Computer Engineering

🎉 Come along to the London Scala Talks! 🎉 In this event you'll hear from Caroline Morton and Katrina Petrevice. **Agenda** 6:00pm - 🥤 Doors open. Come along and grab a drink! 6:35pm - 🗣️ Introduction 6:40pm - 🗣️ Katrina Petrevice: Caching in Scala using Ref 7:20pm - 🍕 Intermission: Join us for some free food and drinks! Vegan and vegetarian options are provided. Let us know if you'd like something special - we'd be happy to accommodate. 7:50pm - 🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective) 8:30pm - 🥤 Socialising: Grab a drink and let's discuss the talks. 9:00pm - 🍻 Join us in a pub to discuss the talks! 🌐 **This event may have a live stream** Watch this space for more details. **🗣️ Katrina Petrevice: Caching in Scala using Ref** Caching in memory is often one of the first strategies used to improve system performances. However, implementing caching in a purely functional way introduces unique challenges, specifically around state management and testability. In this talk, we will look at how to utilise functional programming principles with [Ref](https://typelevel.org/cats-effect/docs/std/ref), while maintaining clarity and composability. We will also deep dive into some common pitfalls and look into practical ways to test Ref effectively. ⭐ Katrina Petrevice ⭐ Katrina comes from a non–computer science background and was first introduced to Scala while working at JPMorgan. She credits much of her Scala knowledge to hands-on experience within her team, where she works on building and maintaining data pipelines and managing data systems. Since then, she has developed a strong interest in functional programming and now co-leads the Functional Programming Group at JPMorgan, where she helps share knowledge and foster a community around these ideas. **🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective)** I don't have a background in functional programming - and I never set out to write it. But somewhere between writing trait-based epidemiological pipelines, composing data transformations, and leaning hard on Result, enums, and pattern matching, I started hearing from others: “That's pretty functional.” In this talk, I'll explore what it means to write “functional-ish” Rust as someone solving real-world scientific problems. I'll walk through the patterns I reach for - like chaining iterators, avoiding shared state, and embracing expressive types - and reflect on which functional programming ideas emerge naturally in Rust, even if you're not trying. I'll also share how designing for epidemiologists - most of whom are used to chaining functions in Python (like Pandas) or R - has pushed me toward creating ergonomic Rust APIs with Python and R bindings. These tools aim to feel familiar to scientists while leveraging Rust's power and safety under the hood. This is a talk for functional programmers curious about Rust, and for Rustaceans wondering if they've been functional all along. No formal theory required - just real code, real use cases, and a pragmatic perspective from someone building public health tools in Rust. ⭐ Caroline Morton ⭐ Dr. Caroline Morton is a medical doctor, epidemiologist, software engineer, and PhD candidate specialising in synthetic data, epidemiology, and Rust. With 60 peer-reviewed papers and two books on software, she combines deep technical expertise with a commitment to improving scientific workflows. Caroline co-founded the first [Women in Rust](https://www.meetup.com/women-in-rust/) group, fostering diversity and encouraging more women to explore opportunities in systems programming. She leads an open-source project improving codelist management in epidemiology using Rust, creating efficient, reliable tools for health data research. Her PhD focuses on synthetic data methods for epidemiology, particularly using Rust to generate large, realistic datasets. A strong advocate for open science and reproducibility, she contributes extensively to improving software practices through publications, workshops, and open-source projects. ———————————————————— 🗣️ Would you like to present, but are not sure how to start? Give a talk with us and you'll receive mentorship from a trained toastmaster! Get in touch through [this form](https://forms.gle/zv5i9eeto1BsnSwe8) and we'll get you started 🏡 Interested in hosting or supporting us? Please get in touch through [this form](https://forms.gle/3SX3Bm6zHqVodBaMA) and we can discuss how you can get involved. 📜 All London Scala User Group events operate under the [Scala Community Code of Conduct](https://www.scala-lang.org/conduct/). We encourage each of you to report the breach of the conduct, either anonymously through [this form](https://forms.gle/9PMMorUWgBnbk1mm6) or by contacting one of our team members. We guarantee privacy and confidentiality, as well as that we will take your report seriously and react quickly.

