Network Architecture

SAFO Music Group hosts monthly Networking Evenings on the first Monday of every month. This is an amazing opportunity for artists and music industry professionals to build their network of contacts as well as learn invaluable industry advice. SAFO Music Group HQ is based in Crouch Hill, London and our team have worked with the likes of Sam Smith, Pixie Lott, The 1975, Becky Hill, Samantha Harvey, Ella Eyre and many more. Our meet up groups run from 18:00 - 21:00 and entry is completely free. Part of the evening includes speed listening sessions where artists and producers will have the opportunity to play one song (USB, Phone or Weblinks) to gain some valuable feedback. Do check out our video so you get a little taste of the evening: https://youtu.be/1CzfgY78CXQ We'll look forward to meeting you soon! The SAFO Music Group www.safomusicgroup.com 0207 683 3333

**RSVP TO ATTEND THIS EVENT. ALL TICKETS MUST BE PURCHASED IN ADVANCE TO ATTEND THIS EVENT..** **Welcome to Socialite Connections – Speed Business Networking for Professionals** Speed Networking is a revolutionary event designed for professionals looking to accelerate their connections and grow their businesses. Imagine meeting and connecting with a room full of like-minded professionals in a fun and time-efficient manner. Are you ready to transform potential contacts into powerful opportunities in just minutes? Join us for an electrifying **Speed Business Networking Event** designed exclusively for ambitious professionals who understand that meaningful connections are the rocket fuel of career success! **Ticket & Entry: Here is the payment link:** **We start the event at 6.00pm with a warm welcome.** Having an open-minded approach is ideal, as it will enable you to establish new connections. We will start the evening event off with light icebreakers. **The Refinery CityPoint** \- Located just around the corner from **Moorgate Station**, it is a stylish and expansive venue in the heart of the City. With its chic interiors, statement furniture, and welcoming atmosphere. **Event Schedule** **18:00 – 21:00 \| Welcome to the event** where your name will be checked off the guest list, you will be given a name badge and you will be introduced to each other. **19:00 –20:00 \| Speed Networking Event Starts:** Take part in an exciting speed networking event. This fast-paced environment is designed to help you make valuable connections, exchange ideas, and explore new opportunities in a relaxed environment. **20:00 \- 21:00 \| Network & chill:** It will be a free form event where guests can mingle amongst each other in a relaxed environment, when the speed networking are finished. **Why Attend?** Don't miss this exclusive opportunity to expand your network and forge valuable connections on a 1-2-1 basis. With just 3 minutes per attendee, you'll get the opportunity to speak to everyone in the room attending the event in a timed and structured format. Our unique speed networking format allows you to make meaningful connections, foster new relationships, and uncover new business opportunities—all in a fast-paced and dynamic environment. Grow your network, share your expertise, and build lasting relationships with like-minded individuals. **Who Should Attend** Connect with **Working Professionals** in a relaxed setting. **Angel investors and venture capitalists, Corporate Professionals, Entrepreneurs, Freelancers, Startups & Founders, Business Development Specialist, Small Business Owners, Career Changers, Working Professionals.** **Tickets are limited to just 40 attendees.** We like to make sure everyone gets the opportunity to talk to each other. You are invited to join the dedicated Whatsapp group for the event and start networking before the actual event. **Ticket & Entry: Here is the payment link:** You are invited to join the dedicated Whatsapp group for the event and start networking before the actual event. Register now to secure your spot and be part of this transformative networking experience! **Tickets need to be bought online in advance to attend this event. Tickets are not available at the door.** **Refund policy: There is no refund at this event.**

