User Experience

**Venue:** Riverbank House, 2 Swan Ln, London EC4R 3AD **Please note:** 1\. 🚨🚨🚨 A valid photo ID is required by building security\. 🚨🚨🚨 2\. This event follows the [NumFOCUS Code of Conduct](https://numfocus.org/code-of-conduct). Please familiarise yourself with it before attending. If your RSVP status says "You're going" you will be able to get in. No need to show your RSVP confirmation when signing in. If you can no longer make it, please unRSVP as soon as possible. **Code of Conduct:** This event follows the NumFOCUS Code of Conduct. Please get in touch with the organisers with any questions or concerns. As always, there will be free food and drinks, generously provided by our host, Man Group. **Main Talks** 1. [Robin Linacre](https://www.linkedin.com/in/robinlinacre/) - **Rapid deduplication and fuzzy matching of large datasets using Splink** This talk introduces Splink, a free and open source Python library for probabilistic record linkage and deduplication at scale. I’ll explain the core ideas behind the approach, show how it can be used in practice, and reflect on the opportunities of building open source tools from within the public sector. Data deduplication is a common data quality challenge: it arises whenever multiple records are collected about the same person, organisation, or entity without a shared unique identifier. This talk will introduce the core ideas behind probabilistic record linkage and show how Splink, a free and open source Python library developed at the UK Ministry of Justice, can be used to link and deduplicate large datasets quickly and accurately. I’ll cover the practical steps involved in training linkage models, using unsupervised learning, improving performance and accuracy, and visualising results and diagnostics. I’ll also touch on what it has been like to build and maintain open source tooling from within the UK public sector, and the opportunities this creates for solving problems at citizen scale. The talk is aimed at people with basic experience working with tabular data in Python, and assumes no prior knowledge of record linkage. 2. [Filip Makraduli](https://www.linkedin.com/in/filipmakraduli/) - **Small Model Inference Infrastructure: Lessons Beyond vLLM** Embedding models are evolving rapidly, from dense-only architectures, to hybrid dense+sparse (BGE-M3), multi-vector late interaction (ColBERT), and vision-language models (ColQwen2, SigLIP). Yet while LLM serving infrastructure is well-established (vLLM, SGLang), small model deployment still relies on inefficient single-model containers or custom-built systems. Production teams face a dilemma: deploy dozens of single-model containers with 5-10% GPU utilization, or invest months building complex multi-model infrastructure. This talk explains some of the key concepts of embedding inference and how it is different to LLM inference. 3. [Ian Ozsvald](https://www.linkedin.com/in/ianozsvald/) - **Build your own LLM, Live, with MicroGPT** Andrej Karpathy's MicroGPT is a single file no dependency mini GPT, you can run it live with me. We'll talk about how GPT works, we'll look at the code, we'll reflect on the Torch-based nanoGPT "big brother" and you'll end the talk with stronger intuitions about how our next best token guessing overlords are working. Plus you'll have a mini GPT running on your laptop in 200 lines of Python. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Logistics** * Doors open at **6.30 pm** (get there early as you'll need to sign in with building security). * Talks start at **7:00 pm**, with drinks afterwards from **9:00 pm** at The Banker (EC4). We have reduced capacity for this event, but there will be plenty of people to discuss data science questions with. Please unRSVP in good time if you realise you can't make it. We're limited by building security on the number of attendees, so please free up your place for your fellow community members. If you want me to trim lightning talks down to two or shorten any abstracts, say which ones.

Hello! Thanks for taking an interest in this group. Join us for a fantastic evening of networking and learning at **Drake & Morgan at King's Cross**. Connect with like-minded individuals in the property industry and gain valuable insights into the latest trends and strategies. Whether you're a seasoned pro or just starting out, this event is perfect for expanding your network and knowledge. Don't miss out on this opportunity to grow your business and make meaningful connections. See you there! Attendees will be added to the Smarter Property What'sApp Group, where you can connect with 100's of investors and property professionals. The structure of the event is informal networking for people who are interested in property investment, already in property or looking to expand their network. We have over 20 years experience in BTL, HMO, Serviced Accommodation, sourcing, development, and can direct you to relevant professionals in their field if there is anyone in particular you're trying to connect with. Newbies and pros all welcome. We look forward to seeing you there! James & Nick

