5G

Dear Members, As the **early evening from 5pm** [https://luma.com/he99iszf](https://luma.com/he99iszf) unfolds toward sunset, the tone deepens. Conversations shift from introductions to alignment: * Capital meets narrative * Ideas meet execution * Ambition meets backing * Complimentary nibbles & drinks What to expect: Guests arrive at Flex @ Tide, stepping off the street into a space that feels deliberately curated—minimal, elegant, quietly confident. **630-730pm There will be 5 Roundtables** \- Investment\, Tech & Ai\, Film & Music\, Scaleups & GovTech\. If you would like to head a table for discussion please reach out \(Zee Whatsapp 07588812528\)\. **Thank you to Flex @ Tide, The Master Collective**, **YouYaa**, and the **Future Crowd.** Floor-to-ceiling windows frame the river like a living artwork. There’s a subtle soundtrack—low, ambient, almost cinematic—punctuated by the clink of glasses and the first bursts of laughter from early connections forming. Feel free to bring friends and colleagues. If you are looking for future collaborations please let us know. **8pm Carriages** With warm regards, Zee & Team NB For Partnerships or Sponsors zee@picnicbank.com & [zm@mastercollective.xyz](mailto:zm@mastercollective.xyz)

London’s hub for Google Cloud innovation returns for its second edition of 2026. Following the massive wave of announcements at Google Cloud Next ‘26 this April, Go Reply is hosting our second Techie Meetup of the year. We are moving beyond the keynote hype to provide a technical "Post-Game Debrief" designed specifically for the developer and architect community. At Go Reply, we believe in moving beyond sales pitches. Our mission is to foster a space for hands-on learning, technical deep dives, and real-world peer-to-peer knowledge sharing. If you are passionate about the bleeding edge of GCP and AI, this is your room. *** ### **🔍 What’s on the Agenda?** We’ve curated this session to help you filter the noise from Google Next and focus on what actually impacts your production environment for the second half of 2026. * The Curated Breakdown: A technical deep dive into the most impactful announcements from the April keynote. * Architectural Impact: How will these new tools, features, and API changes affect the way we build, deploy, and scale? * Hands-on Look: A live look at the new releases (pending availability) to see how they perform in the wild. *** ### **🤝 Join the London Cloud Community** We are officially launching our Go Reply Techie LinkedIn Group! This is your space to connect with peers, share GCP insights, and continue the conversation long after the meetup ends. [Join the LinkedIn Group Here](https://www.linkedin.com/groups/17990006/) Join now to get a head start on the Google Next discussion before we meet in person! *** ### 💡 **Why Join Us?** Whether you're a Cloud Architect, a DevOps Engineer, or an AI Enthusiast, this meetup is about meaningful connections. Come for the technical insights, stay for the networking (and refreshments), and leave with a clear view of the Google Cloud frontier. Space is limited for this second edition—RSVP today to secure your spot!

