Network Architecture

**Looking for a business networking event in London?** Join us in **Covent Garden** for a quality business networking hosted by digital business card app GMax Card and web/eCom agency **Getshop Today**. **What to Expect** * **Connect with business owners, and B2B decision-makers** across industries in a relaxed, yet purposeful setting. * **Build valuable business relationships**, exchange ideas, spot market trends, and uncover new opportunities. * A **lightly structured event** \- not a formal conference\, nor a random pub mingle\. * An **atmosphere that feels high-quality yet relaxed,** with space for real business conversations. * Hosts are there from the start to **help with introductions.** **Who You'll Meet** * **Business owners and decision makers** from a range of industries * **B2B businesses**, service providers and companies looking to build partnerships and generate new opportunities * Local business owners across * Business professionals visiting London for business and commercial connections **How the Evening Flows** 18:30 - Arrival 19:00 - Short introductions 19:30 - Open networking 21:30 - Close Hosts are there from the start to **help with introductions.** **Venue - Sycamore Bar at Middle Eight Hotel** A stylish, design-led bar inside the 5-star Middle Eight Hotel in central London. Located in the Covent Garden/Holborn area, just a short walk from Holborn, Covent Garden and Tottenham Court Road stations, it offers a relaxed and refined setting for business networking. **Entry & GMax Cards** * Free RSVP: Event access only * Paid ticket (when available): Includes a contactless GMax Card (ask host to claim; not distributed automatically) **Dress Code** Business / smart casual **Hosted by:** [GMax Card - a digital business card](http://www.gmaxcard.com/) platform designed for modern networking and professional connections beyond LinkedIn. Share **all** your contact details through one simple link. **Important Info** * 18+ (ID may be required) * Photos/video by [CineEye Audiovisual Production Studio](http://www.cineeye.co.uk/) (inform us if you prefer not to appear) * Attendance is at your own risk. Organisers and the venue are not liable for any injury, loss, or damage. **Limited spots - register early!** Join our [WhatsApp group](https://chat.whatsapp.com/FJdEP809H5U8WQ4y4BLLS5?mode=hqctcli) to stay connected between events, and follow us on [LinkedIn](http://linkedin.com/company/gmax-card) for upcoming dates.

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./)

PLEASE NOTE - YOU MUST PURCHASE A TICKET THROUGH https://www.londonprivateclient.com/ The London Private Committee would like to invite you to our May 2026 HNWI Sector Business Networking Breakfast to be held in the private lounge of the famous Bonds of Mayfair and hope you can join us for pre-work breakfast and productive business networking to make new contacts and deals. We now have over 24,000 diverse and relevant London members so it’s the perfect opportunity for making new business connections. See photos from our latest events at https://www.londonprivateclient.com/ Please note we take most of our event bookings through our website and EventBrite so the number booked is much larger than displayed on this Meetup page (normally about 40-50 guests).

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!

