User Experience

**🏁 Race, Code, Repeat – Post-Australia GP Data Jam** The lights just went out in Australia — now it’s our turn to go green. Join us for the very first *Formula 1 (F1) Data Science & Machine Learning* meetup, happening the Monday after the season-opening Grand Prix. We’ll take the chaos, strategy and storylines from the race weekend and turn them into real, buildable data. This is a hands-on, low-ego, high-signal session where we’ll explore: * fresh race and lap-time datasets, * early-season performance trends, * and how raw F1 timing data becomes features, visualisations and ML-ready inputs. No slides. No hype decks. Just real race data, live notebooks and fast feedback. We’ll be working from an open F1 dataset built specifically for this community — and showing how it plugs into modern analytics stacks and modelling workflows. Whether you’re: * a data scientist, * an ML engineer, * a student, * or just dangerously curious about turning motorsport into machine learning… this is your pit stop. **Come for the race talk.** **Stay for the code.** **Leave with a dataset and something you actually built.**

Last year's episode on FRIENDSHIP was one of the most popular... so we're doing it again! We'll explore different angles on the theme with all new thought experiments 😊 We'll be at the beautiful Betjeman Arms in St Pancras Station. Spaces are limited, so get your ticket early if you want to be there! **THOUGHT EXPERIMENTS** \- posted in the comments below on the day of the event **[WHATSAPP GROUP](https://chat.whatsapp.com/DapwAXpnOHO5DRYThobpe4)** \- stay in the loop **[INSTAGRAM](https://www.instagram.com/thoughtexperimentsinpubs/)** \- see what we look like \(including The People of TEiP project\) **[SUBSTACK](https://experimentsingroupwisdom.substack.com/)** \- sign up for the newsletter **The idea:** A chance to meet and talk meaningfully about thought provoking topics. **How we'll do it** (timings approximate): * 7:00pm - Arrive at The Betjeman Arms. You can access the pub either from the street (entrance to the right of The St Pancras Hotel entrance) or via St Pancras Station (entrance from the upstairs train platforms). We'll be in the private dining room - ask at the bar if you can't find us. * Organise ourselves into small groups (3-6ish - apparently 4 is the best number for a good conversation!) * Have a look at the **thought experiments** (announced on the day of the event) * 7:15 - First rotation begins - Talk about the first thought experiment, but feel free to veer off topic. * 7:35 - Optional reshuffle: swap groups, move on to the second thought experiment. * 8:00 - Optional reshuffle: swap groups, move on to the third thought experiment. * 8:25pm - Wrap up - hear about upcoming events, feedback/requests for future meetups. * 8:30 Meetup ‘ends’. But feel free to carry on conversations. We have the room until 10pm and usually a lot of us stay until then :-) **Notes on the general atmosphere**: * The vibe is to let conversation flow rather than stick strictly to one topic. * While we'd like to talk about 'meaningful things', we also see the value in lighter topics, so don't worry about not being 'deep' enough! * Feel free to suggest ideas for future Thought Experiments in Pubs meetup groups, both in terms of structure and topics to discuss. **Where we'll meet**: This group will be at The Betjeman Arms. The nearest Tube station is King's Cross St. Pancras. You can access the pub either from the street (entrance to the right of The St Pancras Hotel entrance) or via St Pancras Station (entrance from the upstairs train platforms). We'll be in the private dining room - ask at the bar if you can't find us. **Who should come**: Everyone! We believe that the more perspectives, the richer the conversation. This group is not about being experts in Philosophy, it is about *doing* philosophy. That is, bringing our various life experiences and lenses on the world to group discussions about the human experience, the nature of reality... etc.... I'm so looking forward to meeting & talking with you in this beautiful location :-) If you would like to further support me & these meetups, you can do so here: [https://buymeacoffee.com/bonnyastor](https://buymeacoffee.com/bonnyastor) Thank you!

