, holding leadership roles at L’Oréal, Chanel, Clarins and Salvatore Ferragamo. In these organizations, she led high-performing teams across marketing, branding, and sales, working closely with cross-functional and cross-cultural groups. Having personally experienced the demands of driving performance, managing stakeholders, and balancing strategic vision with team dynamics, Fern understands firsthand the challenges leaders face when they need to inspire, motivate, and adapt across different roles and contexts. This insight deeply informs her coaching- allowing her to meet leaders where they are, with empathy and realism. With a strong foundation in leadership and people development, Fern partners with clients to navigate transitions, strengthen communication and influence, and build the mental agility needed to thrive in today’s fast-paced environments. Her approach is both strategic and human-centered- combining business acumen with emotional intelligence and psychological depth. Fern’s coaching presence is grounded, intuitive, and compassionate. She believes every individual holds the innate capacity to grow when provided with the right balance of challenge and support. In addition to her executive and life coaching work, Fern mentors aspiring coaches and facilitates leadership development programs, helping professionals strengthen their coaching mindset, communication, and emotional agility. Fern has partnered with organizations such as NTUC Income, Ministry of Social and Family Development, CMIC Group, BusyBees, Omni-Health, BHS Corrugated, AIA, Singapore Power and Singapore General Hospital. A lifelong learner at heart who has a deep interest in human behaviour and the psychological foundations of change, Fern is currently pursuing a postgraduate diploma in Counselling and Psychology (graduating in June 2026). This allows her to better support clients with mental health challenges and to be able to hold space ethically and compassionately for them Nee Soon East CC Level 4, Room 4, 7pm (Only registered are allowed to enter, seats are limited)

Halo Data Engineers Singapore! We are excited to welcome **Jason Jebanesan JEBANESAN** from **Credit Agricole CIB** & **Kelvin Kok,** from **Axrial** to talk about: ***Stop Tuning Your RAG Start Orchestrating - by Jason*** RAG was supposed to fix hallucinations, instead it introduced a new class of silent production failures. Tuning won't save you. RAG is a control-plane problem, and MCP is the wire underneath. ***10x Your Data Engineering: Rapid Glue ETL Prototyping with Kiro - by Kelvin*** ​The longest mile in data pipeline construction is building the transformation layer. Manually configuring AWS Glue jobs can bottleneck an entire project. In this lightning-focused talk, we’ll show you how we use Kiro to completely bypass the boilerplate. We will walk through how we feed technical constraints into Kiro to rapidly generate highly optimized AWS Glue ETL logic, ensuring efficient execution while keeping developer velocity at an all-time high. **Expected agenda:** **6.30pm - 7.00pm** \- Registration\, Food & Networking **7.00pm - 7.45pm** \- Presentation & QnA by Jason **7.45pm - 8.30pm** \- Presentation & QnA by Kelvin **8.30pm – 9.00pm** \- Post\-event Networking Hope to you all soon! Cheers! DESG

🥾 **Backpack Endurance Hike – Consistency Steps Training!!!** Route: Hillview MRT EXIT A ➝ Dairy Farm Nature Park ➝ Bukit Timah Summit ➝ 2-3 Staircase Loops ➝ Beauty World Shopping Centre for lunch. **Date: 7th June 2026 (Sun)** **Meeting Time: 8 am** **Meeting point: Hillview MRT Exit A** **Your Leader in Fitness: Gary** Join us for a practical endurance training session designed to build back strength, overall stamina, and backpack carrying efficiency, perfect for those preparing for long-distance hikes and treks. We will tackle a mix of trail and stair climbs to simulate the kind of effort and strain experienced during multi-day hikes. This session focuses on consistency, not speed, ideal for beginners and experienced hikers alike who want to train smart. 🧳 What to Bring: \*Backpack (with at least 5-7kg weight to simulate real conditions) - Minimum 1.5L of water \*Light snacks or energy bars - Towel/small cloth \*Rain gear or poncho (weather dependent) - Proper hiking shoes \*Sunscreen and cap - EZ-Link card / small cash for lunch Note: Train smart. This is not a race. The goal is to develop strength and endurance through consistent effort and mindful pacing. Let’s gear up and get trail-ready! 💪 Bad weather contingency plan: *Waterproof your belongings and bring rain gear (rain cover, jacket, poncho, or umbrella). Please read this #1 - This is a number-controlled event. Please come only if you are on the attending list. #2 - We will move out at 8.05am sharp. We are not able to wait for late comers. #3 - As this is a limited number event, please check your calendar and make sure you can come before you RSVP. Do not change your attendance at the last minute and deny someone else who genuinely wishes to come. ### Important Liability Notice By joining this training, you acknowledge that you are participating voluntarily and understand the physical risks inherent in this activity. AU is not responsible for any injuries, accidents, or health complications that may occur during the training. Please ensure you are medically fit and adequately prepared for the demands of the session.