MCP is changing how developers build with AI, but we're just scratching the surface. Join us for an evening of talks that go beyond retrieval to explore what's actually possible when you give agents real tools, real constraints and real APIs. **Agenda** ​6:00 PM - Doors open, registration and networking ​6:10 PM - Welcome (Upsun & Cloudflare) ​6:20 PM - MCP: Context is Everything! - Carly Richmond, Elastic ​6:45 PM - Sandboxes: how to limit agents so we can use them more - Patrick Dawkins, Upsun ​7:00 PM - Break (Food & Drinks) ​7:30 PM - Cooking with MCP in VS Code - Liam Hampton, Microsoft ​7:55 PM - Efficient tools with MCP code mode - Confidence Okoghenun, Cloudflare ​8:15 PM - Open networking and drinks ​9:00 PM - Close 🗣️ ​**Talks** ​**MCP: Context is Everything! - Carly Richmond (Developer Advocate Lead, Elastic)** ​MCP is a powerful tool for giving LLMs capabilities to not just retrieve information, but to automate key actions based on relevant data. Let’s see how it can be used for retrieving relevant context and other activities such as observability. ​**Efficient tools with MCP code mode - Confidence Okoghenun (Senior Developer Advocate, Cloudflare)** ​Traditional MCP approaches choke on context windows: Cloudflare's 2,500+ endpoint API would require 1.17 million tokens. Code Mode flips the script by having LLMs write code against typed APIs instead of making direct tool calls, achieving 99.9% token reduction. Come learn how code mode works and how to optimize your MCP tools with it. ​**Sandboxes: how to limit agents so we can use them more - Patrick Dawkins (Principal Engineer, Upsun)** ​We want our agents to run longer and use more tools, but we're hampered by constant prompts for approval. Sandboxes are the practical middle ground: isolate the agent so you can stop watching every command and let it work. This talk covers what "sandbox" means, who provides them today and the Linux primitives that let you build one yourself. ​**Cooking with MCP in VS Code - Liam Hampton (Senior Cloud Advocate, Microsoft)** ​In this session Liam will show you how VS Code is fully supporting the MCP spec, from MCP Apps to sandboxing and elicitations. 📅 **Date and Time:** Thursday, May 14, from 6:00-9:00 PM 📍 **Location:** Cloudflare Address: 6th Floor, County Hall/The, Riverside Building, Belvedere Rd, London SE1 7PB, UK 👉 You can also register here: https://luma.com/eb8j6lhu ⚠️ Please make sure you provided your full name (no nicknames or abbreviations will be allowed) and to bring your ID card as it will be mandatory to show it upon check-in to security. Entry will be first come, first served. We recommend arriving early to make sure you get in. **⚡️ Interested in giving a talk? ⚡️** Have you ever considered presenting on your Elastic use case? We welcome 5-10 minute lightning talks, 45-minute deep dives, and everything in between. If you're interested, please submit via our [CFP](https://sessionize.com/elastic-meetups/) or send us an email at [meetups@elastic.co.](http://meetups@elastic.co./)

**The Unscented Transform: theory, extensions and practical application to Bayesian inference** We are delighted to have John Whitamore back at the Bayesian Mixer. Please register here: https://www.tickettailor.com/events/bayesianmixer/2154878 **Abstract:** How can we perform Bayesian inference without resorting to slow random sampling methods? Isn't there a nice, pragmatic way to use the geometry of a problem to use only a very small number of samples, placed deterministically? Isn't there a good, straightforward way to implement Bayesian models in practical settings? This talk explains the real-world problems that can be solved by the Unscented Transform. It begins with an intuitive introduction to Bayesian methods, discusses the Unscented Transform and connects the ideas to geometry, finite elements analysis and deep learning. **Bio:** John Whitamore is a Senior Data Scientist at Simply Business, a leading UK InsureTech firm. He has previously served as Head of Data Science for a leading food retailer, as Head of Trading and Systems for an investment management company and as Global Head of Convertible Bond Trading for a European investment bank.

We have three great talks lined up, plus time to chat and meet others in the community. We can’t wait to see you there! We want NSLondon to be welcoming to everyone and support a broad range of voices. To help address existing imbalances in attendance, we’re offering a limited number of **early-access spots to women, non-binary people, and others who are currently underrepresented** in the iOS developer community. You can request one of these spaces by filling in [this form](https://docs.google.com/forms/d/e/1FAIpQLSfkWvVomYXUwESWHet2HDxTia4euvYcP2WKtkVQLXCzjmtbvA/viewform) before RSVPs open for general availability. (**Update:** This form is now closed.) **💬 Talks:** **Raphael Velasqua** — “Claude as Your iOS Pair Programmer” *What if your codebase could teach Claude how your team codes — not just generic Swift? A glimpse of scaffolding, writing reliable tests and more with Claude.* **Paul Shone** — “Turning Applications in to Apps: Tips on getting hired in a changing marketplace” *Join Paul Shone, Co-Founder of Pixelated People, a recruitment leader with over 15 years of experience in building world-class mobile engineering teams. Paul shares invaluable insights on how to standout and secure your dream job in this changing and competitive job market. If you are a job seeker aiming to land the perfect role this session is packed with actionable advice that will set you apart from the competition.* **Vadim Popov** — “From ARKit to Vision – How Far Can You Push the iOS Camera” *This talk explores how far you can push the iOS camera by rebuilding core camera features using AVCaptureSession, comparing real-time face and skeleton detection across ARKit, Vision, and MediaPipe, and diving into live image analysis like sharpness, brightness, and composition scoring with Vision and Accelerate. It also reflects on what users actually value in a camera app, sharing practical lessons and missteps from the journey.* **🕓 Schedule:** 6:30 PM Arrival and check-in at JustPark reception 7:00 PM Presentations start 9:00 PM Continue the conversation at the pub (TBA) * **Arrival Time:** Arrive at 6:30 PM to complete the check-in process. If you need mobility assistance, let us know at least one day in advance. * **Check-in Process:** Go to JustPark reception. Provide your full name and mention the NSLondon event to receive your badge. * **Full Names Required:** Ensure your Meetup profile has your full name or send it to us in a private message at least 48 hours before the event. * **Late Arrival:** A JustPark staff member will guide us to the event space. If you arrive late, you may need to wait. 💎 **Acknowledgments:** We'd like to thank JustPark for their generous support in hosting this event. NSLondon is a community-driven group and needs your support! Contact us for information about venues, speakers, or sponsorships. Feel free to reach out with any questions. See you there! Please read our [Code of Conduct](https://nslondon.com/coc). MC: Aled Samuel