SAFO Music Group hosts monthly Networking Evenings on the first Monday of every month. This is an amazing opportunity for artists and music industry professionals to build their network of contacts as well as learn invaluable industry advice. SAFO Music Group HQ is based in Crouch Hill, London and our team have worked with the likes of Sam Smith, Pixie Lott, The 1975, Becky Hill, Samantha Harvey, Ella Eyre and many more. Our meet up groups run from 18:00 - 21:00 and entry is completely free. Part of the evening includes speed listening sessions where artists and producers will have the opportunity to play one song (USB, Phone or Weblinks) to gain some valuable feedback. Do check out our video so you get a little taste of the evening: https://youtu.be/1CzfgY78CXQ We'll look forward to meeting you soon! The SAFO Music Group www.safomusicgroup.com 0207 683 3333

This seminar is for improving your communication skills, so you can achieve greater success in life. We will especially focus on a life tool that you can easily learn and use to improve your: - \- Interviews \- Public speaking \- Communication with strangers \- Connection with co\-workers \- Comfort with various social situations\. \- Handling upsets \- Getting along with others better\. \- Meeting new people\. This seminar invites your feedback and input. You could learn some new skills and we would love for you to be able to practice this also. You will learn an amazing life tool that you can put into practice right away! We also offer free one-to-one appointments to be made after the seminar if you require a bit of extra coaching or tips. From the Scientology Life Improvement Centre

**RSVP TO ATTEND THIS EVENT. ALL TICKETS MUST BE PURCHASED IN ADVANCE TO ATTEND THIS EVENT..** **Welcome to Socialite Connections - Business Networking: Legal Entrepreneurs, Startups & Professionals** is designed to connect legal professionals, foster meaningful relationships, and drive business growth. **Ticket & Entry: Here is the payment link:** **Join us for this event to gain insights, discover opportunities, and connect with Legal Industry leaders**! This event is designed to bring together individuals from the legal industry, entrepreneurs, and professionals looking to network, collaborate, and learn from each other. Our events provide a valuable opportunity for like-minded individuals to connect, share ideas, and explore potential partnerships in a dynamic and supportive environment. **We start the event at 6.00pm with a warm welcome.** Having an open-minded approach is ideal, as it will enable you to establish new connections. **The Refinery CityPoint** \- Located just around the corner from **Moorgate Station**, it is a stylish and expansive venue in the heart of the City. With its chic interiors, statement furniture, and welcoming atmosphere, **The Refinery** is the perfect location for **local corporate events**, **business breakfasts**, **working lunches**, **client entertainment.** **Event Schedule** **18:00 – 21:00 \| When you arrive\,** your name will be checked off the guest list, you will be given a name badge and you will be introduced to each other. **19:00 – 19:30 \| One Minute Elevator Pitch:** All attendees will be given the opportunity to introduce themselves to everyone in the room to talk about your startups or ideals. (Pitch starts at 19.00pm sharp, please dont be late) **19:30pm \- 21:10 \| Network & chill: I**t will be a free form event where guests can mingle amongst each other in a relaxed environment, when the pitches are finished. **Why Attend?** Don't miss this exclusive opportunity to expand your network and forge valuable connections. Attend our unique networking event to meet like-minded professionals and discover new business opportunities. Don't miss this chance to gain insights, discover opportunities, and connect with legal industry leaders from different backgrounds. **One Minute Elevator Pitch:** All attendees will be given the opportunity to introduce themselves to everyone in the room talk about your startups or ideals. (Pitch starts at 19:00pm sharp, please dont be late) **Who Should Attend?** Connect with legal professionals in a relaxed setting. **Solictors, Barristers, In-House Lawyers, Judges, Legal Executives, Paralegals, Legal Secretary, Working Professionals, Anyone interested in Legal Networking.** **Tickets are limited to just 40 attendees.** We like to make sure everyone gets the opportunity to talk to each other. **Ticket & Entry: Here is the payment link:** You are invited to join the dedicated Whatsapp group for the event and start networking before the actual event. Register now to secure your spot and be part of this transformative networking experience! **Tickets need to be bought online in advance to attend this event. Tickets are not available at the door.** **Refund policy: There is no refund at this event..**