**BOOK HERE**: https://sportas.co.uk/games/43445 **Game Description:** Join us for a friendly game of Social Dodgeball in Bromley. We will be playing a mix of casual and fun games! Find out more about PB Dodgeball here - www.pbdodgeball.co.uk **Rules** British Dodgeball Rules No headshots

Tickets for this event are available to be purchased on Meetup or through Eventbrite at the following link: [Eventbrite link](https://www.eventbrite.co.uk/e/property-nexus-london-city-property-networking-event-may-2026-tickets-1985728442225?aff=oddtdtcreator&keep_tld=true) PLEASE NOTE this is a paid ticketed event and tickets must be purchased before the event through Meetup or Eventbrite PLEASE ALSO NOTE we take most of our event bookings through Eventbrite so the number of attendees booked for an event is much larger than that displayed as RSVPs on this Meetup page (normally about 50-100 attendees) Property Nexus (UK property network) is excited to be holding our **London City** **Property Networking Event** at **Be At One Bar** **Liverpool Street** on **Tuesday 5th May 2026** This is a premier networking event for the London property industry. At the event you can expect to meet a diverse group of professionals from property, construction, and other sectors within the built environment, including: * architects & interior designers * surveyors * property & estate agents * project managers & facility managers * structural & highways engineers * planning & property consultants * property, planning & construction lawyers * property investors & financiers * property developers & asset managers The event is informal, friendly and relaxed allowing you to mix and talk with other attendees and make contacts and business leads. There are NO sales presentations, gimmicks or other catches at the event, just pure property networking! **Be At One Bar Liverpool Street** is a stylish and modern cocktail bar located in the heart of the City of London. We have a private area booked for our event, **The** **Loft Room** which is an intimate space perfect for our networking event. The closest tube and train station is Liverpool Street. The Loft Room is located on the top floor of Be At One Bar Liverpool Street During the event, a variety of beverages such as wine, beer, and water are provided initially until they are all gone (so be punctual!). Later, a private bar is accessible for attendees who want to buy extra drinks at their own cost **Dress Code:** Smart Casual (no trainers, no sportswear and no hats) **ID required:** The venue is a licensed premises and therefore may require identification such as driver's licence / passport to be presented on arrival To see pictures of our previous property networking events please click [here](https://propertynexus.co.uk/past-events/) ​ We hope to see you there at the event ...and don't forget to bring your business cards! Please ensure that you purchase your ticket as soon as possible as places are limited *No refunds or transfers are available should you wish to cancel or are unable to attend the event* *All event bookings and payments are processed through Meetup (via PayPal) or Eventbrite and attract transaction fees charged by PayPal or Eventbrite and any terms and conditions applied by Eventbrite, PayPal or Meetup apply* *For other terms and conditions which apply to all event bookings​ please see the Event Booking Terms and Conditions on the Property Nexus website ([https://propertynexus.co.uk/event-booking-terms-and-conditions/](https://propertynexus.co.uk/event-booking-terms-and-conditions/))*

**BOOK HERE**: https://sportas.co.uk/games/45376 **Game Description:** Come and play in a casual​​​​​​​​​​​​​​​​​​​​​​,​​​​​​​​​​​​​​​​​​​​​​ friendly & social badminton session. The session is for mixed ability players (mainly beginners & intermediate players). So please be respectful and kind towards less experienced players - we all have to start somewhere 🧡 🌱 We use YONEX MAVIS 300 Nylon Shuttlecocks. 🏸 We have a few spare rackets if needed. Format: We play doubles for the whole time and keep rotating opponents/partners across courts so everyone plays each other. Venue: 🚪Entrance to the sports hall is on the corner of Celebration Avenue and Temple Mills Ln 🧼There are showers, changing rooms & a water fountain at the venue 🚶‍♂️5 minute walk from Stratford International DLR Station 🚗 Paid car parking is available on site **Rules** Classic doubles rules - can be explained at the start of the session if you’re new to badminton or need a reminder 🤝

**Hello there!** Our Face-to-Face Afternoon Classes are back this May in London! Are you learning English as a second language and looking for an opportunity to practise your English? Interested in **free, in-person classes**? We’ve got you covered! Here at **Stafford House,** our teachers-in-training are gaining hands-on experience by teaching enthusiastic English learners. Each lesson is interactive and fun, with plenty of opportunities to practise speaking, meet other learners, and improve your English along the way. We also offer **free online English classes**. Check out our other events for more information! Please see the **updated** details below! 🕑 **When:** From **4th May - 28th May (4 weeks)** ➡️**Mondays, Tuesdays, Wednesdays, and Thursdays** 2:30 p.m. – 4:30 p.m. ➡️**Fridays** 1:30 p.m. - 3:30 p.m 📍 **Where:** Stafford House London, 2 Southampton Place, WC1A 2DA (just 2 minutes from Holborn Station) 📚 **Level: Both levels available** **\- Pre\-Intermediate \(A2\-B1\)** **\- Upper\-Intermediate \(B2\)** Spaces are limited and allocated on a first-come, first-served basis. Please arrive **15- 30 minutes early** to secure your spot. We will ask for your name and email upon arrival. *Please note⚠️ confirming attendance on Meetup does not guarantee a place in the classroom.* **Please note that class times or dates may occasionally change due to the nature of the course. If this happens, we will inform you by email.** We look forward to seeing you all very soon! Got Questions? send us an email at [[teachertraining@staffordhouse.com](mailto:teachertraining@staffordhouse.com)]

**BOOK HERE**: https://sportas.co.uk/games/45356 **Game Description:** Come and play in a casual mixed gender 6 aside football game on a Tuesday evening in Stratford ⚽️ We play on PITCH 2, it’s the middle caged 6 aside pitch. **Directions:** 🚆6 minute walk from Stratford International DLR station 🚗 Paid car parking available 🚿Changing room and showers available **Rules** \- Classic 6 aside rules \- No slide tackles \- Change keepers every 6 minutes \- We encourage you to wear Astro turf trainers \- Be positive and encouraging to all players 🫶

Once a month, we slow things down. No courts. No rushing. Just good food, easy conversation, and a social that actually feels… social. This is the **Second Serve Supper Club** — a more relaxed, sit-down version of the group. *** ### 📍 Venue (Croydon / easy access) We rotate between: * Cosy restaurants with bookable tables * Private/semi-private dining spaces * Quiet venues where we can actually hear each other (Final location shared after approval) *** ### 🕒 Format (Monthly Saturday) * **6:30 – 7:15pm** → Arrivals + dinner orders * **7:15 – 8:15pm** → Dinner & natural conversation * **8:15 – 9:45pm** → Games + guided social * Wrap up on time — no dragging the night out *** ### 🎲 The Twist (What makes this different) This isn’t just “dinner and hope for the best.” We structure it lightly so it never gets awkward: * Small tables (4–6 people max) * Subtle **table rotations** (optional, not forced) * Simple games that spark conversation, not competition *** ### 💬 Conversation Style No cringe icebreakers. We use light prompts that are easy to answer and easy to build on. *** ### 👥 Who this is for * People who don’t want loud, chaotic nights * People who actually want to talk and connect * People who prefer structure over randomness *** ### ✅ Approval & Attendance * RSVP approval required * Limited seats (kept intentionally small) * Priority goes to consistent attendees 👉 If you RSVP, we expect you there (No-shows affect future approvals) *** ### 💷 Cost * Small organiser fee (covers hosting + setup) * Food/drinks paid individually at venue *** ### The vibe A proper social. Not loud. Not forced. Not endless. Just a good evening, done right.

