Social Software

**Note:** **We regret to inform that only confirmed attendees will be allowed entry, as we are keeping the event small and intimate to ensure a comfortable and meaningful experience for everyone 🤍** * **For ice breaker purposes, everyone is to prepare a photo they want to share about! (can be any photo so long as they arent explicit! ☺️)** K-Bridge Social Mix — Learn, Chat & Connect 🍃 Ever wanted to practice Korean but didn’t know where to start — or who to speak with? Join us for a casual and welcoming Korean social night in Singapore, where native Korean speakers and learners come together to chat, learn, and make new friends 🤍 ✨ What to expect: • Small group conversations with a 1:3 ratio (1 native speaker : 3 learners) • Relaxed, guided discussions — no pressure, no judgment • Open mingling sessions to meet more people throughout the night • A safe space to practice Korean at your own pace Whether you’re just starting out or already learning, this is a space to build confidence, pick up real-life expressions, and connect with others who share the same interest. Come for the language, stay for the people 🇰🇷💬 Location: TBC! 싱가포르에서 한국어가 그리울 때, 혹은 새로운 인연을 만나고 싶을 때 어디로 가야 할지 고민하셨나요? 🤍 어색함 1도 없는 분위기에서 외국인 친구들에게 한국어도 알려주고, 현지 친구들과 찐한 인연을 쌓고 싶은 분들을 위한 'Social Mix'에 여러분을 초대합니다! 🇸🇬🇰🇷 ✨ 우리 모임은 이래요! • 황금 비율 소그룹 대화: 한국인 1명과 학습자 3명이 한 팀이 되어 깊이 있게 소통해요 (1:3 비율 사수! 🤝) • No Pressure, No Judgment: 정해진 정답은 없어요! 가벼운 가이드를 따라 편하게 수다 떨며 자신감을 북돋아 주는 힐링 타임 🍃 • 자유로운 네트워킹: 정해진 세션이 끝나면 더 많은 사람과 밍글링하며 인맥을 넓힐 수 있어요. • 언어 그 이상의 커넥션: 한국어를 매개로 모였지만, 결국 남는 건 좋은 사람들! 한국어 튜터가 되어주셔도 좋고, 그냥 새로운 친구가 필요해서 오셔도 좋아요. 가벼운 마음으로 오셔서 리얼한 표현도 공유하고, 싱가포르 생활 꿀팁도 나눠봐요! 🙌

**Looking for some friendly, fun 11 v 11 football action? All are welcome.** A Referee and official Host/s will be there to facilitate and ensure safety. Please note: \- Be on time to ensure game starts promptly\. \- Bring a DARK \(black or navy\) and WHITE jersey to facilitate team splitting\. \- Following a short safety briefing from the official host\, 2 teams \(maximum 3 subs\) will be formed and play will begin\. Normal rules apply\. \- Occasionally\, just one team will be formed\, and will play against an external social team with a compatible skill level\. As always, keep games safe and friendly: watch the tackles, avoid sliding, and exhibit great sportsmanship! **\*\*Please note that RSVP on this event doesn't mean you've successfully booked the game. Contact us via WhatsApp +65 88144810 for more details.\*\***

What if a tennis class became the easiest way to meet new people? **The Best Group** combines structured, level-based tennis group classes with an optional social matching experience. Here's how it works: 🎾 Join a tennis group class with players of a similar level 🤝 Having joined a class, you can choose to be matched with **three other people you've never met before** for dinner. The difference? **Everyone at the table will already have completed a tennis group class with The Best Group.** Instead of meeting complete strangers with nothing in common, everyone shares the same experience, making conversations feel far more natural from the very beginning. Think of it as a Timeleft-style social experience—but with a built-in shared connection before you ever sit down for dinner. **Join the waitlist for early access:** [https://thebestgroup.base44.app/](https://thebestgroup.base44.app/)

🔥 **Kickstart your morning with football!** If you love the game, this one’s for you – fun, fast-paced 5v5 action in the heart of the city. There will be an official host will facilitate the game to ensure safety and rotate teams if applicable. Please note: \- Be on time to ensure game starts promptly\. \- Teams will be formed and play will begin\. Normal rules apply\. \- Where there is a third team\, a series of rotating games lasting 10 minutes will be played. As always, keep games safe and friendly: watch the tackles, avoid sliding, and exhibit great sportsmanship! **\*\*Please note that RSVP on this event doesn't mean you've successfully booked the game. Contact us via WhatsApp +65 88144810 for more details.\*\***

## World Cup sharing and Exco Installation Join us for an exciting **in-person** gathering where we'll dive into your favourite **World Cup** moments and celebrate the new **Exco Installation**. It’s a perfect chance to connect, share your favorite highlights, and meet the team stepping up to lead. Don’t miss out on the fun, camaraderie, and some great conversations! Nee Soon East CC Level 4, Room 4, 7pm. Wei Bin

Hey Hashicorpians, We’re excited to invite you to the Cloud Native and HUG Singapore May Meetup, a collaborative in-person event with the Singapore CNCG meetup, hosted at SMU School of Computing and Information Systems 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-20260701)** and join us in person! This meetup brings together the cloud-native community to explore AI innovation and Kubernetes data security, share practical insights, and connect with fellow practitioners. 👉 **[RSVP now](https://konfhub.com/singapore-cncf-and-hug-20260701)** and join us in person! 📅 Date: Wednesday, 1st July, 2026 ⏰ Time: 6:00 PM – 9:00 PM (GMT+8) 📍 90 Stamford Rd, Singapore 178903, SOE/SCIS2 Seminar Room B1-1 🎤 Talks include: 1. **Engineering "Invisible" Platforms With Crossplane and Score,** by [Mumshad Mannambeth](https://www.linkedin.com/in/mmumshad/), Founder & CEO of KodeKloud 2. **Terraform at Scale: Architecture, Automation, and AI-Assisted AWS Delivery** by [Nisal Wickramage](https://www.linkedin.com/in/nisal-wickramage/), Senior Consultant at Thoughtworks 3. **Enable Zero Trust for Service Connectivity across Hybrid Cloud with HashiCorp Consul ⛅️**by [Sai L.](https://www.linkedin.com/in/sailinnthu/), Sr. Solutions Architecture Specialist 🏟️ Venue - Sponsored by **SMU Artificial Intelligence Club (SmuAI)** 🍕 Networking, food & drinks - Sponsored By 𝗛𝗮𝘀𝗵𝗶𝗰𝗼𝗿𝗽, 𝗮𝗻 𝗜𝗕𝗠 𝗖𝗼𝗺𝗽𝗮𝗻𝘆 🎁 Quiz, swag & vouchers - Sponsored By **KodeKloud** 3 Lucky winners will also get an opportunity to win **KodeKloud** Subscriptions 5 Lucky winners will get an opportunity to win Hashicorp Associate exam vouchers. 1 Lucky Winner will get - Print Copy of Terraform Authoring and Operations Professional Study Guide Azure Edition written by [Mattias Fjellström](https://www.linkedin.com/company/96315339/admin/page-posts/published/#), https://lnkd.in/gkByqHfQ Whether you’re a platform engineer, SRE, developer, or cloud architect, this is a great opportunity to learn, connect, and grow with the **CNCF & HUG community.** 👉[ ](https://konfhub.com/singapore-cncf-and-hug-20260701)**[RSVP now](https://konfhub.com/singapore-cncf-and-hug-20260701)** and join us in person! Join Our Telegram Channel: **[Singapore HUG Telegram Public Channel](https://t.me/+4TSTIb7Z31JkMTk1)** **[CNCF Telegram Public channel](https://t.me/+7nwzcfCV03JjMzhl)**[ ](https://t.me/+7nwzcfCV03JjMzhl) LinkedIn: **[Singapore Hashicorp User Group](https://www.linkedin.com/company/singapore-hashicorp-user-group-hug/)** **[Singapore Cloud Native Community Group - Official CNCF Community](https://www.linkedin.com/company/cloud-native-community-group-singapore-cncf/)** See you there! Singapore HUG Organizers.

**Oops guys, u really don’t get it, can’t get it, won’t get it 😄** **So forget about it, forget us women for the night, and we’ll also forget about you for the night… ok, maybe we might talk about you for a little bit then we’ll move to other important things in life like world peace and stuff 🤣** **Shhh… secrets!!!** **Now ladies, come dress to the nines or whatever your favourite outfit, we’ll go to a cool place to hang out - hang all out and be wild!** **No networking.** **No pressure.** **No judgement.** **Just good food, genuine conversations, and the possibility of finding girlfriends who may become friends for life.** **Because some things are simply better when men can’t get it - for tonight😉**

What if a tennis class became the easiest way to meet new people? **The Best Group** combines structured, level-based tennis group classes with an optional social matching experience. Here's how it works: 🎾 Join a tennis group class with players of a similar level 🤝 Having joined a class, you can choose to be matched with **three other people you've never met before** for dinner. The difference? **Everyone at the table will already have completed a tennis group class with The Best Group.** Instead of meeting complete strangers with nothing in common, everyone shares the same experience, making conversations feel far more natural from the very beginning. Think of it as a Timeleft-style social experience—but with a built-in shared connection before you ever sit down for dinner. **Join the waitlist for early access:** [https://thebestgroup.base44.app/](https://thebestgroup.base44.app/)

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-2jul2026-mc) only.** Moving AI from prototype to a reliable production often raises questions about optimisation, scalability and compliance. At this STACK Meetup [AI], we strip away the hype to offer an exclusive look under the hood of PlatformAI, GovTech’s developer-first platform built to scale AI capabilities reliably for the Government. Take a peek into how PlatformAI provides an enterprise-ready platform layer to govern and orchestrate large-scale AI model and capability deployments. Our speakers will share strategies on unifying secure model access, balancing costs using Pay-As-You-Go (PAYGO) versus Provisioned Throughput, and leveraging managed multimodal pipelines – Vision, Document, and Audio – without the overhead of maintaining fragmented infrastructure. Walk away with fresh insights on how GovTech is democratising AI deployment at scale, whilst ensuring proper governance like prompt security, throughput optimisation, and architectural guardrails to address modern scaling bottlenecks. **Secure your spot for STACK Meetup [AI] today: [https://go.gov.sg/stackmeetup-2jul2026-mc](https://go.gov.sg/stackmeetup-2jul2026-mc)**. Limited seats available! Who should attend: Product managers, software engineers, AI/ML developers, infrastructure specialists, and system architects, who are looking to bridge the gap between AI prototyping and production-grade software engineering. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By Ethan Goh, Director, Product Management, AI Programme, GovTech Singapore 7:15pm: Introducing PlatformAI – GovTech’s one-stop platform for AI Capabilities By Daniel Yuen, Product Manager, AI Programme, GovTech Singapore 7:35pm: PlatformAI – Models, Unified Easy Access To LLMs By Tan Xiu Quan, Product Manager, AI Programme, GovTech Singapore 7:55pm: PlatformAI for Multimodal Capabilities, across Vision, Documents and Audio By Suresh Kumar Sarad, Senior Product Manager, AI Programme, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-2jul2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