**Try new prototype games from local designers! Designers and non-designers welcome.** **FREE gaming/playtesting of \*\*\*unpublished games only\*\*\*** * $2.50 for 1 non-alcoholic drink (excl. milkshakes/spritzers) (U.P. $7) * $6.00 for one 300ml draft beer or glass of house wine (U.P. $12) * 20% discount on all additional food orders **Designers** \- playtesting is free\! We only ask that you split your time between testing your game and helping other designers out\. **Other notes:** * *Playing published games (from the library or otherwise) will incur the cafe's usual $10/pax board game cover charge* * *All prices before 10% service charge and GST*

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. 4. As the Etch toolset evolves, so too will the class outline below. **Introduction:** Our Site Building with Etch class provides detailed instructions on the philosophy of the Etch development framework, as well as in-depth, hands-on instruction on using the Etch environment and associated tools. Anyone familiar with Kevin Geary and the Digital Gravy set of products will tell you that they offer ground-breaking approaches to professional WordPress site development. As we write this, the Etch toolset and environment are rapidly taking shape, with weekly quantum leaps forward in WordPress development methodologies. As early investors in the Etch product offering and its development process, we are actively testing and evaluating the toolset as it takes shape. We are beyond excited to see how WordPress site development is being modernized, and can't wait to bring this course set to you. It will be a paradigm shift in page and site development within WordPress, as well as moving your development mindset light-years forward. Join us as we explore Etch and dive deep into development approaches that will genuinely elevate your craft as a website developer and agency provider. Scalable, responsive, compliant websites are now within easy reach, and Etch provides both the platform and toolset to take you there. **The breakdown of the 10-class series is as follows:** * Class 01 - TBD * Class 02 - TBD * Class 03 - TBD * Class 04 - TBD * Class 05 - TBD * Class 06 - TBD * Class 07 - TBD * Class 08 - TBD * Class 09 - TBD * Class 10 - TBD Throughout the class sessions listed above, we cover the following key areas of web development with Etch: * **Introduction to Etch Interface:** * Familiarization with the toolset's layout and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Etch's interface, incorporating sections, divs, containers, and elements to build semantically correct page structures. * **Styling and Design:** * Utilizing Etch's styling approach to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box, and even built-in fields) to build data-driven websites. * **Component Building:** * Creating and managing reusable components for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Etch contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Etch, catering to both beginners and experienced web developers alike.

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class from BOTH a sign-up and fee perspective is a separate entity. **Introduction:** Our Page Building with Bricks web development class provides detailed instruction for using Bricks Builder, a visual site builder for WordPress, to create and manage websites. Widely considered by many of the world's leading web developers to be the most complete page builder on the market today, Bricks Builder offers a wide range of features and comprehensive tools. Our Bricks Builder web development class provides detailed instructions on utilizing the toolset. The series of courses covers the core features of Bricks Builder, enabling users to design and develop responsive, visually appealing websites. Moreover, the courses are oriented to reinforce a focus on professional, scalable web development. Throughout the series, we focus our page-building instruction on the semantic and structural integrity of the pages in a responsive world. By the end of the 10-class series, participants will have a fundamental understanding of proper web page and website development. **The breakdown of the 10-class series is as follows:** * Class 01 - Survey of Page Builders / What Bricksbuilder Does For You * Class 02 - Boxes, Boxes, Boxes / Sections / Containers * Class 03 - Static Units / Relative Units / Responsive Development And Math Functions * Class 04 - CSS Variables And DRY Development / Classes And Global Styling * Class 05 - CSS Grid And CSS Flexbox * Class 06 - Responsive Development / Breakpoints And Media Queries * Class 07 - Effective Use Of Color / Effective Use Of Images * Class 08 - Beginning To Think Dynamically / Using Templates And Components * Class 09 - Dynamic Styling / Data Attributes And Attribute Selectors * Class 10 - Pseudo Elements / Programmatically Styling With Pseudo Classes Throughout the class sessions listed above, we cover the following key areas of web development with Bricks Builder: * **Introduction to Bricks Builder Interface:** * Familiarization with the builder's layout, including the toolbar, panel, and canvas, and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Bricks' drag-and-drop interface, incorporating sections, rows, columns, and elements to build page structures. * **Styling and Design:** * Utilizing Bricks' styling options to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box) to build data-driven websites. * **Template Building:** * Creating and managing reusable templates for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Bricks Builder contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Bricks Builder, catering to both beginners and experienced web developers.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd