User Experience

In this session Richard Conway co-founder of the UK Azure Users Group will interview Alex Karim, from Microsoft UK. Alex is at the cold face of the customer journey running executive briefings and providing Microsoft solutions descriptions based on what customers are trying to do. Alex works across all sectors and verticals and gets under the skin of the problem for Microsoft's customers. In this Ask Me Anything session (within reason), Richard will interview Alex about his experience with customers, solutionising with Microsoft tools and how Microsoft are helping customers in the new world of AI. Promises to be a great session. Please respond in discussion with questions you want to ask and we'll get them on the list! BIO: Alex is a technology innovator and evangelist specialising in Mixed Reality & AI. Alex began his tech journey in Automotive & Formula 1 at McLaren, leading the first ever deployment of HoloLens 2 in the industry and various AR & VR related projects across design and engineering. This ultimately led him to Microsoft where he served as UK “Metaverse Lead” shaping go-to-market strategies across Mixed Reality, Azure IoT, and Azure Data & AI before joining the Microsoft Innovation Hub. Today, at Microsoft Alex helps customers navigate the shift to AI-native organisations - delivering design thinking & prototyping workshops for some of the world's biggest enterprises & brands. Outside of work he hosts the Masters of Innovation Podcast - where he interviews leading voices across technology and innovation. He is also an aspiring racing driver working to transition from Sim Racing to the real world.

GDG Cloud London is thrilled to be partnering with Skyscanner for a deep dive into the world of AI applications in Production. This meet-up is a unique opportunity to connect with fellow AI enthusiasts, industry practitioners, and researchers in a dynamic and interactive setting. We are going to have some pizza and networking at the end! Don't miss out, RSVP now!AGENDA 18:00 - Doors Open & Check-ins 18:30 - Welcome & Intro 18:40 - Ellen Muller - Vectors in the Newsroom: Building Smarter Image Search at the Guardian. When a photo editor searches our image management system for "protest" at 6pm on a deadline, they can't afford to get zero results because the images were captioned "demonstration." Traditional keyword search has no way to know those mean the same thing - and for an archive with inconsistent metadata, that gap matters. This talk is about how we added semantic search to the Grid (the Guardian's open source image management system) using embeddings and vector similarity. We'll dig into how vector spaces let you encode meaning rather than just text, and the practical choices (and mistakes) involved in shipping this into a real production system. 19:15 - Bruno Ripa - Technical challenges of AI adoption in Healthcare Deploying AI in healthcare requires solving a shifting equation: balancing high-fidelity clinical utility against rigorous data sovereignty mandates and punishing infrastructure costs. This talk breaks down how our company navigates this fluid landscape daily. We will cover where we use AI in our stack, how localised data compliance continuously reshapes our engineering choices, and the concrete technical hurdles we encounter along the way. Rather than showcasing a finalised architecture, we will focus on the ongoing design decisions and trade-offs required to keep our product secure, reliable, and compliant, all while aggressively optimising compute and operational costs—proving that surviving the mutating challenges of healthcare AI is a continuous process of lean execution. 20:00 - Pizza & Networking Agenda --- Speakers Bruno Ripa - Dyad (Senior AI Engineer) Ellen Muller - The Guardian (Software Engineer) Hosted By Amanda Cavallaro, GDG Organizer I'm an Aikidoka, Developer Advocate, Software Developer, Google Developers Expert, Linkedin Learning Author and a Full Stack Web Development Specialist. Saverio Terracciano, GDG Organizer Stefano Le Pera, GDG Organizer Lorenzo Turrino, GDG Organizer Kubra Harmankaya, Android Developer --- Partner Skyscanner (https://skyscanner.net/) --- Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-london-presents-ai-in-production-vectors-in-the-newsroom-amp-healthcare-challenges/.

**Welcome to our June UX Beers in Antwerp!** This time, we will host our event on Tuesday the 30th of June at Craftzing in Antwerp. [Ariad](https://www.ariadgroup.com/) and [Creative Skills](https://www.creativeskills.be/) sponsor our events. Follow the event online? We stream live via [Youtube](https://www.youtube.com/watch?v=EBqyTDAyQBw) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# UX TALKS **Talk 1:** **UX with AI: Did we all just get promoted?** By An-Sofie Rombouts, Product designer @ Gorilla Working in a startup often means designing without established UX processes. So with AI emerging, it can feel like a lifeline: faster prototyping, '*deeper*' research, and more concepts to explore. But somewhere between the third AI-generated prototype and losing the thread of your prompted designs, it can become painfully obvious what the impact is of designing with LLMs. We're not executing anymore, we're reviewing, approving, and critiquing, like a manager. This talk gets honest about what that actually means: the speed gains are real, but the cognitive debt is quietly compounding, and your future as a designer depends on understanding why. Explore how designers can protect their cognitive depth, enhance their review capacity, and stay in control when the machine can almost draw anything. **Talk 2:** **Growing UX in organisations that are not there yet.** By Koen Peters, Designer at Namahn More and more organisations are asking us to help build design expertise in-house, even putting together a design team for them. I have learnt that in such cases, you need to set aside your own biases and assumptions first: your neatly mapped-out methodology, your Figma dogmas and all the other things you as a design agency take for granted. The reality in these organisations is often very different: limited resources, no design culture and few or no trained designers on the team. Through a few client case studies, I will show how we have tackled such challenges. Organising a training in UX and design thinking is a good first step, offering a chance to get to know the team and identify which skills are already there and which are missing. I will also demonstrate tools and activities that we have used to help a team get started and become more aware of UX research and design. These include a script for choosing the right UX approach, skills assessment models to identify gaps and first steps towards creating a design playbook. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# SCHEDULE 18:00 - Doors open. Drinks & snacks 19.00 - 19.15 - Introduction to UX Belgium Meetup, announcements 19.15 - 19:45 - Talk #1 19:45 -20:15 - BREAK 20:15 - 20:45 - Talk #2 20:45 - 21:30 - Socialize \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# SLACK CHANNEL We have our own UX Belgium slack channel. [Come join us and say hi!](https://join.slack.com/t/ux-belgium/shared_invite/zt-1bjpnuiog-T4Di4flXYPWgbT9KrZ53CA) \*\*\* \#\#\# YOUTUBE CHANNEL All our livestreams and talks are recorded and available on our [UX Belgium youtube channel](https://www.youtube.com/channel/UCno7V18T-EglYXprgrUZQ7A). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# ABOUT UX BELGIUM UX Belgium is a growing community of User Experience (UX) professionals in and around Belgium. Look for these types of events: UX Beers Periodically, we gather at a different agency or venue to drink beers, network and listen to speakers on various themes in the world of UX and digital design. UX Antwerp: Each last Tuesday of the month UX Brussels: Each second Tuesday of the month, 4x per year UX Workshops Now and then we organize events to dive deeper into specific skills and techniques in UX. These are smaller, hands-on workshops designed to boost your UX toolbox. \*\*\* The UX Belgium Meetup Team

Registration Must Happen on: [https://www.eventbrite.com/e/building-an-ai-powered-b2b-outreach-engine-find-qualify-convert-tickets-1992273247915?aff=oddtdtcreator](https://www.eventbrite.com/e/building-an-ai-powered-b2b-outreach-engine-find-qualify-convert-tickets-1992273247915?aff=oddtdtcreator) From finding the right leads to the final follow-up - personalisation at scale. Generic outreach is dead. Spray-and-pray emails get ignored, burn your sender reputation, and waste hours you don't have. In 90 minutes, you'll build something better: an AI-powered outreach engine that finds the right businesses, qualifies them automatically, and writes personalised messages at scale that actually get opened and answered. Not just theory. Not "use ChatGPT to write faster." A real, repeatable system — built live, around an actual EU brand. You'll watch the full cycle work end to end, then walk out ready to run it on your own business tomorrow. Here's what you'll walk away with: 🎯 Find — Pinpoint your ideal customers and pull a clean, structured lead list from sources hiding in plain sight. AI does the heavy lifting. ⚡ Qualify — Turn your gut instinct into a scoring system the AI runs at scale, so you only chase leads worth chasing. ✉️ Convert — Write outreach that goes way beyond {{name}} — then sequence follow-ups that hold the thread and pull replies. By the end, you won't just understand AI outreach. You'll have designed the engine. Perfect for SME owners, founders, consultants, employees and students who want a system that works — not another AI demo. Seats are limited and these fill fast — grab yours now. 🕐 17:15–18:45 workshop · 18:45–19:15 networking & refreshments 📍 Barclays, 120 Moorgate, London 🤝 In collaboration with Barclays

*[Jade War](https://www.goodreads.com/book/show/41716919-jade-war)*[ ](https://www.goodreads.com/book/show/41716919-jade-war)by Fonda Lee (608 pages) Genre: Fantasy • Urban Fantasy • Crime **Summary:** The Kaul family’s struggle for control of jade—and the soul of Janloon—intensifies in this action-packed sequel to *Jade City*. With rival clans still locked in a brutal power struggle, the No Peak Clan faces growing threats not just from within the city, but from foreign interests eager to exploit the island’s most valuable resource. As loyalties are tested and the battlefield expands beyond Janloon’s borders, the Kauls must navigate shifting alliances, political intrigue, and the heavy burden of legacy. War is no longer contained to the streets—it’s global, and the cost will be devastating. *Jade War* raises the stakes with deeper character arcs, explosive confrontations, and a sweeping look at power, family, and survival in a world where jade is everything. *** Join the Sci-Fi/Fantasy Series Squad! 🚀📚 If you’ve ever gotten halfway through a fantasy or sci-fi series and needed a little group support to finish, this is your crew. We’re reading one book a month together—so you can keep pace, stay motivated, and enjoy deep-dive discussions without feeling overwhelmed. *** **How It Works:** 🪐 Series Focus: We’re continuing the Green Bone Saga this June with *Jade War*. If you're hooked (and you probably will be), we’ll keep going with the series together. 🙌 No Pressure Zone: Didn’t finish the book? No stress. Come anyway—we’ll chat about the world-building, characters, favorite quotes, and wildest twists. *** 📍 Join us at the Dog (Surrey Street) in Croydon on Wednesday 17th June at 7:00 PM Grab a drink, choose your clan loyalties wisely, and let’s dive back into the high-stakes, jade-fueled world of Janloon together.

Hi everyone, We hope everyone's enjoying their (very) sunny summer ☀️. We'd love to invite you to the ☀️ **Summer** **Rooftop Edition**🍹 of our after-work networking event. Happening on **Tuesday 30th June**, please join us for a drink and a chat to enjoy the summer vibes! 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 London Bridge Rooftop](https://www.londonbridgerooftop.com/)** in Colechurch House at London Bridge (nearest station), on Tuesday 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

Social Pub Quiz Mixer - Meet new people one question at a time Whether you come solo or with friends, you’ll be thrown straight into the madness with a bunch of lovely strangers who may or may not become your new besties. **JOIN OUR WHATSAPP COMMUNITY HERE:** [https://chat.whatsapp.com/CpmuQWTBGJ12dVNCfXdJdQ?mode=gi_t](https://chat.whatsapp.com/CpmuQWTBGJ12dVNCfXdJdQ?mode=gi_t) Expect ridiculous quiz rounds, comedy, challenges, prizes, bad teamwork, questionable knowledge & absolute scenes. Plus 🏆 Win: • £100 Bar Tab • Plastic Medals (worthless financially, priceless emotionally) • Ultimate pub quiz glory There is a £3pp entry to the quiz payable on the day that covers the prizes you can win We’ll be wrapped up by around 8:30/8:45pm… unless you and your new mates decide to keep the night going afterwards. No quiz knowledge required. Just good vibes and a tolerance for chaos. **⏱️Schedule:** **6:00 PM – Arrival & Mingling 🍻** Get a drink, meet your teammates and settle in. **6:30 PM – Quiz Kick-Off 🧠** The Quiz Chaos begins — ease yourself in… it won’t stay calm for long. **8.30 PM – Results & Prizes 🏆** Winners crowned, losers… dealt with accordingly. **Onwards – Post-Quiz Social ✨** Stick around for drinks, games, and general chaos. *** **🎯 Good to know:** * No quiz experience needed (honestly, it might make things worse) * Either come with a team or solo-- and we find your team mates group! * Expect laughs, not perfection Come for the quiz, stay for the chaos

Boost your personal brand by joining this career networking workshop for London professionals from all backgrounds! ​As part of The Personal Branding Series, "The Real Networking Talk" workshop will leave you with a completely new perspective on what it means to be a strong networker. ​In this hands-on workshop, we will reframe networking through the lens of personal branding, and you leave the room with an action plan with steps to be taken right after the session! ​ ## ​🧠 **What we will cover:** * ​Why everyone hates networking and what it REALLY means * ​How to make networking feel less awkward, less transactional and way more human * ​A 4-step framework to build your network with confidence and intention * ​How to leverage your personal brand to make a strong first impression online and offline * ​How to train your audacity muscle and create more opportunities for yourself * ​The Networking Bingo Card: a hands-on exercise and challenge to boost your network ## ​🎯 **Who is this workshop for:** * ​ambitious professionals from all backgrounds (founders, corporate employees, freelancers, students, job seekers). * ​people who want to “put themselves out there” but hates the idea of traditional networking. * ​professionals who want to become successful networkers! ## ​**🧰 What’s included:** * ​A 1h30min workshop session * ​Time before and after the workshop for you to connect with everyone in the room! * ​Nibbles, fizzy drinks, and a kit from The Personal Branding Series * ​A leave-behind networking exercise * ​Early-access to future workshops ## ​🎤 **About your facilitator:** > ​Juliana Damasco is a Personal Branding Strategist & Workshop Facilitator. Over the past years, she has helped professionals build personal brands through her original, academically validated method, empowering them to succeed at their careers with clarity and confidence. > ​Juliana has an additional 10 years of corporate experience and she currently works at one of the top global tech leading companies in the world.

***Special ways to get divine help in daily life*** You are warmly invited to come and experience spiritual growth and fellowship as you explore what could be your next spiritual step at this ECK Light and Sound Service. This service offers you the chance to explore your own connection with the Divine. Find out how singing HU, an ancient name for God, can open your heart to God's love. Connect with the most sacred part of yourself, receive new insights and magnify love in your life through the Light and Sound of God. Divine Spirit expresses Itself in the world as Light and Sound. "Inner Guidance Connections: Special ways to get divine help in daily life" is this month's topic, which we will explore through talks and/or small group discussions. Eckankar welcomes people of all faiths and backgrounds and we have a children's program for ages 5–13. The service is about 1 hour to 1.15 hours, and light refreshments are available. New guests can also receive a guest welcome pack.

Hello and welcome to our special joint meetup between **Cloud Platform Engineering London**, **Cloud Platform Engineering Leaders**, **Data & AI Leaders**, **AWS AI UG**, **Azure AI UG**, and **GCP London**. This crossover event brings together platform engineers, cloud architects, data and AI leaders, SREs, engineering managers, technology executives, and practitioners exploring how AI is reshaping modern cloud platforms, developer workflows, business transformation, and enterprise engineering. This is a special **Community Stack ecosystem event**, bringing together several of our cloud, platform, and data-focused communities for an evening of practical talks, senior technical discussion, and cross-community networking. A huge thank you to **[Arrows](https://www.arrowsgroup.com/)** for hosting and sponsoring this event, and for supporting the growth of the cloud, platform engineering, data, and AI community in London. Speakers and sessions: **Get a High Return-on-Investment from AI Business Transformation** **Nora Balla, Founder and AI Business Transformation Lead, Add Velocity** Nora Balla is the founder of Add Velocity, an AI-native business transformation and implementation consultancy. Nora has gained extensive experience across investment products, business transformation, finance operations, and regulated asset and wealth management environments. Previously a freelancer, she now operates in a collaborative delivery model, helping organisations scale AI and automation solutions in complex business settings. Her experience includes finance transformation at Harley-Davidson, reporting process improvements in commercial real estate funds, and supporting the Aladdin implementation at Royal London Asset Management. In this session, Nora will explore how organisations can achieve a stronger return on investment from AI business transformation. The talk will cover the opportunities and high-value use cases, the real risks organisations need to manage, the skills required for the agentic era, how to define and measure success, and practical tips for improving efficiency when working with AI systems. **Agents in the Fastlane** **Ryan Cormack, Principal Engineer, Motorway** **Luke Marrai, Engineering Manager, Motorway** Motorway has used traditional AI and machine learning for years to enhance and improve its systems. But how can those years of learning be applied to build the next generation of agentic systems for users? In this session, Ryan Cormack and Luke Marrai from Motorway will explore how they are enhancing the functionality of Motorway’s platform to provide more accurate search results for dealers looking to acquire stock through the online marketplace. The talk will cover how Motorway is using **AWS AgentCore** to run its agentic systems, and how evals are being used to ensure the system performs as expected. Ryan Cormack is a Principal Engineer at Motorway, the UK’s leading used car marketplace, where he leads technical strategy and drives AI-powered transformation across the engineering organisation. With over 14 years of experience building and scaling systems on AWS, Ryan specialises in turning architectural best practices into practical engineering outcomes, from cloud modernisation programmes to the adoption of agentic workflows and AI-native developer tooling. Luke Marrai is an Engineering Manager at Motorway, supporting engineering delivery and helping teams build effective, scalable technology for one of the UK’s leading automotive technology platforms. Agenda: **18:00** — Arrival, refreshments and networking **18:30** — Welcome and introduction **18:35** — Get a High Return-on-Investment from AI Business Transformation — Nora Balla **19:00** — Break and networking **19:20** — Agents in the Fastlane — Ryan Cormack and Luke Marrai **20:00** — Networking **20:45** — Close **Join us on June 11th:** We are also hosting the **Cloud Native & Open Source AI Conference** on **June 11th in London**, bringing together a fantastic line-up of speakers across AI, cloud-native, open-source, platform engineering, leadership, and modern infrastructure. You can view the full speaker line-up and event details **[here](https://www.communitystack.io/conferences/cloud-native-london)** **About the communities:** This event is jointly hosted across **Cloud Platform Engineering London**, **Cloud Platform Engineering Leaders**, **Data & AI Leaders**, **AWS AI UG**, **Azure AI UG**, and **GCP London**. Together, these communities form part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)**, bringing together technical practitioners, leaders, partners, and organisations across cloud, platform engineering, data, AI, and open technology. We are always keen to hear from speakers, hosts, sponsors, and community partners. If you would like to speak, sponsor, or host a future event, please reach out to **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/)** via LinkedIn. This event follows the **[Community Stack Code of Conduct](https://www.communitystack.io/code-of-conduct)** and **[Privacy Policy](https://www.communitystack.io/privacy-policy)**, ensuring a respectful, inclusive, and welcoming environment for all attendees.

You're warmly invited to our seasonal Open Studios, to leisurely stroll around our 27 workshops and studios, meet the artists and look at a variety of art and handmade crafts - from painting to photography and from Japanese ceramics to silk screen prints. My studio (F9 upstairs) will have a selection of colourful new mixed media still-life paintings ( portable and affordable!) as well as the usual large mixed media landscapes and " merchandise" A lovely pop-up cafe will serve Japanese refreshments Family and dog-friendly All welcome, its a nice day out! Lydia

**BOOK HERE**: https://sportas.co.uk/games/45759 **Game Description:** Come and play in a casual 6 aside game on a Sunday afternoon ⚽️ It’s a beautiful pitch with larger goals 😍 💦 Showers, changing rooms, water fountain and toilets available. **Directions:** 🚶‍♂️1 minute walk from Poplar DLR station 🚗 No designated car parking **Rules** \- Change keeper every 6 minutes \- Classic 6 aside rules \- No slide tackles\, play safe \- Respect everyone on the pitch