***Payment with NAME & EVENT DATE in reference Confirms spot*** D&R is turning 1! 🎂🎉🥳 To thank YOU who made this happen, we are having launching our ANNIVERSARY SALE! All games in April 2026 will be at a special member price at $16 per game (U.P. $20). Just for this month, you can sign up for a FREE membership and enjoy this rate. This rate will only be available for members after this promo period! It’s our signature Sunday Social again and if you’ve been to one already, you know I’m not exaggerating when I say it’s the most popping pickleball social. Music, good games, good people - vibe is the best word for it. Here’s the low-down: ⸻ 📅 Every Sunday! 🕔 Time: 5.30pm-7.30pm 📍 Venue: Racket Jungle 26A Dempsey 💰 Fee: $16 (member)/$20 (non-member) 💬 RSVP to join – PAYMENT CONFIRMS SPOT! ⸻ 👟 What to Expect: • 🏟️ 3 courts, rotating casual play - 1 Beginner Court, 1 Novice/Mixed Court, 2 Intermediate Courts • 🎯 Rally Scoring to 15, win by 2, sudden death at 17-17 • 🏓 Paddle Queue System - so everyone gets game time! • 🎧 Weekly Curated Playlist • 🟡 Tournament-grade Franklin X40 balls • 🏓 Paddle rental available at $5 • 📸 Golden Hour photo ops - smile! :) ⸻ 🗓️ Programme: 5.15pm-5.30pm: Briefing for First Timers on Rules & Rally Scoring System 5.30pm-6.00pm: 1 Beginner Court, 1 Novice Court, 2 Intermediate Courts (separate queues) 6.00pm-6.30pm: 1 Beginner/Novice Court, 3 Intermediate Courts (separate queues) 6.30pm-7.30pm: 4 Open Courts (stack of 4s - place in same stack as your friend to play together) ⸻ 💡 Cancellation & Refund Policy: • Free cancellation up to 36h before event starts, but slots are confirmed only upon payment • Tickets are transferable but non-refundable unless filled by a waitlisted player • In case of inclement weather, a full refund will be provided ⸻ 📸 Photos & Videos: We’ll be capturing moments throughout the night for Drop & Reset’s social channels. By attending, you agree to possibly being featured — but if you’d prefer not to be, let us know and we’ll do our best to accommodate. ⸻ Let’s bringing social back to pickleball socials. Together. Let’s Drop & Reset. 🔄🏓 Disclaimer: Don’t let those who say “retiree sport” joke fool you - pickleball is still a physical activity that involves a lot of fast movements and can get pretty intense. Please be in appropriate attire & shoes and play at your own pace. By joining this event, you acknowledge that you are physically able to take part and accept all responsibility for any injuries or discomfort that may occur.

Hello Flutter developers and enthusiasts! Flutter Singapore is hosting its Q1 meetup at the Launch/National Library room @ Bugis. **📖 1. Summary** Get ready to learn about different aspects of the Flutter Ecosystem! Our talks are focused on the technical details of Flutter and our speakers will share their insights from their experience. If you are interested in learning about cross-platform app development or want to meet the Flutter community in Singapore, join us! Further details can be found below. **📝 2. Registration** **🗣 A) Speakers** * We are looking for 1 speaker. If you would like to present a topic at this event, kindly join the telegram group and let us know in the chat room. [https://t.me/flutter_sg](https://t.me/flutter_sg) **👂 B) Participants** * RSVP on this page to reserve your spot! **IMPORTANT**: The venue does not allow food and drinks. We will head to another location to have food AFTER the event. **🎙 3. Presentations** Presentations will be **20-25mins** long with time for Q&A at the end. * **🎤 Talk 1: Flutter with non-Dart languages** **Speaker:** Eugene Toh. **Presentation summary**: Foreign function interfaces (FFI) for connecting Flutter with other languages like Rust and C/C++ **🎤 Talk 2: Build and Deploy Apps with FlutterFlow MCP** **Speaker:** Prashant R **Presentation Summary**: Discover how to build and deploy AI-powered applications using FlutterFlow MCP (Model Context Protocol). In this hands-on session, we'll explore how MCP enables FlutterFlow apps to connect with AI models, external tools, and data sources seamlessly. You'll learn how to build a real-world application, integrate AI capabilities, and deploy it efficiently for production use. **🗓 4. Timetable** * 18:30 \| Registration & Networking\! * 19:00 \| Presentation \#1: Flutter with non\-Dart languages * 19:30 \| Presentation \#1: Build and Deploy Apps with FlutterFlow MCP * 20:30 \| Networking * 20:30 \| End of Event

*Enterprise X-Change Forum (EXF2026)* Register Now (Limited seats): https://for.edu.sg/exf2026-registration 🚩Fees: Free of Charge for the first 100 Pax *Theme: Future Ready Enterprises: Where Technology, Innovation and Sustainability Converge* 🚩Date: 3rd July 2026 (Fri) Registration Time : 0830hrs (Breakfast Provided) 🚩Event Time : 0900hrs to 3pm (Lunch Provided) 🚩Location : 180 Ang Mo Kio Avenue 8 Singapore 5698830 - Threatre for the Arts Collaboration between NYP and the Singapore Manufacturing Federation (SMF), bringing together insights on technology, innovation, and sustainability. The forum brings together over 300 industry partners, technology leaders and SMEs to exchange insights, discuss emerging trends, and foster collaboration. Brought to you by: *Nanyang Polytechnic* *Singapore Manufacturing Federation* *Enterprise Exchange Forum 202*