Hi everyone, We hope everyone's year has gotten off to a great start. We'd love to invite you to our after-work networking event on Monday 9th March for a quick drink and a chat after the workday is done! This event will be relaxed and informal, with the chance to meet and connect with other Women in Product London members. Please join us at [The Jack Horner Pub ](https://www.jackhornerpub.co.uk/)on Tottenham Court Road (nearest station), on Monday from 6:00pm until around 8:00pm. Spaces are limited so please make sure you book now. As this event is not sponsored, any food or drinks you order will need to be paid for at the bar. See you soon The WIP London team x

Make sure to **Pre-book** your ticket through [our website](www.ontherocksbarcrawl.com/london/book-now) We're rated number 1 for nightlife on TripAdvisor in Brighton and Barcelona, and 12th in London so you know you'll have a great time ◡̈ People come from LOTS of other channels so please ignore the meetup RSVP number ◡̈ Whether you're new to London or just expanding your social circle, bar crawling is a fantastic way to meet people! Every day our crawl is full of lively people who are just there to meet new friends and have a good time. Guides will take you to at least 5 great bars and clubs in the centre of London. The guides make sure to make everyone feel included, encourage mixing within the group and introduce everyone. This makes it a great activity whether you come alone or with friends. We hope to meet you soon :) INFO: exact meeting point shared once you purchase a ticket (prices vary depending on when you book but start at £19.50) Included is : \- Entry to four bars and a club \- A free shot at each bar \- exclusive reduced drink deals at every venue \- access to the photos that we take with our big fancy camera BRING ID! 18+ years old only (Sorry, it's the law :/ ) Make sure to bring a valid Driving Licence or Passport, other forms of ID (including photocopies of the above) are unlikely to be accepted by the venues that we visit. Make sure to bring ID no matter your age. \*\*\*Please note: Due to previous bad experiences, we are unfortunately no longer able to accept stag/hen dos (or same-sex groups of more than 9) on our main crawl. To book a private crawl with us, please contact london@ontherocksbarcrawl.com\*\*\* Ts&Cs apply: [https://ontherocksbarcrawl.com/brighton/terms-and-conditions/](https://ontherocksbarcrawl.com/brighton/terms-and-conditions/)

**BOOK HERE**: https://sportas.co.uk/games/46287 **Game Description:** 🧡Come and join us for a casual friendly & social badminton session in Archway. This venue consists of 4 courts in total. 🚨Directions🚨 📍Enter via Thornbury Square road and walk all the way downhill. (Note: you won’t be able to enter through the school!) 🚶‍♂️10 minute walk from Archway or Highgate tube stations (Northern Line) 🚗 Free car parking on site 🚿 Showers, changing rooms, water fountain & toilets are available in **Rules** 🏸The session is for mixed ability players so please be positive and encouraging to all players. We highly encourage you to read the rules for classic doubles prior to the session so we can run the games smoothly. 👯‍♀️We play doubles for the whole time and keep rotating courts so everyone gets to play with each other. We use Yonex Mavis 300 Nylon Shuttle cocks. We also have a few spare rackets.

Open weekly Maracatu percussion classes for all levels – beginners to advanced – Newbies very welcome! The classes are run by Sam Alexander, a professional musician, teacher, and artist. He leads the community group Baque de Axé in London, which plays traditional Maracatu Carnival percussion music from Recife in Pernambuco, Brazil. Classes run every Monday from 6:45pm to 9:15pm (Times include set up and pack away, drumming 7:00pm to 9:00pm) and are held in Maxilla Social Club, 2 Maxilla Walk, London, W10 6SW, underneath the Westway, 5 mins from Latimer Road Tube Station on the Hammersmith & City/Circle Lines. £15/session (payable on the evening via contactless reader (referred) or cash). No booking required. Axé 💚❤️

**BOOK HERE**: https://sportas.co.uk/games/45248 **Game Description:** Come and join a casual mixed football game in Stratford 😎 **Directions:** 🚶‍♂️5 minute walk from Stratford International DLR Station 📍 Pitch 3 - In the small 6 aside cages NOT the big 11 aside pitch. **Rules** Classic 6 aside rules, can be explained at the start of the session. Please be encouraging and positive to all players 🧡

**IMPORTANT!** Please register on Luma page [https://luma.com/91i0ao14](https://luma.com/91i0ao14) Computers used to be for calculation. Now, they are for creation. As AI enters the sacred space of human imagination, we need to reappraise our relationship with the machine. ​Will MacNeil, an award-winning digital artist whose work spans top brands including Nike, Adidas, BBC, EA Sports, and the National Museum of Qatar, joins the Projector Global Community to discuss this evolving dynamic. ​**In this talk, Will explores:** * ​**The Human Wrestle:** How to "wrestle" with digital tools to create work that feels innately human-crafted. * ​**Data Storytelling:** How to use samples of abstract data to create moving artworks that tell emotional stories. * ​**The New Frontier:** How to harness and exploit AI to discover new creative languages – without being consumed by the machine itself. ​This session wraps these practical insights in a larger discussion about how computers and digital media are influencing our lives and our development as a society. ​**Join us at Barclays Eagle Labs** for a deep dive into how a top-tier Creative Director uses code not just to automate, but to elevate human expression. ​**Perfect for:** Designers, data scientists, and innovators who want to keep their fingers on the pulse of what is possible in creative tech. **Speaker's Bio: Will MacNeil** is an award-winning digital artist and Creative Director whose work sits at the intersection of data-driven design, real-time systems, and generative art. Based in London, Will has honed his craft at some of the world’s leading studios, including **The Mill, MPC, Jellyfish, and Foreign Office Design**. He has led major creative campaigns for global powerhouses such as **Nike, Adidas, BBC, EA Sports, and the National Museum of Qatar**. His portfolio highlights his ability to blend complex technology with emotional storytelling – from the *EE Hope United* generative shirt design to the *Art Fund’s National Art Pass*. Will regularly speaks internationally on creativity, AI, and the evolving role of the digital artist. 👉 **Explore Will's craft here:** [www.willmacneil.com](http://www.willmacneil.com)

For our March meetup, we're back at the fabulous Accurx offices. We have two excellent talks lined up, the agenda will be: * 6:30pm - arrive, drinks, networking * 7:00pm - Welcome & Housekeeping * 7:15pm - **Talk 1: "Devops 2014 Revisited - a Dozen Years of Noise and Confusion"** It is 11th February 2014, a nervous Andy Burgin takes the stage at Agile Yorkshire and begins to share the current thinking from the burgeoning DevOps movement. Fast forward 12 years: DevOps is different — or is it? During a recent clear-out at chez Burgin, an old, forgotten laptop was discovered discarded between a box of floppy disks and a collection of old Computer Shopper magazines. While the laptop was no longer functional, a painstaking data recovery process rescued the files on its hard drive via a collection of old adaptors and half-working wires. Among the files saved from the Wakefield Council recycling centre was a copy of the very PowerPoint deck presented at that meetup 12 years earlier. But what was in this digital "time capsule"? What happened to DevOps? What did it become? Is it now a tool, a job title, or did something "bad" happen to it? Are the thoughts shared over a decade ago still relevant today? Join Andy as he looks at how we travelled from DevOps to Cloud, SRE, Platform Engineering, Team Topologies, Developer Experience, and VibeOps - Most importantly, we'll explore what the future of DevOps can learn from its past. **Speaker:** Andy Burgin, Principal Platform Engineer @ Flutter UK and Ireland *Andy is a Principal Platform Engineer at Flutter UK and Ireland. He considers himself a Kubernetes, AI and DevRel fettler, spending far too much of his spare time running software in containers that really shouldn't be. He is a small part of the organising team for DevOpsDays London and ran the DevOps meetup in Leeds for almost a decade hosting over 50 events. He’s attended and has spoken at a bunch of DevOps conferences and in his own words is an "all-round DevOps nuisance".* * 7.45pm - food, more drinks & networking * 8.00pm - **Talk** **2: "Navigating From Tension to Flow: A Human-Centred Guide to Overcoming Misalignment"** Behind every stalled project, missed milestone, or unclear decision is a story of tension between what people want, what’s needed, and what’s possible. But tension isn’t failure. It’s feedback. This talk explores how to recognize and respond to tension using Team Topologies principles, flow first thinking, and a healthy dose of human insight. We’ll show how organizational patterns, team boundaries, and interaction modes can either amplify or ease misalignment — and how trust, empathy, and bold conversation are just as important as structure, if not more so. Packed with real-world examples, this session blends organizational design with emotional intelligence to help you design for flow — and for people. **Speakers:** Faye Benfield, Product Leader, Independent & Rich Allen, Fast Flow Facilitator @ Conjurer *Faye Benfield is a Product Leader with over 15 years experience in product management, agile delivery and digital transformation. Specialising in helping organisations adopt product practices, Faye has a proven track record of embedding product teams, evolving ways of working, and aligning stakeholders to achieve strategic goals. Faye has held leadership roles, including Head of Product and Delivery at Parkinson’s UK and Head of Product at Comic Relief, where she spearheaded digital transformation initiatives and cultivated effective, people-centred teams. As a consultant at Armakuni, she combined hands-on coaching with practical tools and techniques to help clients navigate the complexities of product delivery, with a focus on balancing human dynamics and practical constraints.* *Rich Allen is a sociotechnical architect, consultant and creator of User Needs Mapping, a practical technique for aligning teams around what matters. With over 20 years’ experience across software engineering, technical leadership, and organisational design, Rich helps organisations reduce friction, clarify boundaries, and improve flow by working outside-in from real user needs. He was a foundational contributor to the development and teaching of Team Topologies, helping shape the core materials now used in Team Topologies training and consulting worldwide. Rich is the author of User Needs Mapping: Aligning Teams Around What Matters.* * 8.30pm onwards - drinks and networking. So, please come and join us, we look forward to seeing you there. The LOPUG team. * Food and drinks provided * Good time will be had by all

Product Is… is BACK! After a break since April last year, we're excited to return in 2026 with lots of really interesting new themes and discussions to be had. Let's start with one. Here's the thing: you've been learning to write better prompts. But what if the prompt is the easy bit? What if context is where all the real work lives - and what if product people are the only ones who know how to do it properly? Will Chan, Senior Product Manager at Risk Ledger and organiser of the AI Signals meetup, will lead us through why context engineering might be the most important skill you're not thinking about. This event will be at Synechron's office on the seventh floor, 95 Gresham Street, London, EC2V 7NA. A massive thank you to Synechron for providing the venue. Doors open at 6:30 PM, we kick off at 7:00 PM, and wrap up by 8:30 PM. Drinks and snacks will be provided. Come ready for proper discussion, new connections, and ideas worth thinking about. \-\-\- THE THEME \- PRODUCT IS\.\.\. PROMPT AND CONTEXT ENGINEERING \-\-\- For product managers, designers, and researchers, context is everything. Context is the currency that sets product people apart from other disciplines like development or commercial teams. Product professionals need to understand the widest range of contexts - from users to business to implementation. As AI tools become embedded in our work, something interesting is emerging. To create effective prompts, context has to be injected accurately. But here's where things get fascinating - you may need to create prompts to create context to create prompts. It's turtles all the way down. The more time you spend using AI in products, the more you find yourself going back in your process. You're creating prompts for the final prompt, for the output you need to be as effective as possible. You might spend longer creating the prompt than doing the work itself. Join us as we explore what context engineering means for product people. How do you manage context in a rapidly changing world? What does this look like in a qualitative world where product people live in the grey area? Is context engineering the right term, or is it something else entirely? These are the questions we'll be tackling together. \-\-\- THE SPEAKER \- WILL CHAN \-\-\- Will is a Senior Product Manager at Risk Ledger and organiser of the AI Signals meetup. With over 10 years of experience building and scaling SaaS products in regulated, data-heavy environments, Will specialises in taking complex problems and turning them into products that drive measurable outcomes. Across legaltech, telecoms, workforce management, and retail media, Will has led discovery through delivery for AI and automation initiatives, improving adoption, containment, conversion, and operational efficiency at scale. Most recently, he's owned AI strategy and delivery for customer-facing platforms, doubling feature adoption and embedding AI safely into real workflows rather than demos or prototypes. Alongside delivery, Will enjoys developing product talent. He's coached PMs, shaped product playbooks, and led teams through clearer discovery, prioritisation, and execution practices. Will is passionate about practical AI application and real customer impact over hype. \-\-\-\-\-\-\-\- ABOUT 'PRODUCT IS\.\.\.' \-\-\-\-\-\-\-\- PMs, UX & UI designers, user researchers, developers - you like to dream big when it comes to digital products… Now it's time share your perspective! 'Product is…' grounds itself in informed, knowledgeable context and healthy conversation - vital ingredients to tech success. One keynote speaker sets the tone on a theme of less travelled subject matter before all attendees add their perspective during the second half of round table-style discussion. Don't expect standard tech meetup fare like "How to improve your CV/Portfolio for that dream job at Facebook" or "How this new framework/approach will improve your workflow" - this meetup is food for the mind, but also a place to meet like-minded big-thinkers! We welcome everyone who works in tech - EVERYONE has a valuable perspective that we learn from. \-\-\-\-\-\-\-\- WHY WE CHARGE FOR TICKETS \-\-\-\-\-\-\-\- We do not aim to make a profit from this meetup, our goal is to create healthy and interesting conversations, meet new people and make new connections. Speakers and the organising team give up their time free of charge to ensure the events are enjoyable for all. A small charge is required for attendance - this allows the organisation team to cover overheads, including the Meetup.com subscription, plus food and drink for the evening.

For our March meetup, we're looking forward to welcoming Phil Seamark to show us how to create interactive Power BI visualisations that show data just how you want them to. *\*\* Please only register if you are able to attend as the number of available places is limited \*\** # Visualize Without Limits: AI-Powered Custom Visuals for the No-Code Era Creating custom visuals used to be slow and complex. In this session, see how modern AI tools and the Power BI Visuals SDK turn that challenge into a fast, approachable process. Learn step-by-step techniques to build, customise, and ship visuals—quickly and confidently **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:00 - Close **Venue** Tenth Revolution offices in London. Aldgate House, 33 Aldgate High St, London EC3N 1DL Please provide your first and last name when registering for the event, as this is provided to building security to allow you entrance into the venue.

Welcome to our March event. We're delighted to welcome [Matt Johnson](https://www.linkedin.com/in/mhjwork/), CEO, Rayo, and [Dan Keely](https://www.linkedin.com/in/dan-keeley/), Principal Data Engineer, Rebura. **Matt** talks about hard-won AWS lessons on keeping cloud costs under control - plus a real “oops” story of how one small mistake can blow up your bill (and how to stop it happening again). **Dan** talks shares how hardware-style production thinking makes your data platforms more reliable, maintainable, and cheaper to run A big thank you to our sponsors [The Scale Factory](https://rebrand.ly/scalefactory) and [Cloudscaler](https://rebrand.ly/cloudscaler)! **Programme:** **18:00:** Arrival, registration **18:15:** Talks start **20:00:** Networking with food and a drink provided by the generosity of our sponsors. **Talk 1:** ***When things go wrong: Managing cost in the cloud with Matt Johnson.*** There are lots of sessions that talk about the theory of cost management and tooling available on AWS, but far less look at the real world challenges of using them in production, as well as the rough edges they have - not to mention what happens when things go wrong! In this session Matt will cover some of the hard lessons learned from working with AWS over the last 14 years, with a real-world example of how a simple mistake can cause problems, and how to avoid them in future. The presentation is aimed at both those new to AWS and to veterans of the platform, and also includes practical guidance on how to improve your cost management on AWS. Matt has been using AWS since 2011, including 8.5 years at AWS in the public sector tech org. He has presented at 6 separate re:Invents and dozens of other events, covering a wide range of topics. Now as CEO of Rayo, Matt continues to help customers deliver mission outcomes using cloud technology. **Talk 2:** ***Predictable Designs in Data Engineering on AWS with Dan Keeley.*** What if we treated data engineering systems the way world-class hardware teams treat products headed for mass production? John Teel (Texas Instruments) has spent years taking complex hardware from prototype to dependable, high-quality production at scale. In this talk, Dan borrows those “production-grade” principles - predictability, repeatability, and ruthless attention to failure modes, and translates them into practical patterns for building data platforms on AWS. This is less about any single AWS service and more about building data systems that behave consistently, even as requirements, volumes, and teams change. **What you’ll learn:** Attendees will leave with practical, reusable approaches they can apply immediately: * How to make systems maintainable * How to keep costs efficient without heroics * How to borrow best practices across engineering disciplines Dan is a community driven data engineer and now c-level team builder working with a wide range of Data technologies in the cloud. He is on the steering group for the biggest tech conference in London - BigDataLDN. He has won a number of awards, including being named in the top 50 data leaders and influencers in the UK. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- If you are interested in speaking at one of our events please check out our [call for papers here](https://awsuguk.org/call-for-papers/). We are advocates for greater inclusion & diversity in UK Tech and are especially keen to receive talk submissions from people in underrepresented groups. If you are interested in speaking at a future meetup but would like to discuss what to expect or need assistance please contact our Inclusion & Diversity Lead Natalie Gray - graynataliej@gmail.com or DM her [@natjgray](https://twitter.com/natjgray) Check out our [website](https://awsuguk.org) for more information about our community. Remember to follow us [@AWSUserGroupUK](https://twitter.com/AWSUserGroupUK) and on [LinkedIn](https://www.linkedin.com/company/aws-ug-uk) for the latest updates and you can find videos of our past meetups on [YouTube](http://bit.ly/2dZnvEE). If you want to chat with other members, join our [Community Discord Server](https://discord.gg/yMa8Rvtsmy).

This edition of Future Form explores two parts of the modern AI stack. Vercel’s agent infrastructure, including the new Sandbox and what’s on the roadmap. And how to optimise code to run more efficiently on custom CUDA kernels. **Luke Philips-Sheard**, **Engineering Manager,** **Vercel** Luke will break down Vercel’s new Sandbox and how it enables secure, isolated environments for running AI workloads and agent-driven tasks. Drawing on experience in finance and high-growth environments, he’ll explore how sandboxing helps manage untrusted code, contain risk, and safely run agents against real systems. **Jack Foxabbott, Founding Member of Technical Staff, Stealth Startup** Jack will dive into Neural Kernel Search and the evolution of custom CUDA for non-standard architectures. A practical look at how low-level optimisation unlocks performance gains that frameworks alone can’t deliver. If you’re building AI systems that need to run fast, reliably, and at scale, this one’s for you. **Bonus:** pizza, drinks, and practical peer-to-peer AI insights.

It's a ClickHouse Observability Meetup at SRE Days London! We've joined forces with the SRE Days team to host an evening meetup at their stunning venue. Join us for a few deep-dive talks, some food, and beverages. In fact, we are so excited that we have a discount if you want to attend the entirety of the event. Just head on over to https://luma.com/sreday-2026-london-q1 and use the code CLICK80 for a massive discount. Looking forward to seeing you there! Agenda: 5:30 - Arrival 6:00 - Uncovered: The Hard Truth About OpenTelemetry's Vendor Neutrality - Adriana Villela 6:30 - Observability Updates in ClickHouse - Dale McDiarmid 7:00 - How we built an SRE Agent with Clickhouse and eBPF - Chris Battarbee 7:30 - Running Grafana at Scale - Rory Crispin

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

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

Come chat about Atlassian tools and best practices at the Nationwide Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-downtownnationwide-22/.

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.

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.