Hyperledger Fabric

We are hosting another "Super Night" on Tuesday, 12th May 2026. We will hear from: **Akanksha Malik will discuss Foundry Toolkit Discoveries:** The Foundry toolkit has been evolving rapidly, and with new extensions and features come new possibilities — and new things to discover. This session shares a guided tour through recent toolkit additions, exploring what's changed, what's new, and what's worth paying attention to. **Ronak Vachhani will show us what's new in Fabric:** There are a lot of new features in Microsoft Fabric. Join Ronak, a Cloud Solution Architect at Microsoft, to hear about the new features and announcements. **Come and share pizza, great conversation and free learning.** Schedule: 5.30-6.00 Pizza and Networking 6.00-7.30 Interactive sessions Teams link: [https://teams.microsoft.com/meet/48853399287851?p=m5rSbulYjgJ9AkN3tD](https://teams.microsoft.com/meet/48853399287851?p=m5rSbulYjgJ9AkN3tD "Meeting join")

**In-person event!** ## **The Reality Check** 90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return. *** ## **The Session** We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile. 1. **The Research:** Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money. 2. **The Blueprint:** We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader). Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises. *** ## **The Mix** **5:00 pm Welcome drinks + nibbles** **5:30 pm Data & Strategy:** * Laks presents the Harvard Business Review global research featured findings and the AI Money Map. **6:00 pm Group Jam** * A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy. **6:30 pm Mingle with drinks + nibbles** *** ## **What’s in it for you?** * **Executives:** Get the metrics and “Board-ready” data to justify AI spend. * **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots. * **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.

\*\* Important RSVP [here](https://www.aicamp.ai/event/eventdetails/W2026051322) (Due to room capacity and venue security, it's required to pre-register at the link for admission). RSVP on Meetup is turned off. **Description:** Join us for a community-led developer event focused on AI-assisted coding with GitHub Copilot. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot. Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development. **Tech Talk: GitHub Copilot in Practice** **Speaker:** Scott Holden (Microsoft) **Tech Talk: LLMs, GitHub, and Copilot: Concepts, Capabilities, and Practical Use** **Speaker:** Shehr Yar (G42) **Speakers/Topics:** Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 5,000+ AI developers in Melbourne and 500K+ worldwide.

**PLEASE NOTE AFTER THIS EVENT TRICKY TUESDAY WILL BE ON A TEMPORARY HIATUS. I WILL BE OVERSEAS AND THERE IS NO ONE TO HOST IN MY ABSENCE. THE EVENT WILL RESUME MID-LATE JUNE.** Welcome to the **Tricky Tuesday** Meet Up! This is a smaller event in most respects - smaller capacity, smaller games - but still the same sized fun! Come join us to learn a new game and meet some new people. * This event was created primarily to play and explore **modern** **trick taking games** and **smaller card games** which can be played on more limited table space. * As this is a smaller event, please note it is a bit more casual. Find the group at the table/s, come over and join - we're a welcoming bunch. * Please **bring some games** to this event if you can and be prepared to teach them if you do. **There are** **no games available at the venue** but I will always bring a few. Please consider others when coming and in the lead up to the event. We want as many people there as possible. If you are unable to attend mark yourself as such as soon as you can so others can be notified and attend. There's an FAQ below but if you have any questions please don't hesitate to reach out. Your tricky friend, Dave **FREQUENTLY ASKED QUESTIONS** **What is a trick taking game? Good question you handsome person.** * Generally speaking, a trick taking game is a card game which is played in a series of rounds known as ***tricks***. * Each trick is evaluated to determine a winner or ***taker*** of that trick and then will usually start - or ***lead*** *-* the next trick. * The goal is usually tied to either winning or losing a number of tricks. This may also come in the form of you guessing how many tricks you will win - known as a ***bid***. * Some games may have a suit that always wins - known as a ***trump***. * Most trick taking games are **competitive** needing between 3-5 players, others are **cooperative**, there are also solo and two-player trick taking games as well! * Popular trick taking/trick taking adjacent games you may have heard of: [The Crew](https://boardgamegeek.com/boardgame/324856/the-crew-mission-deep-sea), [Skull King](https://boardgamegeek.com/boardgame/150145/skull-king), [Cat in the Box](https://boardgamegeek.com/boardgame/345972/cat-in-the-box-deluxe-edition), [Scout](https://boardgamegeek.com/boardgame/291453/scout), [Fox in the Forest](https://boardgamegeek.com/boardgame/221965/the-fox-in-the-forest), the classic games of [Spades](https://boardgamegeek.com/boardgame/592/spades) and [Hearts](https://boardgamegeek.com/boardgame/6887/hearts), **What makes a Trick Taking game fun?** * There's so much to trick taking games! They're generally quick to teach, quick to play, have interesting decision spaces, and a wide variety of novelty. Even the classics though can be played thousands of times without getting tiresome. Part of the fun is in the interaction with others, assessing their moves and countering them, and how to win (or lose) at the right times. You have to stay on your toes, adapt frequently, and keep tabs on the other players, what they have played, and what they may play next! **Do I need to know how to play/have played a trick taking game before?** * Not at all, but it is good to understand the basics and general terminology so you can pick things up a bit easier on the night. You can check out [this video](https://www.youtube.com/watch?v=7O7QyhKmCsk) for a bit of a general breakdown . **Is this event free?** * Yes, but please support the venue by purchasing a drink or two. **I'm on the waitlist can I still come?** * Unfortunately, no. We have limited capacity and must abide by it. **I don't have a game to bring, is that okay?** * Generally it will be okay, but it is encouraged to bring and share a game where you can! You can always bring a standard deck of cards or tarot cards and learn a card game or two as well! **Can I bring a guest?** * Unfortunately, unless they have signed up too it won't be possible. We have a strict limit on guests and the event would fill up too quickly otherwise. **How do I get to the venue?** * The 86 Tram is your best bet and has a stop pretty much right outside of the venue. * There are two train stations (Westgarth and Northcote) which are within walking distance. * Parking is available in the area but can get busy. If you don't mind a little walk there is parking down the adjacent street. **Dave, I worry you will win all the games we play. Such an intelligent and beautiful man, you must be a master of the tricks, is this true?** * Firstly - thank-you for the kind words, but secondly - no. I suck at trick taking games and lose more than I win. Yet, I enjoy them for their variety, high interaction, and quick nature regardless. You will be fine if you don't take things too seriously. It's about fun and meeting people... (but if you do beat me too often I will ban you from the group and venue...).

Join us for weekly beginner swing dancing class every Tuesday! Casual classes, no courses, no previous experience required, all welcome, with or without a partner! **Level 1 – Beginners \| 6\.45 – 7\.45pm every Tuesday** Teachers: Jason and Mia The perfect way to get started. This class is for those new to dancing or new to swing dancing. We go over the basics every lesson and add new moves every week so you can start any time that suits you. This is a drop-in class, so you don’t need to book in advance. Come along any week, pay at the door, and we’ll get you dancing. **Tango Esencia, 327 Swan St, Richmond** $20 for 1 class, Cashless payment preferred Learn more here: [https://swingpatrol.com/melbourne/class/richmond/](https://swingpatrol.com/melbourne/class/richmond/)

## **The Reality Check** 90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return. *** ## **The Session** We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile. 1. **The Research:** Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money. 2. **The Blueprint:** We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader). Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises. *** ## **The Mix** **5:00 pm Welcome drinks + nibbles** **5:30 pm Data & Strategy:** * Laks presents the Harvard Business Review global research featured findings and the AI Money Map. **6:00 pm Group Jam** * A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy. **6:30 pm Mingle with drinks + nibbles** *** ## **What’s in it for you?** * **Executives:** Get the metrics and “Board-ready” data to justify AI spend. * **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots. * **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.

Visitors and newcomers are very welcome, please see https://hackmelbourne.com/newcomer-faq/ for more details. COVIDSafe restrictions are also in place, please see https://hackmelbourne.com/covid-19-restrictions/ for the latest. Short walk from Glenferrie train station. Car parking at Hawthorn town hall. Bring a laptop and a project you are working on. There is also a number of group projects that you are welcome to join in. We have starter kits for Arduino, a couple of 3D printers, various tools and equipment available for use. Typically our sessions run from 6:45pm till later in the evening (depending on our members' availability to close) but if you're new please come early.

Hi Architects, Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework. And giving away drones, of course. Lots of drones. **Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍** We’ll be updating throughout the month with more speakers and our speakers so far this month include: * **Zé Mané, Cybersecurity Specialist** **Well-Architecting and Scaling my Life: How AI Helped Me Optimise and Thrive as a Digital Nomad in Oceania** A talk about balancing a demanding tech career, building a startup fully hosted on Amazon Web Services, and living as a digital nomad across New Zealand and Australia. * **Mystery Speaker** **Well-Architected Agents** In this talk we will go into the detail of not only the launch of the first Well-Architected agents from both AWS and other AWS partners (and what they can and can't do) but will also go through best-practice agentic architecture as verified by AWS senior architects. This month's menu will include: * Pizzas * Beer: Nastro Azzurro * Wine: Big and red 🤤 NB: Please check in up the stairs from the ground floor to the Mezzanine Level. So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-)

Hi Gophers! We have started planning our May event at Atlassian. * **Agenda** **5.45pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** * **Talks** **🎤 Tristan Penman** **Robotics in Go** This talk will show how Go can be used for small networked robots. Everything will run natively in Go, on a Raspberry Pi using a simple MQTT message bus. In this whirlwind tour, we'll also see how Gobot and Periph can be used to perform IO. We'll finish with a sneak peek at how TinyGo can be used offload timing-critical IO to a microcontroller. **🎤 Yann Vigara** **Developer Onboarding That Doesn't Suck** You probably have a Makefile. It probably has a step that installs golangci-lint. Maybe goreleaser. Maybe buf. Maybe something someone added in 2022 that nobody's touched since and everyone's too scared to remove. And when a new dev joins the team, they clone the repo, run the Makefile, hit an error on step 3, spend 45 minutes debugging something that has nothing to do with the actual product, and then quietly wonder if they made a mistake joining. This month I'll show you how to fix that. Mostly terminal. Mostly live. Probably a few things that will go wrong in interesting ways. * **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

**Why are some people unwell in all so many ways more often than others?** **Why are some accident-prone? Why are people struggling?** Why are people suppressed and how can this be lifted? And is there a reason others live their lives on an emotional seesaw, doing well one day and badly the next? What is behind failed businesses and broken families? What is the cause behind your own unexplained failures and misfortunes and unhappiness. When someone suddenly starts making mistakes or doing or thinking about stupid things, it is caused by something. Or when one feels happy and well and, for no apparent reason, suddenly starts feeling down. Someone or something made this happen. There is an explanation, and it has nothing to do with the gods, fate or the position of the stars. In fact the actual reason behind these phenomena - and their resolution - will be detailed at our meetup. L. Ron Hubbard was able to see through the complexities of human behavior and discover the underlying factors which explain the phenomenon of suppression in people - for it is suppression by others that causes these seemingly haphazard events. Suppression definition: The actions or activities of squashing, sitting on, making smaller, refusing to let reach, making uncertain about reaching, rendering or lessening in any way possible to the harm of the individual; a harmful intention or action against which one cannot fight back. You will learn the basic understanding on how to recognis people who wish you ill and those who should be your friends . You will learn about the mechanics behind destructive yet commonplace situations and ways to counteract it. It is data that could actually change your life tangibly and instantly, just as it has changed the lives of others. You will also learn why some people you know do poorly in life and how you can help them regain their well-being. Change your life for the better. Attend this meetup Know Yourself, Know Life! This free class is open to all people of goodwill. Our meetup free classes contain universal knowledge that is applicable to all of us and can be used by anyone of any faith as well as by those with no faith. It consist of practical tools that can be used straight away. They contain practical TOOLS for better living and will assist you in achieving your goals! If today's date or time is not suited to you than let us know.

Join us in Melbourne for an event bringing together integration architects, enterprise technologists, and AI practitioners from across Victoria and beyond. Whether you're evaluating the next generation of AI enterprise gateways or looking to deepen your network in the hybrid integration space, this is the room to be in! Venue: IBM Design Hall in Melbourne, Level 28 Hosted by: IBM Australia

**Event Confirmation Form (NEW LOCATION)!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** Paul McCarty **Title:** Rise of the AI Anti-Patterns **Abstract:** AI full-stack “vibe coding” platforms repeatedly converge on the same default stacks and the same failure modes. When your agent encounters an obstacle, it chooses the easiest path to get around it, which often means doing the bad security thing. If you know where to look, these "bad things" coalesce into several standard "AI anti-patterns". This talk will dive into these anti-patterns and underscore why you need consistent security tooling, because the agent can (and will) make insecure choices to satisfy the prompt. ## **Location** 📍(NEW!) Origin Melbourne M01, Ground Floor 321 Exhibition St Melbourne VIC 3000 ## **Agenda ⏰** * 5:30 - Food is served * 6:15 - Session start * 7:30 - Post-event networking \-\-\- Note: Please complete the event confirmation form: [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9)

**Generative AI for Developers Meetup 2026** ***Building AI Applications with Agentic AI, GenAI Workflows & Multi-Agent Systems*** We’re gearing up for another massive night on **Thursday, 14th May**. We’ve got an incredible lineup of speakers, a hands-on agenda, and our wonderful MC, **Annemarie Boicovitis**, to guide us through the evening. **📅 AGENDA** 1️⃣ **Implementing Voice AI Agents** **David Galtieri (DepthNode)** David has been deep in the trenches implementing AI chatbots for enterprise. He’ll share insights on moving beyond text and the mechanics of deploying production-ready Voice AI. 2️⃣ **Round Table Discussion: Is software engineering dead?** **Featuring event host Dr. George Vossos** A community-wide debate on the existential questions facing developers today. George will be joining the panel to dive into how AI-augmentation is shifting the role of the engineer. 3️⃣ **The New Agentic Skill Set & Hiring Trends** **Joh Leonhardt** Our regular AI futurist breaks down what "agentic skills" actually look like in practice and exactly what the industry is looking for in its next wave of AI hires. 4️⃣ **Zero to markermate.ai: The Reality of Building an AI SaaS** **Ryan Sinnott** One of our founding members, Ryan, tells the "real story" of building and launching his own AI SaaS—the technical hurdles, the pivots, and what it actually takes to get to market. *** Whether you're a seasoned dev or just curious about the agentic future, come for the technical insights and stay for the networking with Melbourne’s AI community. *** 🌍 **Live-streamed globally** — YouTube link shared on the day (EU + US welcome!) \-\-\- **Why attend?** If you’re building (or about to build) agentic AI systems, this is the room where you’ll pick up reusable patterns, avoid common traps, and meet others shipping in the same space - developers, data folks, founders, and technical leaders. RSVP here: https://www.meetup.com/genai-for-developers/

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!

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. 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.

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

**\*\*\* We've Moved! Bold Penguin - 6555 Longshore St, Dublin, OH 43017 \*\*\*** Talk by Todd Nussbaum LGTM is not a Strategy Pull requests are where quality is won or lost, and too many teams still treat reviews with a rushed "LGTM". In this talk, you'll learn a practical, repeatable approach to high-quality PR reviews that balances speed with risk management - covering how to triage changes quickly, review in layers, and write comments that lead to better outcomes without friction. We'll also show how QA and developers bring complementary lenses to the same review, turning acceptance criteria, scenarios, and observability into shared responsibility instead of production surprises. You'll leave with a lightweight framework and concrete habits for authors and reviewers that make reviews faster, kinder, and more effective. **AGENDA:** * See updates to parking below * Doors open at 5:30, feel free to come and hang out before! * Official start of the meeting is at 6:30pm * After the meeting is done, we will go hang out at a nearby space in Bridge Park! If you can, please sign up via meetup by noon the day of the meeting so we can have an estimate headcount for food :) We always order extra, so feel free to join us even if you don't get signed up! Thank you to Bold Penguin for providing the food and location! **Parking & Arrival:** **Parking:** Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage. **Entry:** The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right. \*\*\* We are a bunch of professionals, students, and geeks who are excited about Ruby programming language ([http://ruby-lang.org/](http://ruby-lang.org/)) and Rails framework ([http://rubyonrails.com/](http://rubyonrails.com/)) and the joy they have brought back to web development. Our main goal is to share the love of the Ruby and Rails ecosystems with anyone that is interested. We cater to everyone, whether a non-programmer through advanced Rubyists. * We give lectures on programming topics * We freely provide decades worth of experience * For full details of this month's meeting please visit [http://columbusrb.com](http://columbusrb.com)

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Join us for our May Book Club gathering where we will come together to discuss *[Cantoras](https://caroderobertis.com/books/cantoras/)*[ ](https://caroderobertis.com/books/cantoras/)by [Caro de Robertis](https://caroderobertis.com/bio/) in a safe and welcoming environment. Make new friends who share your passion for books and connect with fellow LGBTQ book enthusiasts.

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.