For our May meetup, we're delighted to be back at the fabulous Accurx offices. We have two amazing talks lined up and the agenda will be: * 6:30pm - arrive, drinks, networking * 7:00pm - Welcome & Housekeeping * 7:15pm - **Talk** **1: "A practical guide to inner sourcing your IDP"** Bridging the gap between developers and platform teams is hard. Scattered documentation, fragmented language and hidden knowledge leave developers frustrated, while platform teams struggle to understand what devs really need. Treating platforms as products is a start, but treating them like open source projects unlocks real collaboration, allowing developers to contribute and maintain features. In her roles as Developer Advocate and platform engineer, Lian has years of experience working with highly bureaucratic organisations helping to improve developer experience and adoption. In this talk, she’ll share concrete steps to identify contribution opportunities, set up maintainable processes, and measure engagement. You’ll leave inspired with ideas to boost adoption, reduce friction, and turn your platform into a collaborative, thriving ecosystem. **Speaker:** Lian Li, Cloud Native Human *Lian always wanted to save the world. After leaving law school, she decided to work with computers instead. While in Web Dev, she started attending tech events, and soon fell in love with the community. In her roles as Consultant and DevRel, Lian combined technical knowledge with a focus on the human side.* *Currently, Lian works as freelance Platform Engineer in Amsterdam and is the Chief Karaoke Officer for Kuberoke, the first and only Kubernetes Karaoke Community. She also enjoys performing in musical improvisation theatre and standup comedy shows.* * 7.45pm - food, more drinks & networking * 8.00pm - **Talk** **2: "The Humans Behind the Platform: Structuring Teams for Culture and Capability**" It’s easy to focus on the tech when building a Platform team, and that’s tremendously important, but it’s often the people and how they work together that determine success. Over the past couple of years, Claire has led a Platform Engineering Team through different formations, migrations, and tooling adoptions. Whatever shape the team has taken, whatever they're working on, the constants have been a need for clear purpose and a culture where people can thrive, this takes work, and has sometimes been tricky to get right. In this talk, she’ll share what she's learned from shaping and supporting platform teams: what’s worked (and what hasn’t) when it comes to team composition, balancing seniority, and supporting career growth. Collaboration is central to how to operate, so she’ll talk about how her team works with and supports internal customers, and what’s helped to navigate complex, knotty migration projects. She’ll also cover how they built a culture that gives engineers space to lead. We want engineers at every level to feel confident taking ownership, and that takes deliberate effort. If you’re figuring out how to shape your platform teams to enable others as well as deliver, this talk will offer practical ideas, and maybe a few things to rethink. **Speaker:** Claire Reckless, Engineering Manager *Claire is an Engineering Manager and leads a Platform Engineering Team. With a background spanning Tech Support, Testing, and QA across sectors like Finance and Security, she brings a deep appreciation for resilient systems and collaborative teams. Claire is passionate about learning and development, and she’s especially proud of her past work coordinating an apprentice programme, an initiative that’s helped build a more diverse and sustainable pipeline of engineering talent. She’s energised by helping engineers at all levels grow their confidence, take ownership, and shape the future of their teams.* * 8.30pm onwards - drinks and networking. So, please come and join us, we look forward to seeing you there. The LOPUG team. * Food and drinks provided * Good time will be had by all

***Enter the live meeting room here: [https://discord.gg/5wgxtr4c2u](https://discord.gg/5wgxtr4c2u)*** ***Download the engine here: [https://www.unrealengine.com/en-US/download](https://www.unrealengine.com/en-US/download)*** Welcome to the **Unreal Engine Workshop!** In each session we'll tackle essential game design discussions, then transition into hands-on project creation. Participants will build and expand their skills continuously as we explore every aspect of game development. From basic blueprints and interactive mechanics, to advanced rigging, animation, environment design, and lighting, we'll work our way up to creating small complete games. We encourage experimentation and peer teaching, so whether you're a beginner or experienced developer looking to deepen your expertise, our sessions provide a supportive environment to learn, create, and innovate together in Unreal Engine 5.

We're delighted to announce an exciting LSCC event on Wednesday 13th May, in partnership with our friends at Zopa Bank! Join us at the Zopa Canary Wharf office in London for this session and get the chance to flex your architectural design muscles! "So how are we supposed to get great architects, if they only get the chance to architect fewer than a half-dozen times in their career?" — Ted Neward. This quote highlights the need for practice, which is what our LSCC architecture katas provide: a safe, repeatable way to hone your software architecture design skills by simulating architectural challenges. **What's the format?** You'll be split into groups and have a business problem to solve. You'll be tasked with designing a technical architecture to meet that problem context. As with real-life you'll have to manage various trade-offs in your design and interact with a Product Owner to clarify your questions. At the end of the task each team will showcase their architecture and technology choices back to the wider group as part of a group discussion. Whether you're a seasoned coder, software architect or new to the scene, you're invited to share insights, discuss best practices, and learn from fellow participants. No prior session attendance or architecture knowledge is required – just bring your enthusiasm. No laptop is required for this session, we'll provide each group with paper, pens and sticky notes to support the activity. Thank you to the Codurance team that will run the event at Zopa Bank's office. Find out more at https://www.codurance.com/ Food and drinks will be provided with vegetarian, vegan and non-alcoholic options available - thanks to Zopa Bank for sponsoring refreshments and hosting in their great office. **About Zopa** Founded in 2020 with a full banking licence and backed by some of Silicon Valley’s most iconic investors, digital bank Zopa is building the Home of Money. This is a place where financial products deliver good value and managing money is made effortless; deep and long-lasting relationships mean customers are left confident about their choices. One of the UK’s highest rated and most celebrated financial brands, Zopa has been recognised with over 10 British Bank Awards, holds a Trustpilot rating of 4.6/5, and has one of the highest customer satisfaction scores in the industry. Zopa Bank Limited is authorised by the Prudential Regulation Authority and regulated by the Financial Conduct Authority and the Prudential Regulation Authority. https://www.zopa.com/ We look forward to seeing you soon!

**Bites & Bytes #1 - DevOps Talks, Networking & Snacks** Join us for the first **Bites & Bytes**, a casual DevOps-focused community evening in central London. This event brings together engineers, tech leads, and anyone interested in DevOps to share knowledge, exchange ideas, and connect with others in the space. **What to expect** * Practical technical talks * Real-world DevOps experiences and demos * Opportunity to network with other engineers * Food and relaxed atmosphere **Confirmed speakers** 1\. Moustafa Mneimneih \- Shift Down to Speed Up 2\. James Williams \- Syonara Ingress Nginx **Who should attend** * Engineers working with DevOps, cloud or platform engineering * Tech leads and engineering managers * Anyone interested in modern software delivery practices.

Register: [https://luma.com/hack-night-tessl-may13-2026?utm_source=neo4j](https://luma.com/hack-night-tessl-may13-2026?utm_source=neo4j) ## What's Hack Night? ​Five hours. One room full of builders. Zero fluff. As many demos as we can. ​Hack Night at Tessl is a London evening for people who would rather build than posture. You show up with an idea, find a team if you want one, spend a few focused hours shipping with a DJ in the background, and demo what you made before the night ends. Then we head to the pub. ​**When**: May 13\, 2026 \| 4:00 PM \- 8:45 PM BST **Where**: Tessl office, London ## Here's How It Works ​**4:00 PM - Doors Open** Check in, grab food, meet other builders, form groups, (or solo hack if you want) and decide what you're making. ​**4:30 PM - Opening Context** Quick welcome from the host and venue partner so everyone knows the flow for the night. ​**5:00 PM - Short Technical Remarks** If there are host or sponsor remarks, they stay short. The point is to get useful context, then get people building. ​**5:30 PM - Build Time** Heads down. Music on. Ship something. Use the time to test an idea, explore a tool, or finally build the thing you've been sitting on. ​**7:30 PM - Demo Time** Show what you made. Get feedback. See what everyone else shipped. ​**8:45 PM - Wrap Up** Final demos, shout-outs, and a clean finish to the night. And of course, Pub! We're heading to a pub nearby for a pint and a proper debrief. Come if you want to keep the conversation going.

***[We're leaving Meetup! Going forward, tickets on Meetup will be limited. We encourage you to register via our Luma calendar instead, where the full number of tickets will be available.](https://luma.com/ck2etymg)*** **Agenda** 06:00pm - Doors open 06:30pm - Welcome 06:35pm - [Mariia Borysova](https://www.linkedin.com/in/maria-borysova/), Senior Product Designer at Amazon, "Storytelling in AI" 07:00pm - Break 07:15pm - [Celeste Horgan](https://www.linkedin.com/in/celeste-horgan/), Senior OSS Developer Advocate at Snowflake, "Apache Spark Pipelines: Adventures in Raccoon detection" ​07:45pm - Lightning Talk: [Sneha Kalaivanan](https://www.linkedin.com/in/snehakalai/), Senior Product Manager at Tesco, TBD **Please note you will be unable to enter the venue before 6.00pm.** RSVPs will close 24 hours before the event, you may be unable to register after this time but you can still watch online. If you can't join us in person you can watch remotely via [our YouTube channel](https://youtube.com/@ai-signals-community). **Our hosts may require that we provide a list of all attendees, please ensure that you register with a name that matches your government issued ID or bank card: if you do not we cannot guarantee you entry to the building.** Please RSVP for the event well in advance if you plan to attend in person and unRSVP if you can no longer attend as limited spaces are available.

**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!)

**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.

AI has changed how we write code. Now the bigger question is: how does it change engineering itself? At [Sahaj Software](https://www.linkedin.com/company/sahajsoftware/)'s upcoming Devday in London, [Jyoti Singh](https://www.linkedin.com/in/jyotisingh7/) and [Ash Shakrani](https://www.linkedin.com/in/ash-shakrani/) will explore how AI assistants are being used across the software delivery lifecycle, from story refinement and solution design to implementation and code reviews. The session will also unpack: 🎯 Where should engineers rely on AI? 🎯 Where should they slow down? 🎯 And how do teams avoid handing over too much? 🗓️ **Save the Date:** 14th May, 2026 📍 **Location:** Sahaj Software, 1 Quality Court, London, WC2A 1HR 🕕 **Time:** 6:00 PM – 8:00 PM (BST) 🔗 [https://lnkd.in/ggWCTuKn](https://lnkd.in/ggWCTuKn) Curious about Intelligent Engineering? The 5 iE principles explained in under 3 minutes: Watch here- [https://lnkd.in/gPfyagri](https://lnkd.in/gPfyagri)) DevDay is a tech community event hosted to foster tech conversations, idea exchanges, and deep-dives in cutting-edge tech. The evening will feature: 🎤 **One engaging talk** with Q&A 🤝 **Plenty of time for networking** over free pizza and non-alcoholic drinks Don’t miss this chance to learn, connect, and share with fellow tech enthusiasts. 👉 Please click the link below to register. https://sahaj.ai/events/ai-coding-agents-more-than-a-code-generator/

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.

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./)

**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

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

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

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

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**