**BOOK HERE**: https://sportas.co.uk/games/48278 **Game Description:** 🧡Come and join us for a casual friendly & social badminton session in Archway. This venue consists of 4 courts in total. 🚨Directions🚨 📍Enter via Thornbury Square road and walk all the way downhill. (Note: you won’t be able to enter through the school!) 🚶‍♂️10 minute walk from Archway or Highgate tube stations (Northern Line) 🚗 Free car parking on site 🚿 Showers, changing rooms, water fountain & toilets are available in **Rules** 🏸The session is for mixed ability players so please be positive and encouraging to all players. We highly encourage you to read the rules for classic doubles prior to the session so we can run the games smoothly. 👯‍♀️We play doubles for the whole time and keep rotating courts so everyone gets to play with each other. We use Yonex Mavis 300 Nylon Shuttle cocks. We also have a few spare rackets.

Alvaro Silva-Santisteban, AI Solution Lead at Google, shares a practical view of building agentic systems, from choosing the right architecture to implementing trust, governance, and human-in-the-loop safeguards, along with a live demo of Google NotebookLM and Gemini Enterprise. AI agents are quickly moving from experimentation to real-world deployment, forcing teams to rethink how AI systems are designed, governed, and scaled. Drawing on real examples and live workflows, this session explores how organizations can move beyond demos to deploy agents that deliver reliable, business-ready impact. **Event Overview** As AI agents move into production, teams need systems that can reason, act, and be trusted. In this session, Alvaro Silva-Santisteban shares how agentic systems are designed in practice, from architecture to governance and deployment. **01 - Anatomy of an Agent** A practical breakdown of what actually makes an AI agent work. Alvaro deconstructs the core stack, the Brain (models), Memory (sessions and long-term context), and Hands (function calling and tools), and how these pieces come together to enable reasoning and action. **02 - Choosing the Right Agent Architecture** Not every problem needs the same kind of agent. Learn how to distinguish between retrieval-based agents and action-oriented agents, and how to align each approach to real business needs without over-engineering solutions. **03 - Live Demo** See an agentic workflow come to life using NotebookLM and Gemini Enterprise. Alvaro walks through how teams can structure information, prompt effectively, and guide outputs to support real decision-making, while applying human oversight to keep results accurate and trustworthy.