**Looking for a business networking event in London for property professionals and business owners?** Join us in **Covent Garden** for a quality networking evening hosted by a digital business card app GMax Card. **What to Expect** * Connect with **property professionals, landlords, and business owners** in a relaxed but purposeful setting. * **Build valuable business relationships** across the property and business ecosystem, exchange ideas, spot market trends, and uncover opportunities. * A **lightly structured event** \- not a formal\, overcrowded conference\, nor a random pub mingle\. * An **atmosphere that feels high-quality yet relaxed**, with space for real professional conversations. * Hosts are there from the start to **help with introductions**. **Who You'll Meet** * **Property professionals** and **landlords** \- residential and commercial * **Business owners** with property interests * **Property developers** and asset managers * **Architects and interior designers** * **Property management professionals** \- including block managers\, estate agents\, and letting agents * Finance and investment professionals active in **real estate and property** markets **How the Evening Flows** 18:30 - Arrival 19:00 - Short introductions 19:30 - Open networking 21:30 - Close Hosts are there from the start to help with introductions. **Venue - Sycamore Bar at Middle Eight Hotel** A stylish, design-led bar inside the 5-star Middle Eight Hotel in central London. Located in the Covent Garden/Holborn area, just a short walk from Holborn, Covent Garden and Tottenham Court Road stations, it offers a relaxed and refined setting for business and property networking. **Entry & GMax Cards** * Free RSVP: Event access only * Paid ticket (when available): Includes a contactless GMax Card (ask host to claim; not distributed automatically) **Dress Code** Business / smart casual **Hosted by:** [GMax Card - a digital business card](http://www.gmaxcard.com/) platform designed for modern networking and professional connections beyond LinkedIn. Share all your contact details through one simple link. **Important Info** * 18+ (ID may be required) * Photos/video by [CineEye Audiovisual Production Studio](http://www.cineeye.co.uk/) (inform us if you prefer not to appear) * Attendance is at your own risk. Organisers and the venue are not liable for any injury, loss, or damage. **Limited spots - register early!** Join our [WhatsApp group](https://chat.whatsapp.com/FJdEP809H5U8WQ4y4BLLS5?mode=hqctcli) to stay connected between events, and follow us on [LinkedIn](http://linkedin.com/company/gmax-card) for upcoming dates.

**The London AI Agents Showcase: Real-World Agents @ Databricks** **Please Note, We are only taking registration from the [Luma](https://luma.com/rduuz4od) for this event. Please RSVP On** [Luma ](https://luma.com/rduuz4od) ***👉 RSVP Link : [https://luma.com/rduuz4od](https://luma.com/rduuz4od)*** ***🙏 Luma badge needed for entry.*** **The Meetup RSVP might be opened on last moment.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **2026 is the year of working agents not just demos.** Databricks and London Agentic AI are hosting the real world AI Agent Showcase which brings together teams from **[Databricks](https://www.databricks.com/?utm_source=luma), [PEI](https://www.pei.group/?utm_source=luma) Group, [Mondra](https://www.mondra.com/?utm_source=luma), [Thomas](https://www.thomas.co/?utm_source=luma) International, and [E.ON Next](https://www.eonnext.com/?utm_source=luma)** to showcase **real-world AI agents**systems being being built and deployed in enterprise. **🎤 London AI Agent Showcase** ​We will have 5 sessions of the AI Agent showcase. 💻 Ask PEI: Speed to Insight for Private Markets Professionals, Powered by Databricks Company: **[PEI](https://www.pei.group/?utm_source=luma) Group** [Donal Simmie](https://www.linkedin.com/in/donal-simmie-29924714/?utm_source=luma) : Head of Data Science & AI, PEI Group ​**💻 From Assessment to Action: Architecting an AI Coaching Agent on Databricks** Company: **[Thomas](https://www.thomas.co/?utm_source=luma) International** [Samantha Fernandez](https://www.linkedin.com/in/samanthakfernandez/?utm_source=luma) : Senior Data Scientist - Applied AI at Thomas ​**💻Wiki Whisperer: Reducing ‘Dead Air’ by Empowering Live Supports Reps with Agentic RAG** Company: **[E.ON Next](https://www.eonnext.com/?utm_source=luma)** [Christian Creenan](https://www.linkedin.com/in/christian-creenan/?utm_source=luma) : Lead GenAI Architect at E.ON **💻 Ingredients digital twin classification. Modelling retailers carbon footprint.** Company: **[Mondra](https://www.mondra.com/?utm_source=luma)** [Antonio Velasco Fernandez ](https://www.linkedin.com/in/antonio-velasco-fernandez-9b662b192/?utm_source=luma): Senior Data Scientist at Mondra 💻 **Databricks Lightning Demos: Genie Code, Agents Bricks, and Lakebase** Company: **[Databricks](https://www.databricks.com/?utm_source=luma)** Presented by: ​[Sultan Al Awar](https://www.linkedin.com/in/sultan-al-awar/?utm_source=luma) : Solutions Architect, Databricks (Host) ​[Som Natarajan](https://www.linkedin.com/in/somasekar-natarajan/?utm_source=luma) : Snr. Solutions Architect, Databricks ​[Sanjay Ashok](https://www.linkedin.com/in/sanjaynatrajashok/?utm_source=luma) : Solutions Architect, Databricks ​ **👥 Who should attend** ​This event is for people actively building or exploring Agentic AI: ​**Builders** * ​AI / ML Engineers * ​LLM & Agent Developers * ​Data Scientists ​**Product & Design** * ​Product Managers working on AI systems * ​Product Designers shaping AI experiences ​**Leadership** * ​CTOs / CEOs exploring Agentic AI * ​Engineering & Data Leaders *** ​👉 If you are building agents, planning to build them, or trying to understand what actually works, this is the room to be in. **🗓️ Agenda** ​**5:45 – 6:15** Arrival & refreshments ​**6:15 – 6:20** Welcome and Opening Remarks ​**6:20 – 6:45** Databricks Lightning Demos: Genie Code, Agents Bricks, and Lakebase ​**6:45 – 7:00 pm** Ask PEI: Speed to Insight for Private Markets Professionals, Powered by Databricks ​**7:00 – 7:15 pm** From Assessment to Action: Architecting an AI Coaching Agent on Databricks ​**7:15 – 7:30 pm** Break ​**7:30 – 7:45 pm** Wiki Whisperer: Reducing ‘Dead Air’ byEmpowering Live Supports Reps with Agentic RAG ​**7:45 – 8:00 pm** From Back-of-Pack to Recipes: Modelling Retail Carbon Footprints ​**8:00 pm+** 🍻 Networking at [Rising Sun Pub](https://www.greeneking.co.uk/pubs/greater-london/rising-sun?utm_source=luma)

**Looking for a high-quality business networking event in London on a Saturday?** Join us for an evening that blends business and social - professionals and founders mingling in style at the elegant Sycamore Bar at the 5-star Middle Eight Hotel, Covent Garden. Co-organised by London tech startups GMax Card, Ciitab and Getshop Today. **What to Expect** A social atmosphere, a business crowd, and a live DJ setting the tone. Our hosts are there from the start to help you find the right connections - whether you're after partnerships, clients, or new opportunities. High-quality networking on a Saturday night. **Meet and Connect with:** * Founders and entrepreneurs * Business owners and senior decision-makers * Professionals in finance, banking, and investment * Tech, digital, and product professionals * Local and international professionals based in London **How the Evening Flows** 18:30 - Arrival & welcome 19:00 - Short introductions 19:30 - Open networking & DJ 21:30 - Close Hosts will be available on arrival to help with introductions before the evening flows into open networking with music. **Venue: Sycamore Bar, Middle Eight Hotel** A refined, design-led bar inside the 5-star Middle Eight Hotel, located in the heart of Covent Garden - within walking distance of Holborn, Covent Garden, and Tottenham Court Road stations. **Dress Code** Smart or business attire. This is a Saturday night social in a 5-star hotel - dress to impress. Think client meeting meets night out. **Entry & GMax Cards** Limited free RSVP slots include full access to the event. Paid tickets - when available - include a contactless GMax Card and 1 drink. **Hosted by founder-built tech startups:** * **[GMax Card](www.gmaxcard.com)**[ - premium digital and contactless business cards](www.gmaxcard.com) * **[Ciitab](www.ciitab.com)**[ - AI-powered LinkedIn networking](www.ciitab.com) * **[Getshop Today](www.getshop.today)**[ - UK-built ecommerce platform](www.getshop.today) **Important Details** * **Age & ID: 18+.** ID may be required for bar purchases. * **Photos & Video:** The event may be filmed or photographed by [CineEye Audiovisual Production](www.cineeye.co.uk) for promotional use. Please inform the organisers on arrival if you do not wish to appear. * **Liability:** Attendance is at your own risk. Organisers and venue do not accept any responsibility for loss, injury, or damage to you or your property. **Limited spaces available - early booking recommended.** You’re also welcome to join [our Meetup group](https://www.meetup.com/london-entrepreneur-startup-network-tech-business-ecommerce/) and [follow us on LinkedIn](http://linkedin.com/company/gmax-card) for future events.

