Information Architecture

**NOTE: Meeting location change from 6 pm till finish will be entirely at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7)** **This will be a scaled-down meeting (primarily discussion only) due to lack of access to the normal meeting room.** **Apologies for any disruption to everyone's plans for this evening.** **Aim** Developing A.I / Machine Learning systems ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) ***(our table will have orange traffic cones)*** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda: 7:00 pm: Continue at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) (no access to regular meeting room)** **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

Hi All, Let’s come to this new Frenchie restaurant at 1/15 Collins Street, Melbourne for some delicious French food and drinks. They have real quality of food and the portion size is just right for tasting! You will need to transfer me $50/person to secure your seat and it will be deducted from your bill at the event. The first 10 diners, in order of rsvp will get a spot if you can make the required payment within 48hrs once placing your name on the waitlist. When payment is received, I will move your name to the going list. If you do not make payment in time. Your name will be removed to the not going list, to allow the next member in line to move forward. If you would like to re-join, feel free to re-queu your name on the waitlist. (Note: I won’t chase members privately and individually for payments for my events, and this has been like this for many years). You don’t have my banking details? Send me a message on Meetup I will respond accordingly. Cancellation policy from Frenchie: We ask that any cancellation to your reservation be made no less than 24 hours prior. For no shows or late cancellations, you will be subject to fee of $50 per person that will be applied to the (your host’s) credit card on file. I booked a table of 10 seats for our Fine Diners to try the food on their A La Carte menu. Hope we can gather 10 diners on a Monday evening! About the restaurant https://australianbartender.com.au/2026/02/23/frenchie-opens-on-collins-street-in-melbournes-cbd/ The menu: https://www.frenchierestaurant.au/the-menu Cheers, LeAnn

Have you been interested in woodworking, 3D printing, CNC, cosplay or Electronics? Come visit Maker Community to get a tour of our space, learn about our memberships, have a chat with our members and discuss your dream projects.

Play board games with around 20 people on 5+ tables in Elsternwick. Friendly. Inclusive. Free entry, Crunchy Euro and Thematic games. Close to public transport and free parking. Exclusive use of a function room with good lighting at the Caulfield RSL. Games are sometimes organised in advance on our WhatsApp group or in the Aftergame app: https://aftergame.app/groups/bayside-games-1853 However most games are organised following a brief discussion at the venue on the Monday night. Recently we have played the following games: Euros: Brass, Dune Imperium, Anachrony, Endeavor Deep Sea, Inis, On Mars, Ark Nova, Galactic Cruise, Viticulture, Scythe, Concordia, Terra Mystica, Gaia Project, Terraforming Mars, Castles of Burgundy, Lost Ruins of Arnak and Grand Austria Hotel, and Orleans Economic: Indonesia, Food Chain Magnate, Bus, Irish Gauge and Container. Thematic: Voidfall, Dune (Original), Root, Eclipse, Nemesis, Spirit Island, Undaunted, Chaos in the Old World, The Godfather, Spartacus and Dominant Species. **Arrive early** The best time to arrive is around 6:50pm as people discuss which games they would like to play before starting longer games at 7:00pm. Arrive early and we can ensure that you are included in a game. However, should you arrive after 7:00pm you may need to wait for games to finish to be included, or if people are playing long games, it might not be practical to start a new game. **Full bar and snacks available** The Caulfield RSL generously provide the venue free of charge. A selection of food and drinks are available for purchase at the bar. Note that only food or drink purchased at the RSL can be consumed at the venue. We look forward to seeing you!

NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html) It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies. NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire. The amazing thing is, NuCalm is all-natural and works every time you use it within minutes. The best thing to do now is to watch the video on the website and download the NuCalm app. All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make. WATCH THE VIDEO ON THE WEBSITE. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)

**FromHereOn** is proud to sponsor this special event with **Women in Architecture Australia (WIA)** in Melbourne **Panel Guests & Networking Event** This event is open to everyone—women, men, and supporters of diversity. Connect with like-minded professionals, build meaningful relationships, and unlock new opportunities. Please make sure to **register on Humanitix** (RSVP on Meetup won’t secure your spot): [https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2](https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2) Join us for an inspiring evening of thought leadership and networking as we celebrate **International Women's Day** with some notable voices in **architecture, innovation, and leadership**. Enjoy food and drinks while connecting with peers and gaining insights from our panelists. This is a fantastic opportunity to engage in meaningful discussions, expand your network, and be part of the conversation shaping the future of Women in Architecture. **Find out more details here: [https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2](https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2)**

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-03-12](https://konfhub.com/ksug-au-2026-03-12) **<=** **Latest promotions** discovered by our community! * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) We're excited to welcome you to the upcoming Hands-on workshop — happening in-person at at Amazon ! 🎉 We're actively seeking more awesome AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **About the event** Learn how to deploy and scale AI applications using Amazon EKS (Elastic Kubernetes Service). This hands-on workshop demonstrates how to build a complete generative AI platform with automated cluster management, hybrid infrastructure, and enterprise-grade observability. **What You'll Learn:** * Leverage EKS Auto Mode for automated Kubernetes cluster management * Architect hybrid node pools for optimal performance and cost efficiency * Implement end-to-end observability and LLM serving with vLLM **Hands-on Lab Experience:** Learn directly from AWS experts who have helped organizations successfully deploy and manage large-scale GenAI infrastructure. Through hands-on labs and real-world examples, you'll learn to master: * EKS cluster setup optimized for NVIDIA GPU workloads * Efficient model serving and scaling using vLLM * Distributed inference architecture implementation with Ray * Comprehensive monitoring and observability using Prometheus and Grafana * Best practices for production GenAI deployments on Kubernetes. **Who Should Attend:** Whether you're looking to deploy your first language model or scale existing GenAI workloads, this workshop will provide you with best practices and hands-on experience using industry-leading tools and frameworks. **Requirements:** * Bring your laptop and power adapter * AWS account access will be provided * Basic familiarity with cloud infrastructure concepts * Basic Kubernetes concepts Through guided exercises, you'll gain practical experience deploying and managing enterprise AI applications on AWS infrastructure. **Full Agenda** **Introduction - AI Platform on Kubernetes** 09:30 - 09:45 GMT+11 Nikola Cuca & Hantzley Tauckoor Explore the fundamentals of running AI/ML workloads on Kubernetes and understand why container orchestration is crucial for GenAI deployments. Learn key concepts and benefits of running AI platforms on Amazon EKS. **Hosting inference workloads on Amazon EKS** 09:45 - 10:30 GMT+11 Frank Fan Deep dive into designing scalable AI architectures that combine cloud and on-premises resources using Amazon EKS, focusing on inferencing. **Hands-on: Explore environment, vLLM model loading, scaling vLLM** 10:30 - 12:00 GMT+11 Frank, Don & Parikshit Hand-on labs on inferencing on EKS using vLLM **Lunch Break** 12:00 - 13:00 GMT+11 **Voice of customers & panel discussion** 13:00 - 14:00 GMT+11 Panel Hear from existing customers who implemented similar architectures in their production environment. **Introduction to monitoring and observability** 14:00 - 14:15 GMT+11 Melchi & Parikshit Explore observsability stack for AI on EKS **Hands-on: Observing LLM Inference workloads** 14:15 - 15:45 GMT+11 Don, Frank & Melchi Hand-on labs on observsability stack for AI on EKS **Quiz & Wrap-up** 15:45 - 16:00 GMT+11 Nikola & Hantzley Interactive knowledge check covering key concepts learned throughout the workshop. Review of best practices, Q&A session, and discussion of next steps for implementing GenAI workloads on EKS. **[Register here](https://konfhub.com/ksug-au-2026-03-12) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Join us on Friday, March 13th, 2026, for Workplace Ninja User Group Australia in Melbourne. As a standout conference on endpoint management, Workplace Ninja provides the stage for workplace management and security professionals to share insights on their journey towards modern management and cloud native. Agenda: 09:00 - 09:15 - Welcome with **Jose Schenardie** 09:15-10:05 - **Cut the Sneaky DNS: Zero Trust DNS on Windows 11 - Steve Mercer** 10:05-10:30 - Short break 10:30-11:20 - **What's new (and next) in Windows 365 and Azure Virtual Desktop - Matt Shadbolt** 11:20-11:40 - Sponsored Session 11:40-12:30 - Lunch break 12:30-13:20 - **App Control for Business Deep Dive - Nathan Atkins** 13:20-13:35 - Short break 13:35-14:25 - **Remote Help for Intune - Is this the cloud native support saviour we have been waiting for? - Sean Ollerton** 14:25-14:40 - Short break 14:40-15:30 - **Vibe Coding: Infra as Code for Windows Management with Intune - Steven Hosking** 15:30-15:45 - Short break 15:45-17:00 - **AMA with Speakers** 17:00-18:00 - **Networking and Refreshments** We look forward to seeing you there.

2026 is here and we are excited to announce Nosh Darbari, Human Centred Service Designer giving our first talk on "Hidden drivers behind good Design work." This talk will explore how Cognitive Load is a precursor to mental health and well-being. Nosh leads with his heart. Innovates with Purpose and Consciousness. He's an internationally experienced product and service designer working at the intersection of technology and human centred experience. Most recently he has worked within the vast and often tangled landscape of a federal government organisation. He thrives in complexity, despite the frustrations. Every challenge is a chance to design better systems or services with more human experiences. Beyond the 9-to-5, Nosh is a seeker of stillness. He chases sunrises and sunsets, not just for their beauty, but for the quiet lessons they offer — presence, perspective, and peace. Nosh also helps people recognise the early signals of stress before burnout takes hold. He helps them to rediscover their point of stability and offers simple, practical tools to navigate the noise of modern life with clarity and care. Event will start at 5:30pm with Pizza, Drinks and networking with the talk starting at 6pm. We are in the Hayden Raysmith Room on Level 4 at The Ross House Association. **Please enter code #TBC and come up to level 4 where you will need to enter the code again to gain access.** This event is sponsored by [askable](https://www.askable.com/) ([https://www.askable.com/](https://www.askable.com/)) and Experience Design "UX" Agency [blueegg](http://www.blueegg.com.au/) ([http://www.blueegg.com.au/](http://www.blueegg.com.au/))

**Accessibility Allies monthly roundtable** 2nd Tuesday of each month Proudly supported by [Builure](https://www.linkedin.com/company/builure/posts/) **Meet accessibility professionals and advocates.** * No presentations * Open discussion * Exchange ideas * Genuine connections **Topic for March**: Turning vocal support into action. How do we make meaningful change? Share your wins and your frustrations. **Tuesday 10 March 2026** 5:30 pm - 7:30 pm **[Registration via Humanitix](https://events.humanitix.com/a11y-allies-2026-03) is essential** (for building access) **Free** Light refreshments provided (incl vegetarian and GF) **Location: WeWork** 120 Spencer Street, Melbourne * Quiet exclusive space * Wheelchair access * Accessible toilet Please contact us if you have any accessibility needs or questions about this event. **Building Entry** Enter via the entrance on Little Collins Street after 5pm. Meet in the lobby near the elevators. Post a message in this event if you're running late and need access to the event after 5:30pm.

If you’re pursuing a career in **tech architecture**, I’d love you to join this upcoming event organised by **Women in Architecture Australia**! Please make sure to **register on Humanitix** (RSVP on Meetup won’t secure your spot): https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2 I’m partnering with and supporting **Women in Architecture Australia** in their mission to create a more inclusive and diverse architecture community. If you’re exploring or growing your career in architecture, you’re more than welcome to join us for this inspiring and supportive session. Careers in architecture rarely follow a straight line. They’re shaped by ambition, opportunity, trade-offs, and the realities of life outside of work. Join us this International Women’s Day for an evening of honest conversation, shared experience, and community connection as we explore: #### **Balancing Ambition, Life, and Leadership: Navigating a Career in Architecture** This panel will spotlight the career journeys in architecture and tech, and unpack what it really takes to build a sustainable, meaningful leadership path in the profession. 🎙 **Moderator:** Gretchen Scott, Kaleida 🎙 **Panellists:** **[Whitney Cali](https://www.linkedin.com/in/whitney-cali-4474984/) -** Group Executive - Product, Technology and Data - LMG **[Fiona Mahony](https://www.linkedin.com/in/fiona-mahony-99890513/) -** [Enterprise Architecture Principal - Telstra](https://www.linkedin.com/company/1636/) **[Sangeeta Vishwanath](https://www.linkedin.com/in/sangeetavishwanath/) -** [Head of Digital - Mantel](https://www.linkedin.com/company/13577383/) **Timing:** 5:30 pm – Arrival / Networking 6:30 pm – 7:30 pm Panel Discussion 7:30 pm onwards – Networking Keep an eye on our LinkedIn page for any updates: [https://www.linkedin.com/company/women-in-architecture-wia-australia/](https://www.linkedin.com/company/women-in-architecture-wia-australia/) *** #### What to Expect **Real Career Stories** Hear how our panellists have navigated key career moments, leadership growth, and challenges along the way. **Ambition and Sustainability** Explore how women balance progression, personal priorities, and long-term success in architecture roles. **Leadership Without the Stereotypes** Discuss what leadership looks like today, and how to build influence in your own style. **Inclusion and Representation** Reflect on the importance of diversity in architecture and the pathways needed to bring more women into the profession. **Networking & Community** Stay after the panel to connect with peers and be part of a supportive architecture community. *** **Who Should Attend?** This is for anyone working in, alongside, or curious about architecture and tech, including students, grads, practitioners, leaders, allied professionals and supporters of inclusive workplaces. **Why Attend?** * Gain practical insight into career development and leadership * Meet and learn from accomplished women in the field * Expand your network across architecture and technology * Support a more inclusive and diverse profession \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Follow me on LinkedIn for more information: https://www.linkedin.com/in/yana-martens/ Just moved to Australia? Grab your FREE guide to land your first tech job! [https://yanamartens.com/first-tech-job-in-australia/](https://yanamartens.com/first-tech-job-in-australia/)

The Pet Store Agent Quest is an introductory AWS GameDay challenge focused on Agentic AI development using Amazon Bedrock AgentCore and the Strands framework. This Quest is designed to give attendees hands-on experience building and working with AI agents, utilizing prompt engineering and Amazon Q Developer Pro to assist in solving a series of challenges. Participants will build AI agents for a new Virtual Pet Store, creating specialized agents for pet recommendations, care advice, and customer service while implementing appropriate guardrails for responsible AI responses. AWS GameDay is an interactive, team-based learning opportunity where participants use and expand their AWS skills in a realistic, gamified, risk-free environment. Participants are given an AWS account to share with pre-provisioned infrastructure that they will evolve in response to realistic business and technical requirements designed to challenge them. Teams will be given 1.5 hours to play through the GameDay and there will be an awards ceremony at the end of the event. **A laptop is required to participate.**

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **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

Is your business taking more of your time than you would like? [Rob Young](https://www.linkedin.com/in/cinci-robyoung/) principal at [Stage 3 Group](https://www.linkedin.com/company/stage-3-group/), hosts this workshop series and is the author of Stage 3 Success. * Provides a framework and a playbook for leaders of emerging businesses * Reviews business management tools and techniques for scaling and maturing a business * How to recognize and leverage stories hidden in financial statements * How to implement financial and operational controls and use leading indicators to spot trouble before it occurs * How to manage your time for maximum effect * How to deal with nonperforming employees * How to create standard operating procedures throughout your organization Four sessions will include two hours of content and an optional 90-minute hands-on lab. Reserve your spot via this link: https://clintonvilleba.com/calendar/#!event/2026/3/20/chaos-to-clarity-to-control ($200 for non-CABA members.)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

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!