Hi folks! Welcome to our May Cloud Native London meetup! Join us to hear from our three great speakers and network with your fellow techies over pizza and drinks, or alternatively chat and following along on Youtube or LinkedIn! 6:00 Pizza and drinks 6:30 Welcome 6:45 The End of Handoffs: Build, Run, Own in One Flow (Alberto Pose, Pulumi) 7:15 You Can’t Patch Fast Enough: What AI-Driven Attacks Mean (Idan Elor, Oligo Security) 7:45 Break 8:00 From Zero to HyperPod: Distributed Model Training on AWS (Anton Nazaruk, Cloud Combinator) 8:30 Wrap up See you there! Cheryl (@oicheryl) **The End of Handoffs: Build, Run, Own in One Flow (Alberto Pose, Pulumi)** AI is changing the shape of team structures. A similar shift to the one that brought dev and ops together into DevOps is now happening as product must also meet the accountability bar. At the same time, tooling has not caught up with "throwing it to Claude/Codex". Engineers are confronted with a choice: trust code and actions they do not fully understand, or... move too slowly. Are these problems fundamentally new, or are there lessons we can draw from the past to adapt and think about what comes next? *Alberto Pose is a software engineer with a soft spot for developer tooling and infrastructure. He is currently part of the team managing the CI/CD pipelines for Pulumi's open source projects. Before this, he spent nearly ten years at Prime Video and AWS. A major highlight of his time there was helping bootstrap the living room device automation team, taking it from a small group effort to a 30 person organisation that brought full automation to millions of streaming devices worldwide.* **You Can’t Patch Fast Enough: What AI-Driven Attacks Mean (Idan Elor, Oligo Security)** Anthropic’s Project Glasswing announcement put the industry on notice. AI has fundamentally changed the threat landscape and the risks facing organizations, and it’s happening faster than most security models can adapt. AI-assisted attackers can now discover vulnerabilities, generate exploits, and launch attacks at rates never seen before, collapsing the window between disclosure and exploitation. In this environment, patching alone is no longer enough. For cloud-native applications, where systems are dynamic and constantly evolving, this creates a new challenge: how do you stay protected when you can’t fix vulnerabilities fast enough? This talk explores how the attacker model is shifting in the AI era, why traditional approaches are breaking down, and what it means to move from vulnerability-based security to real-time protection at runtime. We’ll cover how focusing on exploit techniques enables teams to stop attacks as they happen, including zero-days. *Idan Elor is Field CTO at Oligo Security, where he partners with large enterprises to solve complex application and cloud security challenges. He most recently served as Director of Solution Engineering & Tech-Alliances at Apiiro, where he empowered enterprises to secure their software supply chains. With over a decade of experience spanning application security, DevSecOps, and mobile security, Idan has also held leadership positions at companies like Snyk, Symantec, and HP. His unique background combines deep hands-on technical expertise. A passionate advocate for bridging the gap between security and development teams, Idan is known for his ability to translate complex security concepts into actionable strategies that organizations can actually implement.* **From Zero to HyperPod: Distributed Model Training on AWS (Anton Nazaruk, Cloud Combinator)** You've got a model that works. You just need more GPUs. How hard can it be? That's where the pain starts. GPU availability, infrastructure complexity, and cost are the three blockers that trip up even experienced teams when scaling from single-GPU training to serious distributed workloads. This talk is a practical walkthrough of how to set up distributed model training on AWS - covering the capacity options (On-Demand, Spot, Capacity Blocks, SageMaker Training Plans), when to use each, and a repeatable infrastructure blueprint for compute, networking, storage, and observability. I'll demo provisioning a HyperPod cluster and running a distributed training job with automatic failure recovery, and share the cost levers that matter at scale. Whether you're a platform engineer supporting ML teams or an ML engineer tired of fighting infrastructure, you'll leave with a decision framework and a blueprint you can implement. *Anton Nazaruk is CTO at Cloud Combinator, where he helps companies run GPU workloads on AWS - from early-stage startups to larger organisations doing distributed training at scale. He focuses on making ML infrastructure repeatable, resilient, and cost-efficient.* *LinkedIn: linkedin.com/in/anton-nazaruk* *Check out [https://www.oicheryl.com/cloudnativelondon](https://www.oicheryl.com/cloudnativelondon) if you're interested in speaking or sponsoring.*

**SPACES ARE LIMITED – BOOK YOUR TICKET BEFORE THE EVENT:** **[https://www.eventbrite.com/e/1986064520444?aff=oddtdtcreator](https://www.eventbrite.com/e/1986064520444?aff=oddtdtcreator)** Step into the vibrant world of artificial intelligence and machine learning at our exclusive London AI & ML Network Mixer. This event caters to innovators, thinkers, and investors in the AI and ML spheres, providing a unique opportunity to connect with industry leaders, discover cutting-edge projects, and explore potential collaborations. **Who Should Attend:** * **Emerging AI and ML Startups:** Showcase your innovations and seek partnerships or funding in a focused setting. * **Investors:** Find pioneering startups within the AI and ML domains that align with your investment criteria. * **AI and ML Professionals:** Network with peers, discuss advancements and industry challenges, and potentially find your next career move. * **Students and Academics:** Immerse yourself in the industry environment, gain insights, and connect with potential mentors and collaborators. **Why This Event is a Must:** * **Effective Networking:** Tailored specifically for the AI and ML communities, this mixer facilitates targeted networking, helping you build meaningful connections that can lead to collaborative projects or ventures. * **Opportunity for Exposure:** Startups can gain visibility by presenting their projects during one-minute pitches, directly communicating their value to an audience that includes potential investors and collaborators. * **Insight into Industry Trends:** Keep up-to-date with the latest research and commercial opportunities in AI and ML through conversations with industry insiders and thought leaders. * **Career Opportunities:** Professionals looking to advance in the AI and ML fields can discover new opportunities and expand their networks in a dynamic, supportive environment. Don’t miss this opportunity to engage with the forefront of AI and ML innovation. Whether you’re looking to invest, collaborate, or just learn about the next big thing in tech, our London AI & ML Network Mixer is the place to be. Secure your spot today and be part of shaping the future of technology! **AGENDA OF THIS NETWORKING EVENT IN LONDON** 7:00 pm - 7:30 pm: Meet and greet. Upon arrival, ask the receptionist about the business networking event, and they will guide you to our designated area. 8 pm - 8:30 - Presentations 8:30 pm -10 pm: Informal networking Dress code: business smart casual. **Register now - space is limited to 50 attendees only!** **P.S. Click Follow for future event alerts!**