**Complimentary Event Passes** We’re offering a limited number of complimentary passes specifically for our MongoDB User Group members! To snag yours, please send a direct message to the MongoDB User Group account on Meetup or leave a comment at *Start the conversation* below. **About The Event** At MongoDB.local London, discover how the UK’s leading innovators are ditching fragmented AI stacks for a unified data platform that accelerates production and takes AI from demo to production—quickly. Whether you're growing a startup or scaling and modernising enterprise applications, join us—alongside founders and leaders defining the future of London’s tech landscape—to learn how MongoDB helps you ship your AI vision faster. [View agenda here](https://www.mongodb.com/events/mongodb-local/london)

If AI tools are already becoming part of your daily life, this dinner is for you. Explore AI over dinner at a Michelin-listed London restaurant. Tools, opportunities and real conversation. **Meet2Click Curated Conversations** Each Meet2Click Curated Conversation dinner centres around a carefully chosen topic or shared interest, designed to spark thoughtful conversation and meaningful connection. **Curious about how AI is changing our lives — and want to explore it in a relaxed dinner setting?** Artificial Intelligence is evolving rapidly. New tools, ideas, and breakthroughs are reshaping how we work, create, and think. Instead of abstract debate, this evening is about sharing what we’re discovering in real life. Two days before the dinner, guests will receive a short, accessible overview of interesting AI tools — simply to spark ideas. At the table, we’ll explore: • Is AI making us smarter or lazier? • What is the most exciting real-life use of AI right now? • What should humans protect in an AI-driven world? No technical background required. **Launch Season Benefit** During our initial Meet2Click dinners, guests will enjoy **up to 50% off food** at the restaurant. This introductory benefit is available for a limited launch period. Food and drinks are paid individually, directly with the restaurant. **Details** Location: CHEZ MAL BRASSERIE & BAR, 18-21 Charterhouse Square, Barbican, London EC1M 6AH **Date: 8 April 2026, 19.30h** **Ticket price:** £15 per person *(includes your seat and contribution to the evening — food and drinks ordered and paid individually at the restaurant)* Seats are intentionally limited to encourage meaningful conversation and genuine connection. Just an open, relaxed exchange of ideas over dinner. **Additional Information:** Photos or videos may be taken during the event for promotional purposes. Should you wish to opt out, please notify the host upon arrival, and your preferences will be respected.

Welcome to our May event. We're delighted to welcome [Elena Lape](http://linkedin.com/in/elenalape), Founder, Holopin and [Rupam Jha](https://www.linkedin.com/in/rupam-jha-151313a7/), Senior DevOps Engineer, as well as [Areg Hovakimyan](https://www.linkedin.com/in/areg-hovakimyan/), Senior DevOps Engineer. **Elena** takes an affectionate but honest look at the wonderfully chaotic reality of working with AWS, a platform that can do almost anything, but rarely in just one obvious way. **Rupam** answers the question every fast-moving team faces: how do you stay secure, compliant, and audit-ready on AWS without creating bottlenecks for builders? **Areg** provides an overview of Amazon EKS, while highlighting what truly makes a difference in production. A big thank you to our sponsors [Cloudscaler](https://rebrand.ly/cloudscaler), [Rayo](https://rebrand.ly/rayo-cloud) & [The Scale Factory](https://rebrand.ly/scalefactory) **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:** ***AWS: An Experience with Elena Lape*** Those of us who care a lot about developer experience would certainly agree: AWS is, undeniably, an experience. This session explores the quirks, overlaps, and “wait, why?” moments that make AWS both impressive and deeply relatable. Expect an affectionate look at the strange reality of using a platform that can do everything except explain itself briefly. **Elena** is founder and Head of Engineering at Holopin, where she leads a platform used by 150,000+ software engineers worldwide. Before Holopin, she worked across several Silicon Valley scaleups building Kubernetes integrations, developer tooling, and cloud infrastructure, and has been building on AWS since 2016. Elena is deeply focused on developer experience. She spent part of her early career at GitHub, remains active in hackathon communities, and today serves on the W3C Advisory Board. **Talk 2:** ***Learn how to turn AWS security and compliance policies into automated, scalable, and auditable practices — without slowing down innovation with Rupam Jha*** Many organisations struggle to enforce security and compliance consistently across AWS environments while scaling their workloads. In this session, I’ll walk through practical strategies to secure AWS accounts, implement automated compliance controls, and simplify audits. Using real-world examples and best practices, attendees will leave with actionable techniques to protect data, streamline operations, and maintain regulatory readiness in the cloud. **Rupam** is a Senior DevOps and Platform Engineer who enjoys building AWS platforms that are scalable, secure, and easy for teams to use. Her focus is on creating cloud-native environments with tools like AWS, Kubernetes, EKS, Terraform, and Vault, helping engineering teams ship faster and more confidently through automation, standardisation, and strong platform foundations. A big part of what she does is reducing complexity for developers by building self-service infrastructure, improving delivery pipelines, and making platforms more reliable, observable, and cost-effective. She cares about security by design and operational excellence, and she believes infrastructure should feel like a product - something dependable, well-designed, and built to help teams move quickly without adding unnecessary risk. **Lightning Talk:** ***EKS in Production: What Actually Changed After Adoption*** **Areg** is a Senior DevOps Engineer and will talk about Amazon EKS. Amazon EKS offers many capabilities to simplify Kubernetes operations, but in practice, not all of them deliver the same value. In this 15 minute talk, Areg will provide a quick overview of key EKS capabilities, highlight 2-3 that truly make a difference in production, and explore common areas where teams tend to overcomplicate their platforms. **Do you have a story to share?** 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 [here.](https://awsuguk.org/our-videos/)