Shaping our future with AI. Creating opportunity through AI fluency, connection and community. No jargon. No hype. No confusing terminology. NOTE: This event will be focussed on the changing shape of software development. Everyone is welcome to attend but the content will be somewhat technical. **Join us for our next in-person meetup in London on Thursday May 14th.** Our theme for this meetup is **Reimagining Software Development with AI.** We're going to take a step back and think about the role we, the humans, play in the software development process now that coding agents have arrived. This event provides a small glimpse of the future, from the innovators who are challenging everything and rebuilding the process of software development from the ground up, with humans at the centre! **Where and When?** * Thursday, May 14th * Doors open at 18:00 * Talks start at 19:00 * AutogenAI, 123 Pentonville Rd, London N1 9LG **Talk 1: The Validation Gap: We Need A Better Way To Review AI Generated Code** (Robert Werner, Co-Founder & CTO Leapter) AI coding is fast. We're generating more code than ever. But more code means more code to verify, and agentic workflows are scaling that gap faster than review processes can keep up. The bottleneck didn't disappear. It moved from writing code to verifying logic. For most generated code, you can ship, test, and iterate. But what if we need to be sure? What about the code that runs our financial systems or decides if you qualify for a loan? It has to be right. Hope is not a strategy, we need to better ways to review code. In this talk Robert will share his recent innovations, experiments and insights with you. **About Robert:** Robert Werner is the CTO of an AI startup dedicated to shaping the future of AI-native software development. He has over 20 years experience focussed on Software Engineering, Developer Experience and Transformational Platform Engineering, across Fortune 500 companies and FinTechs. **Talk 2: Narrative Engineering: What Cognitive Science Actually Tells Us About Building with LLMs** (Sal Kimmich, Security Architect at Gadfly AI) We keep treating LLMs like search engines that hallucinate. That is the wrong category, and it produces the wrong engineering. LLMs are narrative generators. They do not retrieve facts or execute logic. They complete stories. That distinction is not philosophical. It determines what kind of system you can build with them and what kind you cannot. Neuroscience has been studying probabilistic, distributed, narrative-generating systems for decades. Most of the LLM engineering field is ignoring that work. This talk walks through cyberneutics, an open source methodology and repository built on the premise that we need a new engineering discipline for narrative computing the way software engineering emerged from symbolic computing. The theoretical foundations come from second-order cybernetics, distributed cognition, and Minsky's Society of Mind. The empirical validation comes from 2025 mechanistic interpretability research showing that reasoning models internally simulate multi-agent dialogue to reason better. The practical techniques come from iterative practice: adversarial committees, pipeline algebra with formal quality propagation, observer-aware interaction design. Three real lessons for practitioners building agentic systems: reliability is a property of the pipeline, not the prompt; repetition is latent space exploration, not failure; and if you want auditable AI reasoning, you need to externalise the dialogue structure, because the transcript is the explainability artifact. The discipline does not exist yet. This is what building it looks like. **About Sal:** Sal is a developer advocate for open source and passionate about helping engineers, ethical hackers and digital enthusiasts understand the complexity of modern software development. With over a decade of experience as building cloud-native machine learning pipelines in the healthcare and tech for good sectors, their work is now focused on filling the cracks in the open source software supply chain to build a better digital future for all of us. **Thanks!** We'd like to thank our sponsors [Leapter ](http://leapter.com/)and AutogenAI for making this event possible. **Code of Conduct** This event has a code of conduct that you can [review here.](https://aifortherestofus.live/code-of-conduct) By joining the community and registering for this event you agree to abide by our code of conduct. **Providing Your Name and Email** To register for this event you'll be asked to provide your email address. After the event you will be automatically subscribed to the newsletters from *AI for the rest of us* and Leapter GmbH. You can unsubscribe at any time (But why would you? They are really very good!)