Hello and welcome to our next **GenAI UK x Cloud Native & Open-Source AI** meetup. This event brings together engineers, practitioners, builders, and leaders working across cloud-native platforms, open-source ecosystems, Gen AI, Data and Agentic AI. Our meetups are friendly, welcoming, and community-driven; everyone is welcome, whether you’re experienced or just curious. This session will include practitioner talks, demos, Q&A, and time for networking with like-minded peers. We run bi-monthly in-person meetups in London, bi-monthly online global events, and regional chapters across the UK, North America, and APAC. Food and refreshments will be provided for in-person events where a host venue is supporting. We are delighted to host this event in **London** on the **7th of May** with Netmind AI NetMind XYZ ([https://xyz.netmind.ai/](https://xyz.netmind.ai/)) is NetMind.AI's new agent platform where you can create your agents with just natural language. Agents on NetMind XYZ can now join moltbook. **Speakers and Sessions:** Speaker: Xiangpeng Wan, Product Lead at Netmind.AI Session Title: Enterprise Agentic Application Layer - Leveraging Claude Code Paradigms Description: The March 2026 Claude Code leak exposed the blueprints of enterprise-grade AI agents, revealing advanced paradigms like Multi-Agent Swarms, Context Engineering, and IDE Bridges. While the codebase remains legally untouchable, its architectural concepts are rapidly accelerating open-source infrastructure. This presentation dissects these core mechanics to highlight a critical strategic pivot: stop reinventing frameworks and start building applications. As underlying agent infrastructures become commoditized, the true competitive advantage now lies in integrating domain knowledge and optimizing UX. Join us to learn how to leverage these battle-tested philosophies to dominate the application layer, turning "radioactive code" into actionable product strategies. Speaker: Richárd Kovács, CTO at Harikube Session Title: From Orchestration to Platform: The Missing Puzzles to Unify Polyglot Services on Kubernetes. Description: Imagine a world where Kubernetes itself becomes the unified platform—not just for container orchestration, but for serverless functions, microservices, and the entire API ecosystem. This presentation explores the missing architectural pieces required to make that world a reality. We focus on the architectural puzzles required to unify these layers: serverless functions, specialized Kubernetes Operators, and the powerful Aggregation API layer. By solving these integration puzzles, you can empower development teams to build real Cloud-Native nanoservices, microservices, and REST APIs on the same PaaS, in any language they choose, turning Kubernetes from a simple orchestrator into a powerful, opinionated application platform. **Agenda (GMT /UK ):** * 18:00: Welcome and refreshments * 18:30: Introduction - Ethan Sumner * 18:35: Richárd Kovács * 19:10: Break * 19:20: Frank Contrepois * 19:55: Close and Networking **Get Involved:** We are always keen to hear from: • Speakers — case studies, engineering deep dives, lessons learned, open-source talks • Hosts — organisations able to provide space for future meetups • Sponsors — support with refreshments, marketing, or accessibility If you would like to speak, sponsor, or host a future event, please get in touch with **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/)**[ ](https://www.linkedin.com/in/ethansumner404/)via LinkedIn. You can find our YouTube Channel **[here](https://www.youtube.com/@CommunityStackHQ)[.](https://www.youtube.com/@CommunityStackHQ)** This community forms part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)**[ ](https://www.meetup.com/pro/generative-ai-uk-community/)and follows the Community Stack Code of Conduct to ensure a respectful, inclusive, and welcoming environment for all attendees.

