Product Design

AI Engineer is coming to Singapore - and Google DeepMind (as a sponsor of the event) also wants to contribute to its general aura of awesomeness! Talks (each around 20mins long): **"Prototyping fast in Antigravity" - Ivan Leo** Ivan has been using Google Antigravity to rapidly build and prototype systems-level Zig libraries like teul and gil. He’ll walk through his actual day-to-day workflow and share the biggest lessons he's learned about steering AI when writing low-level code. Before joining Google DeepMind, Ivan worked on building agents at Manus AI (SG) before its acquisition by Meta in 2026, and so brings a practical view on what it takes to turn agent capabilities into products developers can actually use. **"Robotics Planning with Gemini" - Chaitanya Jadhav & Anurag Roy** Seizing the opportunity to do a lightning talk at the intersection of Robotics (the subject of the April MeetUp) and Gemini, Anurag and Chaitanya will demonstrate how Gemini's multimodal and reasoning capabilities can power a pipeline that converts photos of an indoor space into a map and generates executable task plans for robots with different embodiments. **"Something cool with TTS" - Martin Andrews** In this lightning talk, Martin has been playing with the Gemini Flash TTS models - and will demo both its regular API, and how it can be incorporated into various workflows. **"From Lab to Laundry: Scaling Robot Autonomy in the Real World" - Daniel Ng & Siddharth Krishnan** Google DeepMind’s ALOHA accelerated robot learning and model development, yet a gap remains between successful lab demos and robots working reliably in production. Daniel and Siddharth share their experience deploying ALOHA-based teleoperated robots in real work environments to bridge this autonomy gap; and explain why teleoperation will play key role in autonomous deployment. Apparently, there will be hardware! **FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event \-\-\- Talks will start at 7:10pm (entry at 6:45pm) and end at around 9:00pm, at which point attendees can come up to the front for a bit of a chat with each other, and the speakers. Due to some recent security incidents at the venue please take note of the new DevSpace security procedures [https://bit.ly/devspace-security](https://bit.ly/devspace-security) Attendees will not be admitted later than 15min after the talks have started. As always, we're actively looking for more speakers - both '30 minutes long-form', and lightning talks. For the lightning talks, we welcome folks to come and talk about something cool they've done with keras, PyTorch, JAX and/or Deep Learning for 5-10mins (so, if you have slides, then #max=10). We believe that the key ingredient for the success of a Lightning Talk is simply the cool/interesting factor. It doesn't matter whether you're an expert or an enthusiastic beginner: Given the responses we have had to previous talks, we're sure there are lots of people who would love to hear what you've been playing with. If you're interested in talking, please just introduce yourself to Martin at one of the events.

**Special topic for this week: TODO!** Have you ever wondered what happens after you write your program in any programming language and hit "Run"? Welcome to the new group dedicated to Compiler Engineering so we can discuss language design, static analysis, VMs, and code generation. Topics related to hardware architecture and FPGA are also welcomed! **Join us weekly and learn about:** * The vision for this group. * A crash course on how to start learning compiler dev (including top book recommendations). * An open networking session for showcasing projects and finding collaborators. * Weekly topic to learn about particular aspect of programming languages or hardware **Who is this for?** * Anyone building DSLs or new languages. * Anyone curious about low-level systems and programming * Anyone hiring for compiler/toolchain roles (come pitch your jobs!). * Anyone who wants to learn more about programming languages nature! This isn't a lecture—it's a conversation. Come share your projects and get motivated! This group is not super serious, so if you want to just yap about how bad is the new C++ standard you can find some listeners here. See you!