## Details **♟️ Geek Out, Stress Out 🎯** **Note:** If you are hosting games, you can create a session under this event via this URL: [https://playbojio.vercel.app/](https://playbojio.vercel.app/) Ready to flex that board game brain? This night is for the seasoned gamers, the engine-builders, the tableau tacticians, and the worker placement pros. We're diving into the deeper end of the tabletop pool—**strategy games that challenge, engage, and maybe even melt your brain (in a good way).** Whether you're plotting your next move in a Euro classic or trying out a hot new release, this is your space to **go big on games** and connect with fellow strategy lovers. Bring your A-game, bring your favorite titles to share, and let’s get into the good stuff. **Venue:** Geekster **Time:** 7pm to 11pm (Every Thu) **Address:** 100 Lorong 23 Geylang #03-02 S388398 (Near to Aljunied MRT, take the shorter path at Atrix Bulding) **Fee:** Option A: Roll 2 dice and the sum will be the entry fee Option B: S$8 per entry Both options come with **ONE** complimentary drink **🎲 Play Arena Rules 🎲** 1️⃣ Max capacity: 24 people (excluding Geekster). RSVP is first come, first served. If you can’t make it, please de-RSVP so others on the waitlist can join. ✅🔄 2️⃣ Be respectful—no excessive noise or aggressive behavior. 🚫🎭 3️⃣ You’re welcome to bring your own games! Just make sure they’re ***clean*** and ***mold-free***. Comment below with what you're bringing. 😊🎲 4️⃣ Handle all games with care. Damage to Geekster’s games may incur a replacement fee. 💸⚠️ 5️⃣ No outside food or drinks (except plain water). Keep food and drinks away from games. 🚱🍔 6️⃣ Feeling unwell? Please stay home. Hosts may deny entry if needed. 🤒❌ 7️⃣ Keep an eye on your belongings; management isn’t responsible for lost items. 🎒👀 8️⃣ Theft = police report + permanent ban. 🚔🚨 Please join our **Telegram** group here for more details/updates: [https://t.me/+6r-3vSQcxwNjZjM1](https://t.me/+6r-3vSQcxwNjZjM1) **CONNECT WITH US!** **📌 Follow us on** [IG](https://www.instagram.com/geekster.sg/) **📌 Check out our latest arrivals and pre-orders on our** [website](https://www.geekster.sg/)

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

Whether you're a big baseball fan or not, you might like the social twist we put on a Clippers game! $5.00 Fridays: Select small beers are $5! They also have your favorite hard seltzers and wine. **PREGAME**: Meet at ***Barley's Brewing on 467 N High Street***, just a few blocks east of the ballpark. **HAPPY HOUR** is 4-7pm with pregame specials and $4 pints! *At 7pm, we'll walk from Barleys to Huntington Field.* **TICKETS**: $10.00 at gate, purchase **STANDING ROOM ONLY**. **MEETUP**: We'll be near the Right Field bar stools/picnic tables. **RAIN?** Unless it's a thunderstorm or heavy rain, they play. We have a nearby plan B, indoors at Grandview Yard, if raining. **PARKING**: The garages near Nationwide will be busy with concert goers. *Find space in lots next to the ballpark (along W Nationwide Blvd) and near Crew Stadium. Short walk.* SRO (standing room only). These are the cheapest seats to purchase. WE WILL NOT BE STANDING much at all. The areas we land on have bar stools or picnic tables. There are also plenty of "lean on" along the first and third base line. Play ball!

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

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!

Where innovation meets practicality. Join us in **Columbus, OH** for our **immersive event** featuring dynamic, audience-driven demonstrations showcasing the groundbreaking features of our software. We'll cover a wide range of topics, from Manufacturing and Accounting to Inventory Management, Sales/CRM, and eCommerce, as we **delve into the capabilities of Odoo 19**. Discover how it can transform your business processes and support your journey towards digital transformation! Attend for FREE -[ ](https://www.odoo.com/r/dKG)**[Register now!](https://www.odoo.com/r/QU4)** For any inquiries, feel free to reach out to us at ellee@odoo.com

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.