**Looking for a business networking event in London for finance, banking, fintech** \- while also connecting with founders\, tech professionals and the wider business ecosystem? Join us in Canary Wharf for a **founder-led networking evening** co-organised by London tech startups **GMax Card** and **Ciitab**. **What to Expect** * Connect with professionals in **finance, FinTech, investment banking, B2B and tech** * Build valuable business relationships across the **finance, business and startup ecosystem** * Exchange ideas, spot trends, and uncover opportunities * A lightly structured event - not a random mingle, not an overcrowded conference An atmosphere that feels **high-quality yet relaxed**, with space for real conversations. Hosts are there from the start to help with introductions. **Who You’ll Meet** * Finance, banking & investment professionals * FinTech & B2B specialists * Startup founders & entrepreneurs * Business owners & leaders * Tech, product & IT professionals * International professionals on a business trip to London **How the Evening Runs** **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: Market Halls, Canary Wharf** Located in the heart of Canary Wharf, **Market Halls Canary Wharf** offers a lively yet polished setting for professional networking. Our event will take place in the **upper floor bar area**, ideal for natural business conversations. The venue is easily accessible via the **Elizabeth line**, with quick connections from both the City and Central London. **Entry & GMax Cards** * **Free RSVP**: Event access * **Paid ticket (when available)**: Includes a contactless **GMax Card** (ask host to claim; not distributed automatically) **Dress Code** Business / smart casual **Important Info** * 18+ (ID may be required) * Photos/video by CineEye Audiovisual Production Studio (inform us if you prefer not to appear) * Attendance is at your own risk. Organisers and venue are not liable for any injury, loss, or damage. **Limited spots - register early!**

We're excited to invite you to ***our next Meetup***! Join fellow graph enthusiasts, Neo4j developers, and members of the AI community as we explore how graphs, knowledge graphs, and context engineering can unlock smarter applications and better answers. We look forward to connecting with the community to exchange ideas on graphs, tech, and AI - join the discussion! Session 1: **From Weak Assistants to Super Agents** Sefik Serengil, Senior Software Developer - Neo4j Session 2: **The Latest on Working with Agents** Baptiste Fernandez, DevRel - Tessl A synthesis of data, experiments, and developer feedback on how to build with agents and steer them in practice.

🍻 Tech Startups in the Pub – Now Twice a Month! 🚀 We’re levelling up! After 3 years of packed evenings in Shoreditch, we’re adding a second monthly event, this time midweek in Oxford Street. That means two chances every month to meet founders, techies, and startup people over drinks. 🎉 👉 What’s New * A **fresh central-London venue**: Simmons Bar, Oxford Street * A new day: **1st Wednesday** of the month * Find one of the hosts to **grab a wristband**, it makes it easy to spot who’s part of the meetup (and not a random party). 😉 👉 What Stays the Same * No agenda, no panels, just relaxed networking with like-minded people. * Friendly hosts (look for Oliver, Pedro, Rob, or Rob) ready to introduce you. * A mix of founders, builders, operators, and curious newcomers. * Drinks, chats, and maybe some new friends. 📍 Where: Simmons Bar \| Oxford Street\, 203 Wardour St\, London W1F 8ZH 🕕 When: From 6 PM, 1st Wednesday of every month House Rules * No hard selling or heavy pitching, this is a chill after-work meetup. * Not drinking? Totally fine, come for the people, stay for the conversation. So grab a drink, throw on your wristband, and come swap stories from the trenches. See you there! 🍻

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"

**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

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.

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!

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).