Ready to go beyond just *drinking* Champagne and actually understand it like an expert? 🍾 Join us for a fun, interactive, and eye-opening masterclass designed for wine lovers of all levels. Whether you’re a total beginner or already enjoy wines, this session will transform the way you experience Champagne. **✨ WHY CHAMPAGNE?** Champagne isn’t just about bubbles—it’s the most prestigious sparkling wine in the world. From its unique production method to its rich French heritage, every bottle tells a story of craftsmanship, terroir, and tradition. And yes… it might even help you win hearts 😉 **🍾 WHAT YOU’LL EXPERIENCE** **📚 Lesson Highlights:** * Introduction to Champagne regions & history * Understanding Champagne & sparkling wine labels * How Champagne is made (Traditional Method) * What “dosage” means and why it matters * Tips to choose great Champagne (and avoid overpaying!) * How to open, store & serve Champagne properly **🥂 Guided Wine Tasting:** * Taste the 3 key Champagne grapes: Chardonnay, Pinot Noir, Pinot Meunier * Learn professional tasting techniques * Compare styles: * Champagne vs Prosecco vs Cava * Blanc de Blancs vs Blanc de Noirs * Vintage vs Prestige Cuvée ✨ Plus: Taste a **Grand Cru Champagne** praised by top wine critics and featured in *“1001 Wines You Must Try Before You Die”* **👨‍🏫 MEET YOUR EDUCATOR** Learn from **PK Chua**, a certified WSET educator known for his fun, engaging, and no-snobbery teaching style. From IT professional to wine expert, his passion makes wine education approachable and enjoyable for everyone. **💬 IS THIS FOR YOU?** ✔ “I don’t know much about wine.” ✔ “Wine feels intimidating.” ✔ “I don’t know how to taste properly.” ✔ “I want to choose better wines.” 👉 If you said yes to any of these, this class is perfect for you. **📅 EVENT DETAILS** **Date:** 13 May 2026 **Time:** 07:00 pm - 09:00 pm **Location:** Central Singapore (near Lavender & Bendemeer MRT) **💰 PRICING** Regular: $250 🎟 **Early Bird:** $129/pax 👯 Bring a friend: $109/pax *Limited slots available!* **🔥 WHY JOIN?** * Learn to buy and order wine confidently * Impress friends, clients & colleagues * Upgrade your wine knowledge (and lifestyle 😉) * Join 6000+ satisfied students who loved our programs **🎟 RESERVE YOUR SPOT:** [https://finewines.com.sg/event/be-an-expert-in-champagne-masterclass-13-may-2026-24/register](https://finewines.com.sg/event/be-an-expert-in-champagne-masterclass-13-may-2026-24/register) **🥂 Sip smarter. Choose better. Impress effortlessly.** Are you ready to unlock your wine palate?

**For ages 10 and above.** Ready to learn a fun and exciting sport while getting some exercise? Our pickleball group classes offer a welcoming and supportive environment where you can learn and improve your skills while also making new friends. Our certified coaches will guide you through the basics of the game and help you to develop your technique and strategy. So, whether you are a seasoned athlete or just starting out, come join us for a thrilling and energizing game of pickleball! ### **Booking Information** * The instructor will reach out to you once you've booked the class * Should the instructor not reach out to you within **24 hours** of the booking of the class, **your credits will be refunded.** * Please note that a paddle rental of **$5** will need to be paid separately to the instructor if you don't have one, as **equipment rental fees are not covered by LyfeGo credits.** ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

\*\* **Registration** **on** **[Luma](https://luma.com/3tr7g20i)** **is** **required** \*\* A vibrant gathering of technology, creativity, and community awaits! 🌴✨ Join fellow iOS developers and enthusiasts to dive into hands-on sessions, exchange ideas, and explore new ways to craft meaningful app experiences 📱💡. Whether you're refining your skills or discovering fresh inspiration, this is your space to learn, build, and connect with like-minded creators 🤝🌍. Let’s make this summer count. 🗓 **Date & Time**: Wednesday, 13 May 2026 🕒 **Time**: 6:30 PM - 8:30 PM 📍 **Location**: Apple Developer Center, Solaris, 1 Fusionopolis Walk, L5 South Tower, Singapore 138632 🌸 What's blooming this May: * 6:00 PM: 🍕 Food, drinks & mingling with fellow devs * 7:00 PM: 🎤 10-min host intro & community updates * 7:10 PM: **Messy Notes → Action Items: 0 Token Cost, 100% On-Device - Tc Pun** What if your chaotic handwritten meeting notes could instantly become structured action items, summaries, decisions, follow-ups, and tags—with zero cloud dependency? This demo reveals how Apple’s Foundation Models framework does exactly that: raw scribbles go in, clean Swift structs come out. No APIs. No token costs. No messy text parsing. Just SwiftUI + guided generation running entirely on-device. * 7:40 PM: **Building in Public in the AI Era: ASC CLI Journey - Rudrank Riyam** I share about my journey of building ASC CLI, an unofficial App Store Connect command-line tool, in public, and how AI-driven development helped me create, maintain, and grow it faster than I imagined. I will cover my workflows of using cloud agents + automation, the reality of maintaining open-source projects, and how one CLI unexpectedly led to 14 job opportunities, 3 acquisition offers, and the decision to move from 7 years of freelancing into a full-time role in the AI era! 🧑🏻‍💻 **Speakers** **1\. Tc Pun** **2\. Rudrank Riyam** **💖 Special Thanks** A huge thank-you to Apple for their continued support of iOS Dev Scout — and to you, our amazing community, for bringing the passion and curiosity that makes every meetup bloom! Come with fresh energy and your iOS spirit — let's make 2026 a year of growth and innovation! ✨ **Can't wait to see you there!** The iOS Dev Scout Team Hiring for iOS / macOS? Let the organisers know, and we'll give you a short airtime! \*\*\* "Everyone has some things to learn. Everyone has some things to teach."- Paul Hudson. \*\*\* We welcome everyone who wants to share their iOS / macOS learnings with the Singapore community! \*\*\* **iOS Conf SG** iOSConfSG 2026 just ended, let the chefs rest but details are always available at [https://iosconf.sg](https://iosconf.sg/)! Follow us on Twitter at [@iOSDevScout](https://twitter.com/iosdevscout) and [@iOSConfSG](https://twitter.com/iOSConfSG) for the latest updates: * LinkedIn: [https://www.linkedin.com/company/iosconfsg](https://www.linkedin.com/company/iosconfsg) * Facebook: [iOSConfSG](https://www.facebook.com/iosconfsg/) * YouTube: [@iOSConfSG](https://www.youtube.com/@iOSConfSG) * Instagram: [@iOSConfSG](https://www.instagram.com/iosconfsg/) * Discord: [https://discord.gg/xqbGpcjra7](https://discord.gg/xqbGpcjra7) \*\*\*

Join us for an **advanced, hands-on session** focused on mastering best practices for development with Claude Code. We'll go beyond the basics to cover *planning, testing, and implementation, including deep dives into custom skills, subagents, hooks, context management, and maximising parallelisation using worktrees*. It's a walk-through of powerful agentic coding techniques on a live project, not slides about them. **What we'll cover** \- Claude Code configs\, plugins\, MCP\, and CLAUDE\.md \- The plan to review to implement workflow and why planning first prevents AI slop \- Power\-user territory: custom skills\, subagents\, and hooks\, and how to know when to reach for each \- Context management and progressive disclosure \- Worktrees: running multiple agents in parallel and trusting the output **Speakers** Aritejh — Senior Software Engineer working on agentic applications in the FinTech industry. He's used Claude Code, Codex, OpenCode, and GitHub Copilot to ship agentic systems in production. Manaswini — Senior Backend Engineer passionate about tackling the hardest problems in this space. She's drawn to the start-up world and volunteers across communities to support women in tech. Eileen — Lead at Women Devs SG. She enjoys supporting others on their engineering journey and believes AI will reshape software development, pushing engineers to keep adapting how they learn, build, and think. **Who is this for?** Software developers already using Claude Code (or another agentic coding tool) who want to push their workflow further. Whether you live and breathe these tools or you're using them sometimes and want to level up, this one's for you! **What to bring** \- Your laptop with Claude Code installed beforehand\. This is hands\-on\, and we'd rather spend the time on techniques than on setup \- Your current workflow questions as there will be Q&A throughout **About the partners** Women Devs SG is a Singapore community for women developers that organizes events, mentorship, and spaces where engineers at every stage can learn from each other. General Assembly is a global learning community and our venue partner for the evening, providing the space for us to gather and build together. A community initiative by Women Devs SG, in partnership with General Assembly. Registration starts at 6:30pm and the actual session at 7pm!

Join us for our Squash Sessions happening every Monday / Wednesday / Thursday 6pm to 8pm or 8pm to 10pm Suitable for beginners to the Squash Regulars. Each Session is $15 for pay per play. You can also enquire about being a member when you arrive. We use Meetup.com to advertise the session and our members use a private whatsapp group to register. So should you be the only one signing up, you may still see a full house that evening. Do sign up prior as we are limited to 16 pax per 2 hours sessions. Do whatsapp the organizer at 9006 0909 @Trevor to expedite the reply and confirmation of your bookings.

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-14may2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** Balancing speed and stability is a constant challenge in evolving multi-product ecosystems, where teams must make deliberate trade-offs between rapid iteration and long-term reliability. In this edition of ***STACK Meetup [Engineering]***, GovTech speakers from the ***GovWallet suite – GovEntry, GovRewards, GovSupply, and GovWallet*** – will share their grounded experiences from building and scaling across multiple products, offering a closer look at how engineering teams make decisions, prioritise effectively, and evolve systems as complexity grows. Whether you’re shaping architecture, building systems or driving delivery, gain practical perspectives on making better trade-offs, prioritising effectively, and building with greater clarity and intent. Learn with us today: **[go.gov.sg/stackmeetup-14may2026-mc](https://go.gov.sg/stackmeetup-14may2026-mc)**! Who should attend: Software engineers, backend developers, system designers, and engineering managers, who are building and scaling systems across multiple products. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Satoshi Hayashi, Lead Product Manager, Platform Products, Government Digital Products (GDP), GovTech Singapore 7:15pm: Our API-First Journey: Building the Engine Before The Car By Chia Wei Kang, Software Engineer, Government Digital Products - GovEntry, GovTech Singapore 7:35pm: The Art of Small Wins: Build Only What You Need, When You Need It By Alvin Choong, Engineering Manager, Government Digital Products - GovEntry, GovTech Singapore 7:55pm: Diving Into Various Multi-Product Use Cases and Our Learnings By Immanuella Lim, Engineering Manager, Government Digital Products - GovWallet, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-14may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

🎨 Calling all hobby artists and creative souls! Join us for a relaxed afternoon of painting and making art together at a cosy cafe. Bring whatever you're working on (e.g. watercolours, sketching, ink, or any other medium) and have a good time creating side by side with a company of like-minded people :) Please note: 1. This is an unguided art session. 1. All art mediums are welcome. 1. No art materials will be provided. Please bring your own. 1. Make sure your materials fit on a standard cafe table (e.g. tablets, laptop, A4 sketchbook, travel watercolour set). 1. We'll start with a brief round of introductions and end with optional sharing. 1. We’ll order our own drink / food at the cafe. ✨As spots are limited, please keep your RSVP up to date. Thanks! ✨

**For ages 13 and above.** We recommend a comfortable t-shirt and track pants or long pants. Please ensure your attire does not have sharp edges as these might cause unintended injuries to others and yourself. We also recommend you to wear clothes that you can afford to get ruined as there are many contact drills where they could get pulled or warped. We do not have shower facilities at the gym although there is a changing room and toilet at both locations. You can bring a set of spare clothes to change into after class with a towel or wet tissue to clean yourself if you wish. Bottled water is available for purchase at both locations, but you can also bring your own plain water. Food and drinks are not permitted in the venues. ### **Address** Lor 23 Geylang, #03-05 37, Singapore 388371 ### **Schedule** Saturdays 10AM - 11AM ### **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.

**For ages 13 and above.** In this class, you will build on the basics from Foil Foundational Class and continue to learn more advanced technical skills and their applications, such as: * Different parries * Compound attacks * Counter riposte * Counter attack ### **Address** 231 Mountbatten Rd, BLK F, #01-01, Singapore 397999 ### **Schedule** Fridays 730PM - 930PM ### **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.

**Avatar Agentic AI — AI Masterclass Series** Learn from AI Experts at Singapore's leading Agentic AI practice. Each session goes beyond theory — expect live practical demonstrations, real-world use cases, and hands-on practice with the latest AI tools transforming how businesses operate. Whether you're an SME owner, operations manager, or tech-curious professional, our masterclasses are designed to give you immediately applicable skills — from AI-powered workflows and WhatsApp automation to intelligent document processing and digital transformation strategies. Join us and experience AI the way it’s actually deployed — in action.

**Join us for a fun and exciting photography adventure at Boat Quay! This is the perfect spot to capture stunning photos of the beautiful riverside, colorful buildings, and bustling atmosphere.** **Whether you're a pro or just starting out, bring your camera or even your mobile phone and let's explore this vibrant area together. We'll kick off with a quick meet and greet, then head out to click pictures side-by-side.** **After our photo walk, we'll end at a nearby coffee shop to chat, share our experiences, and enjoy some refreshments.** **Join us if you are interested in photography. It doesn't matter if you are a pro or a beginner; we do it for the love of photography. We'll kick off with a short meet and greet before heading out to click pictures together.** **After our photo walk, we'll end at a nearby coffee shop to chat and share our experiences.** **This is a free event, but please RSVP to let us know you're coming. If you have any trouble finding us or have questions, feel free to call or text: Jay: +65 9352 0249 Sandeep: +65 8609 1667** **Join our WhatsApp group for live location sharing: https://chat.whatsapp.com/D9YcKn9GR7jH8q2U2g0xld?mode=hqctcli We share our live location there to help everyone stay connected — especially as people naturally wander off while shooting.** **Meeting Point: Raffles Place MRT - Raffles Place MRT — Exit G (UOB Plaza / Boat Quay)** **Route: Battery Rd → Boat Quay → Circular Rd**

Are your blood pressure, blood sugar, or cholesterol levels quietly rising — even though you “feel fine”? Most people don’t take action until it starts affecting their daily life… Low energy, poor sleep, stubborn weight gain, and relying more on medication. It doesn’t have to get to that stage. Join our **offline health sharing session** and discover simple, practical ways to manage the “3 Highs” — without extreme diets or complicated routines. You’ll learn: • Easy lifestyle shifts to support healthier numbers • Smarter nutrition choices that fit your daily routine • How to build sustainable habits for long-term wellness Imagine waking up with more energy, thinking more clearly, and feeling confident that you’re back in control of your health. Whether your goal is prevention, improvement, or maintaining long-term wellness — this session will give you actionable steps you can start immediately. Seats are intentionally limited to ensure a focused, high-quality experience. 👉 Secure your seat now — message us or register today before spots are filled.

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

**TBA**

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.