Aerial Relaxation Pods… with Live Ambient Music! - London's Deep Relaxation Experience - Aerial Relaxation Pods - Lift Your Spirit Please watch our video to give you a taste of the experience: Our Aerial Relaxation Pods video on Youtube: https://www.youtube.com/watch?v=yxlR9u44llw London's first multi-sensory, aerial relaxation experience with Live ambient music, aromatherapy and featuring our beautiful sky-blue silky Aerial Hammocks. "An oasis of calm in our busy lives." Two sessions per evening on Thursdays: IMPORTANT: Please note your space is only confirmed once booked through Eventbrite. 7:15-8:30pm book here: https://www.eventbrite.co.uk/e/84883457707 8:45-10pm book here: https://www.eventbrite.co.uk/e/84878729565 COST: 1 x ticket £17 (£18.92 inc ticket fee) Offer (limited availability) 2x tickets £28 (£30.77 inc ticket fee) "Words are inadequate to express the uniquely nurturing experience I had during your Aerial Relaxation Pod class... and the music was amazing! The feeling of being securely wrapped in a silk hammock from head to toe, suspended in the air, slowly rocking, with the crystal bowls and ambient music created a sublime and profound atmosphere. It was as if I was in a cocoon of total support, allowing peace to flow into my entire being." - Alison COVID SAFETY GUIDELINES & PREVENTION MEASURES: - If you are showing any symptoms, please do not attend. Any participant repeatedly coughing in the space will be asked to leave immediately. - You can wear a face-covering during the sessions if you choose to. - Please come already dressed in comfortable clothing ensuring your knees, armpits and torso are covered, and with a bag for your belongings. There are bathrooms at the venue but no changing rooms. - We will provide antibacterial wipes and hand sanitisers at the venue. Please wash your hands regularly and use the hand sanitiser supplied upon entering the venue. - All touch hotspots will be regularly cleaned with disinfectant between each session. - We ask that all participants keep at least 1m physical distance at all times. Any participant repeatedly breaching this distance will be asked to leave. - We will provide clean lavender eye pillows and covers will be changed between each session. You are welcome to bring your own eye pillow/ eye mask. - All hammocks will be disinfected with antibacterial spray between each session. - Blankets and cushions: we will provide separate sets for each session. You are welcome to bring your own blanket & cushion. - The venue has skylights that will be opened to allow more airflow in the space. PLEASE NOTE: 1) Strictly no latecomers! - Sorry, please arrive on time! Unfortunately, if you are more than 10 minutes late, you will not be allowed entry, (and there can be no refunds if you are more than 10 minutes late, very sorry!) as we need to make it a calm & peaceful space for people who are already here. 2) Please only arrive 5 minutes before the start of the session, as there is no waiting room. 3) No Refunds. No refunds are available as we need to have enough time to fill the space left. You are welcome to pass on your ticket to a friend, colleague or family member. 4) Clothing: Please wear a sleeved shirt that covers the armpits and leggings or yoga trousers that cover your knees. Wear form-fitting clothing. Please do not wear baggy clothing as they can snag and catch on the sling’s fabric causing accidents. Ensure that your clothing is "zipper free" and remove all jewellery (body piercings, watches and hair clips. These items can snag and damage the silk hammocks.

…Platform 37\* (pictured: the east elevation from York Way) More than 20 years ago, the celebrated ‘blue veil’ in Allies + Morrison’s Masterplan drawings defined a long, imperforate block here, literally following the paths the railways had made, entering and spreading out across the site. An initial proposal, by AHMM, was abandoned in 2016, after joint Google founder Larry Page described it as ‘too boring’. Danish metamodernist Bjarte Ingels and critic-of-the-UK-architectural-profession Thomas Heatherwick were appointed to collaboratively re-design Google’s new ‘groundscraper’, 3rd largest office building in the UK\*\*, intended to accommodate all 7000 London 'Googlers’. It is almost finished, expected to open this autumn, and is the final piece in the King’s Cross Central puzzle. We're going to meet outside Thomas Heatherwick’s new Studio in Argyle Street, then see AHMM’s 10-storey Belgrove House, the London Discovery Research Centre\*\*\* intended for research into diseases of ageing and human biology, and then the site in Midland Road, where Richard Rogers’ British Library Extension, including tunnels and passageways for Crossrail 2, will soon be taking shape. It requires the demolition of Long & Kentish’s Centre for Conservation, which was only completed in 2007! Adjacent is HOK/PLP’s Francis Crick Institute, and then, passing through St Pancras International Station we emerge in Pancras Square, to see Google’s current building at No 6. Cutting through the station forecourt, we enter the casbah-like ‘Regent Quarter’, the first area around King’s Cross Station to be regenerated. Its small-scale offices, retail and leisure businesses are in a mixture of refurbished and new buildings arranged around an informal network of passageways and back courts, which leads us to York Way and the stunning, extraordinary east elevation of Platform 37, superbly juxtaposed with the glazed north gables of Lewis Cubitt’s 1852 twin train-sheds. At this point in the walk, it’s too early to make up your mind about the design, but it’s obviously without precedent\*\*\*\*, and, possibly, is not the work of a human hand! From the towpath of the Regent’s Canal, we can see the north elevation, rearing up from the end of the 330m long building, equivalent to a 80-storey skyscraper on its side. Finally, King’s Boulevard! Here it is the backdrop to the busiest desire-line in London! Anticipation, excitement, car-free of course, safe and secure, and bike-free, thanks to the wardens. We’ll probably never get to see inside, but I can describe the structural system, hanging the floors from intermediate trusses leaving continuous, and single-, double- and triple-height workspaces in open accommodation, producing continuously cascading work environments, running from one end of the building to the other, very much like open-gangway railway carriages. On the ground floor will be retail, plus Google’s own *AI Exchange*, a public venue ‘designed to demystify artificial intelligence through free educational programming, interactive exhibitions, and cultural events’. It’s dedicated to exploring AI's impact on society and increasing public understanding. But this building's contribution is to the public realm: like a geological feature: an escarpment, an endless cliff, meandering along a human coast of footfall. Not as sophisticated as Foster's Bloomberg, not as pure as Piano's Paddington Square. A flag waving in a breeze will never conform to a geometric pattern: it’s a dashed-off sketch, not a thesis! But even so, unique, different, memorable and like many of Google’s products, ‘free’ to Londoners! By the way, if AI is half as good as they say, why does Google need so many staff? And such a big building? And what do all those staff do? I will explain. Hope you can come! Andy \* Google’s new, recently announced, official name for their London HQ. \*\*only Nos 22 and 100 Bishopsgate are larger. \*\*\*Developed by Precis Advisory for US pharmaceutical giant Merck, who terminated their involvement last September, but the shell is now topped out and nearing completion. \*\*\*\* perhaps echoes of the London Bloomberg Building, the Centre Pompidou and the Chips Building by Will Alsop?

ENJOY THIS UNIQUE WALK IN STUNNING GREEN SPACES. **WALK START:Crystal Palace Park Railway Station** (National Rail - Travel Zone 3/4) WALK ROUTE: Today we walk through the contrasting scenery of Crystal Palace Park, Sydenham Woods, Dulwich Park and Horniman Gardens. WALK DISTANCE: Approx 6 miles. WALK FINISH: Forest Hill Station ( National Rail and London Overground). STOPOUT POINT: Throughout the walk we will cross several London bus routes. **Scroll down to see Disclaimer and Notice of Risks.** ENJOY UNIQUE HEALTHY WALKS IN STUNNING GREEN SPACES OR ALONG WATERWAYS IN LONDON. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. **COST of EVENT**: **All of the walks on this group are only £5 each to attend. Payment is not collected before the day of the event to allow you maximum flexibility.** **This walk is free for holders of the Ken's Events Membership Card.** Get out, explore and enjoy London's abundant green spaces and surprising surrounding countryside. Give up the city streets for a day and breathe some fresh air. Improve your overall fitness levels and make some new friends at the same time. Social Event: Our walks are social walks, where the emphasis is on meeting new people, enjoying nature, healthy exercise, and fresh air. Our walks are not interrupted with running commentaries or historical lectures, although occasionally features of significance may be pointed out. As such our walks will be continuous with few stops and it is your responsibilty to keep walkers ahead in view and to follow the direction of the walk. We always end the walk at a pub where the socialising can continue. Take this opportunity to visit green parts of London, unknown to most people, and that you would not otherwise have an opportunity to see. RISKS:Please dress appropriately for weather conditions and carry a bottle of water and necessary medication. You need to be moderately fit for this walk and be able to walk for four miles without a break. In these walks we use; pavements, cross busy roads, public parkland, towpaths alongside water, other public paths, and tracks through woodland and countryside. Please only wear good sturdy shoes, trousers are recommended, and take care as surfaces may be uneven, and some paths are also used by joggers and cyclists. Be wary of portruding tree roots and low overhanging branches. If you require insurance for these walks then you must arrange this yourself. No large dogs or small children please. Please arrive in good time to allow opportunity to use toilets at the start of the walk as there may not be any toilet breaks available during the walk. WANT TO COME ON ANOTHER WALK? For a list of future walks go to[ http://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/](https://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/) DISCAIMER All Ken's Events are subject to a disclaimer. Please click here [https://www.meetup.com/kens-events-explore-london-secrets/](https://www.meetup.com/kens-events-explore-london-secrets/) to find out more about Kens Events/Walks and click on 'read more' to see full disclaimer. Please post no pre-event messages unless you are posting something relevant for the whole group. Kens Events also has a facebook page. [http://www.facebook.com/Kens.events](http://www.facebook.com/Kens.events) When you arrive at the station look for Ken with Kens Events/Meetup Badge outside the station. WHAT IF THE WEATHER IS BAD? - Light rain is not a problem, only very heavy rain will lead to a postponement.

**Welcome to The Big One — a night to celebrate, connect, and enjoy it all ✨** One year in — and we’re excited to share it with you. As we wrap up our first year at Crewhaus, we wanted to celebrate it all — properly. And what better way than bringing together everything we’ve built along the way. Throughout the night, you’ll move through familiar moments — small echoes of our different events, from the Crewhaus Social to the Social Passport and the Connection Game, alongside a few fun twists along the way. Different moments will unfold — giving you space to connect and experience all sides of the night in your own way. There’s no single path — just a space to explore, interact, and enjoy what unfolds. If it’s your first time, join us as we celebrate and step into our next chapter. **This night is ours to celebrate — together, as one.** Come be part of it. **Schedule:** **7:30 – 11:30 PM — ✨ The Big One** Step in, mingle, and move through the different moments and experiences unfolding throughout the night. **11:00 PM – 2:00 AM — 💃 Afterparty** If you’d like to continue the night with us, we’ll head over to Be at One, Monument to keep things going and share more moments together. **Crewhaus Exclusive:** 🍸 We’ve secured **2-for-£12 cocktails** **all night** at Be at One — exclusively for Crewhaus members. Make sure to bring your **physical ID** if you are joining us at the afterparty **Event details:** * **Where:** The Hydrant, London EC3R 8BG We’ve got our own floor for the night. We will then head over to Be at One, London EC4R 9AT where we got our own reserved area (3 min-walk from The Hydrant). * **When:** The event runs from 7:30 PM to 2:00 AM. **Why You Should Join:** At Crewhaus, **we don’t just talk about connection – we make it happen.** Come experience it for yourself in a stimulating, fun, and safe environment. Don’t worry about coming by yourself – it’s encouraged (and the purpose of this event). **Stay connected beyond the event:** 📸 Follow our **[Instagram](https://www.instagram.com/the_crewhaus/)** page to catch the highlights, stories, and event updates 💬 Join our **[WhatsApp community](https://chat.whatsapp.com/Lcorasf3ocUBFmBmhXeHho)** for updates and announcements **Community Guidelines:** We’re all about good vibes and real connections. We ask that everyone treats each other with kindness, respect, and an open mind. It's simple: be cool, be yourself, and let others do the same. Let’s keep it fun, welcoming, and awesome for everyone!

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

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

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

FREE event [https://www.ccad.edu/chroma](https://www.ccad.edu/chroma) Friday, May 15, 3–7 p.m. CCAD campus, 60 Cleveland Ave, Columbus, OH Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements. It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all. Many exhibitions including... **Game Art & Design:** **DSB, first floor, Welcome Center lobby and Room 115**