AI is changing how engineering teams work. Faster iteration. More output. Less time spent on the basics. But turning that speed into real delivery isn’t straightforward. At this Future Form session, we’re looking at what it actually takes to move from faster development to shipping real value. Speakers: **Brian Scanlan\, Senior Principal Engineer \| Intercom** Brian will share how they’re increasing engineering throughput using AI inside a large SaaS codebase. What’s improved, where it’s worked best, and the practical challenges that come with scaling it beyond demos. **Luca Lanziani\, Head of DevOps & Platform Engineering \| Nearform** Luca will explore what happens around the code. Because when development speeds up, the constraints shift. Platform, delivery pipelines, team structures. The organisations that benefit are the ones that adapt. Join us for pizza, drinks, and practical insights of where AI can genuinely accelerate delivery, and what needs to change to make that happen. **If you’re working hands-on with AI tools or responsible for how software gets delivered, this session is for you.**

Join us on Wednesday 6th May for our next AI Exchange event, hosted by AWS at their Holborn HQ. Here's what's on the agenda: **[Nova Intelligence](https://www.novaintelligence.com/)** are tackling a problem that doesn't get talked about enough, most AI agents simply weren't built to work with enterprise software like SAP. Their talk discusses how they have solved that, and what it looks like when AI works as well in the enterprise world as it does everywhere else. **[WeBuild-AI](https://www.webuild-ai.com/)** are making the case that bigger isn't always better. Their talk breaks down how small language models, through distillation, fine tuning and low rank adaptation, can deliver the same results as larger models, at a fraction of the cost. **[AWS](https://aws.amazon.com/)** are tackling the question underneath all the others, not how to use AI, but what it's doing to the human mind. Their talk explores how cognition is shifting, which human traits become more valuable as AI takes on complexity, and what genuine human AI partnership actually looks like. As always, doors open at 6:30pm and talks start at 7pm sharp. We have a tight capacity for this event, so please RSVP as soon as you can to secure your space. **Agenda:** **[Marcello Urbani](https://www.linkedin.com/in/marcello-urbani-4730b75/?skipRedirect=true) @ [Nova Intelligence](https://www.novaintelligence.com/)** "**Bringing Agentic AI to the SAP Ecosystem"** Most enterprise software wasn't built with AI agents in mind — and mainstream agents weren't built for enterprise software. SAP is the sharpest example: code lives in the system, not a filesystem, and git-based workflows simply don't apply. Nova closes that gap — an agentic assistant that speaks SAP natively. This talk covers the mismatch problem, how we designed Nova around SAP's environment, and what it looks like when an AI agent finally works as well on SAP as it does on mainstream systems. Bio: Marcello is a software engineer with over two decades in the SAP ecosystem, most of them building DevOps tooling at Basis Technologies. Last year he joined Nova Intelligence to focus on AI applied to SAP systems. An active open source contributor, he is best known for abapfs, a VS Code plugin that enables ABAP development directly in the editor. **[Adel Rahimi](https://www.linkedin.com/in/adelr/) @ [WeBuild-AI](https://www.webuild-ai.com/)** "**Small Language Models: Practical AI for the Real World"** Large language models have dominated the AI conversation, but a quieter revolution is underway. In this talk, we'll explore the rise of small language models and why they matter now more than ever, from reduced infrastructure costs to data sovereignty and the ability to run AI on-premise or at the edge. We'll dive into the techniques that make small models punch above their weight, including distillation, quantisation, fine-tuning and low-rank adaptation. Whether you're navigating regulatory constraints, working