**BOOK HERE**: https://sportas.co.uk/games/45579 **Game Description:** Come and join a casual Friday indoor volleyball session in Shoreditch 🤘 This is a mixed ability session so standard varies from week to week 🧡 Please familiarise with the rules of the game below ⬇️ https://www.youtube.com/watch?v=hLZ44KBWEbo Pleasure adhere to these rules when entering the hall: No food or drink except water No outside footwear No chewing gum No music allowed as we don’t have license No changing on court after 8pm **Directions:** 🚶‍♂️7 minute walk from Hoxton or Shoreditch High Street overground stations 🚿Showers and changing rooms available **Rules** \- 3 teams of 6 \- 6v6 games up to 15 points \- Max 2 games in a row

**We don’t do boring Wednesdays... and so on 1st July, to spice up your midweek, we’ll be heading back to Vauxhall for an adrenaline-fuelled evening of social fun.** Yep back by popular demand - we're off to **[Activate](https://playactivate.com/how-it-works)** \- one of London’s most exciting new venues\, packed with immersive team challenges and fast\-paced games 🎯 To kick things off, we’ll meet at a nearby pub so you can grab a drink, get to know your fellow competitors before the main event of the evening. Inside the venue, you’ll find 9 high-tech game rooms, each offering a **range of games and challenges** designed to test your speed, skill, memory, strategy and teamwork 🤝 You’ll be grouped into teams of 4, and in each game room, you’ll have the option to work together to beat the challenge or go head-to-head against your teammates to see who comes out on top. Your electronic wristband tracks your score throughout the session - both your personal tally and your team’s total, and your points can even be redeemed for prizes 🏆 For each game, there are also a range of levels to test yourselves against and you can replay any you enjoyed, or want to try again. And best all, whilst an evening at Activate could typically cost you £25pp... we've managed to secure an exclusive discount - **so this whole evening is just £14.95pp ❤️** It should be a great evening night of fast-paced fun - but as always, spots are limited, so grab yours while you can! **\- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \-** **WHERE/WHEN** We will be starting the evening at a nearby pub at **7:30pm** to give you a chance to meet and with your fellow 20s and 30s. However we'd kindly ask you arrive **no later than 7:55pm,** so that we can head over to the venue together and get checked in, ahead of the experience. **Meet Point -** The Riverside, House, 5 Saint George Wharf Hamilton, London SW8 2LE ([https://maps.app.goo.gl/WbQXsupv7DTypKcT8](https://maps.app.goo.gl/WbQXsupv7DTypKcT8)) **Closest Tube stations**: Vauxhall (5 min walk), Pimlico (15 min walk) **Start Time:** 7:30 PM **End Time:** 10:00 PM \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- **JOIN THE COMMUNITY** Set up in November 2021, the project was set up to help 20s and 30s in London meet, connect and hopefully build lifelong friendships. To help make this happen, we also host all kinds of events from free social walks, games evenings, day trips, social events, activity nights to picnics. To learn more about our community or to follow us on social media, please follow one of the links below. **Website - [https://friendship-project.co.uk](https://friendship-project.co.uk/)** **Instagram - [https://www.instagram.com/great.friendship](https://www.instagram.com/great.friendship)**

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

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

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

**Hello Columbus!** **The community is buzzing and growing well. We are thrilled to bring our fourth BrowserStack QA Meetup on Thursday, July 9th!** 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** * **Two Roads Diverged in a Wood: Docker Compose vs. Kubernetes** by **[Doug Reeder](https://www.linkedin.com/in/pdouglasreeder/)** **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:** July 9, 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:** Docker Compose and Kubernetes are two of the most popular tools for running containerized applications. Their feature lists are similar. Architects and senior developers need to know how their different paradigms lead to unexpectedly different experiences in production.

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Topic to be announced. **CALL FOR SPEAKERS** Learn more: 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/ **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