🍻 **Join Us for Tech Startups in the Pub!** 🍻 Hey there! 🌟 We'd love for you to join us for our next edition of *Tech Startups in the Pub*. It's a relaxed evening at The Windmill, our go-to spot for tech chats and good vibes. We have been running for 3.5 years, and it's always a joy to see familiar faces and meet new folks. Whether you're a regular, a tech founder, an enthusiast, a budding entrepreneur, or simply curious about the tech scene, you'll fit right in. This isn't about panels or pitching, just good old-fashioned networking with like-minded people over a drink (and maybe some pizza) on a Friday evening. 📍 **Where:** The Windmill, 27 Tabernacle St, Shoreditch, London EC2A 4DE 🕕 **When:** From 6 PM on the 3rd Friday of every month! **House Rules:** * Find Oliver, Pedro, Rob, or the other Rob (or anyone in a burgundy T-shirt) to introduce yourself so we can welcome you properly. The pub isn't reserved exclusively for us, so we don't want you mingling with someone's birthday party by mistake! * No hard selling or heavy pitching. This is a chill, friendly after-work get-together. * Not drinking? No worries! You're more than welcome to come hang out and enjoy the conversation. Mark your calendar and come down for some fun tech talk. See you there!

…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?

We are back! This is going to be a monthly IN PERSON meet up in London. A very big thank you goes to Accurx who is hosting us in their amazing Shoreditch offices. This will include access to facilities including coffee! 😻☕️ **Want to know more? 👇** As with all CoffeeOps, this is an interactive, chatty, build your own adventure type of meet-up. Instead of booking in experts to *learn* *from*, we gather a group of practitioners to ***learn*** ***with***. We have been running for over 4 years now and often get feedback that this is the most useful meetup people join! The event is approximately 90 minutes and always starts by brainstorming topics to discuss. The group then votes on the most relevant/interesting to them and we then cycle through the topics trying to discuss each deeply, but in a time bound slot. To get an idea of topics, you can check out our remote board [here](https://easyretro.io/publicboard/h404NF84Uje4tCcxpJdHr4Ycs9B3/a4a35d2b-181b-409b-832e-a729be1af79c). The general gist is anything is fair game, though we tend to revolve around software delivery and definitely lean towards the more Ops-y or DevOps-y side of things.

**AI Security Summit London — May 14, 2026** **Join us on this event where we'll dive into working with real AI systems** **— understanding how they break, and how to secure them properly.** Expect live model exploitation demos, architecture teardowns from teams shipping AI at scale, and hands-on workshops where you’ll actively break systems — then fix them. From LLM security to AI red teaming and secure-by-default development, everything is grounded in real-world practice from people doing this work every day. **📍 Venue & Schedule** * CodeNode London * 🕘 9:45 AM – 4:30 PM * 🍻 Happy Hour until 7:00 PM **👩‍💻 Who Should Attend** This track is designed for hands-on practitioners, including: * Engineers building AI features and infrastructure * Application Security (AppSec) teams testing those systems * AI/ML engineers and researchers deploying and tuning models * Platform and architecture engineers managing pipelines and endpoints * AI security practitioners focused on detection and response **🧠 What You’ll Learn** * Threat modeling for AI/ML with real attack patterns and failure cases * Securing models, training data, pipelines, and inference endpoints — with concrete configs and code references * Live red team demos — including prompt injection, misuse chains, and model abuse scenarios * LLM security hardening — prompt safety, hallucination controls, and abuse mitigation techniques * Detection & monitoring playbooks — key logs, thresholds, and incident response strategies that work in production Join us in London to connect with fellow builders and defenders — and leave with practical knowledge you can use right away.

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!)

**PLEASE PURCHASE YOUR TICKET VIA THIS LINK ONLY:** **[TICKETS](https://fatso.ma/3foN).** Step into a bold new creative playground at **L’arch** — a 1,200 sq ft converted railway arch launching this spring as a striking photoshoot space designed for powerful visual storytelling. This immersive urban venue blends industrial edge with theatrical elegance, offering a dynamic backdrop for high-impact content, fashion editorials, and artistic collaborations. **Theme: “Iconic Statements”** Inspired by underground culture, high fashion, and futuristic fantasy, this shoot fuses burlesque drama,, and urban-core aesthetics — all elevated with elegance and class. It’s about reclaiming space, pushing boundaries, and creating visuals that feel iconic, rebellious, and unforgettable. Whether you’re shooting, modeling, styling, or showcasing your work — this space is built to transform creative visions into standout content. **WHAT TO EXPECT** ✨ 4-Hour Collaborative Photoshoot 👠 Live Catwalk Runway Moments throughout the session 🤝 Network While Shooting — connect, collaborate, and create in real time 🎥 High-Volume Content Opportunities • Behind-the-scenes • Backstage footage ⚡ Relaxed but High-Energy Creative Vibe Designed to maximise output while keeping it fun and supportive. **VENUE HIGHLIGHTS – L’ARCH SHOOTING LOCATION** 🎹 Baby Grand Piano 👗 Plush Dressing & Prep Area 👑 Statement Throne with Wings 💡 Neon Runway Catwalk 🎨 Graffiti Walls & Industrial Textures 🛋 Semi-Circle Sofa for Editorial Setups 🔆 Iconic Illuminated Signage 🏢 Expansive 1,200 sq ft Open-Plan Layout **Who’s this for?** ✔ Photographers & Content Creators (All skill levels welcome) ✔ Models & Performers (No experience required) ✔ Designers, Stylists, MUAs & Visual Artists ✔ Anyone looking to collaborate, create, and elevate their portfolio DRESS CODE – MODELS Models should arrive with 1–3 of their own looks prepared before the shoot. If designers are joining, they will be present to provide additional outfit changes on the day. STYLE DIRECTION Think editorial, bold, and expressive. ✨ Burlesque glamour, class & elegance ✨ Futuristic silhouettes ✨ Elevated urban looks ENCOURAGED ELEMENTS Corsetry • Leather • Metallics • Tailoring Dramatic accessories • Statement makeup Bring pieces that tell a story — this is a space to go all in. **Collaboration Disclaimer:** This is a collaborative shoot. • No additional charges should apply for models to receive photos. • All imagery created must be shared without logos or watermarks. • Everyone involved will be encouraged to collaborate via Instagram & credit all creatives appropriately. We’ll ensure all participants are informed and aligned to keep the collaboration fair, respectful, and transparent. **Want in?** Once you grab your ticket, email welove.socialise@gmail.com with your WhatsApp number and Instagram handle. You’ll be added to the WhatsApp group chat at least 2 weeks (if not before) before the event where all final details will be shared. 📍 Exact location revealed to ticket holders only 📸 Follow us on IG **@welove_shoots** for updates and previews

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

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

CONNECTED – Grove City A casual, people-first networking gathering. CONNECTED – Grove City is a casual, people-first networking gathering. Join us for a relaxed, low-pressure space to meet new people, build real relationships, and have meaningful conversations — no sales pitches required. From 7:30–8:30 AM every 3rd Wednesday of the month at the Grove City Business Center. Coffee & baked goods available for purchase at Pick ’Em Up Joe's. Free street & public lot parking behind the building. Free to attend & open to all!

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!