with limited compute, or simply looking for a more practical path to production AI, this session will give you the tools to think smaller and smarter. Bio: Adel is a Principal Engineer at Webuild-AI. He has a decade of experience in building and scaling AI and ML solutions at different industries and different company sizes, ranging from series A to unicorns and more recently he was a Sr. AI Engineering Manager at Procter & Gamble. He has also published several research papers in the areas of AI Explainability and NLP and is an advocate of safe and explainable AI. **[Elliott Almeida](https://www.linkedin.com/in/elliott-almeida/) @ [AWS](https://aws.amazon.com/)** **"The Cognitive Partnership: How AI is Reshaping Human Intelligence"** This session explores the profound psychological transformation at the intersection of human cognition and artificial intelligence. Moving beyond tactical implementation, we examine how AI is fundamentally altering our cognitive identity and which human psychological profiles naturally thrive in AI collaboration. Drawing on the "Missing Middle" philosophy and the tension between cognitive offloading and scaffolding, we investigate the paradox of augmentation: as AI handles increasingly complex cognitive tasks, what uniquely human capacities become more valuable? We hope to see you there for another great AI filled evening! **Sponsors...** The AI Exchange is brought to you in partnership with[ LinuxRecruit](https://www.linuxrecruit.co.uk/) and[ AWS.](https://aws.amazon.com/) LinuxRecruit is building the next wave of Tech Unicorns in Europe. Whether you're hiring or exploring your next opportunity, [get in touch](https://www.linuxrecruit.co.uk/jobs). The types of roles we have currently are across Founding Engineers, Engineers across Product, Software, AI/ML, Data and Platform Infrastructure/DevOps.

Get ready for an another awesome night at the London Tech Social! It’s the perfect spot to chill with designers and engineers and make new friends. Whether you’re a tech wizard or just curious, you’ll fit right in. This is your chance to meet cool people and maybe even kick off some exciting projects together🚀 Mark your calendar for a night filled with fun and new connections📅 We look forward to seeing you there!

🌙 **Surrey Online Speed Dating — Where Meaningful Starts** This works brilliantly for first-timers who find in-person dating overwhelming, introverts who open up better one-on-one, and adventurous people who are just ready to try something different. These are people who've decided casual isn't cutting it anymore. They want depth. They want honesty. They want someone who actually shows up. Runs entirely on Zoom. Private one-on-one rounds with Surrey locals who are in your age range. No venue, no dress code, no awkwardness. **Find your age group and sign up:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Surrey&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=55+&face_v=3.0) 📋 Important: RSVP here is just the first step. Follow the link above, complete the registration form and personality quiz to be confirmed. --- **What happens next:** 1. Click your age group link above, register, and fill in the short personality questionnaire. 2. At event time, open your Zoom link. Any device works — phone, tablet, laptop. 3. Meet Surrey singles in short back-to-back rounds, all matched to your age group. 4. Once it's over, you'll find out who felt the same — then it's yours to take forward. We cap attendance to keep it genuine. The people in the room will have done the same thing you did — decided enough is enough, and taken a real step.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Hello podcasters! We are rebooting the Columbus Podcasters User Group this May 11th! Come join us at the Roosevelt Coffee house in Lewis Center from 6-8pm. Help us organize future meetups! Thank you **Roosevelt Coffeehouse** and the **Olentangy Brewery** for hosting our meetup!

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!

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm