Software Modeling

**About the London Software Guild** ​The London Software Guild gathers developers, architects, and teams across London who care deeply about the craft of building great software. No fluff, no vendor pitches — just people who take the work seriously, sharing what they've learned the hard way. *** ## ​**Tonight's Speakers** ## ​**🎤 Kieran — Founding Engineer, Demand-Genius** ​Kieran is a founding engineer at Demand-Genius, working to close the gap between how humans and machines perceive your brand versus reality. Background in electrical & electronic engineering, previously working on real-time payments systems, high-scale distributed dynamic rules engines, and reverse proxies. Third Start-Up/Scale-Up (because I'm dumb and have never learnt my lesson). ​ **Talk: The Statistical (Un)Certainty That Our AI Co-Founder Ruins Everything** ​We have handed the most powerful text prediction machines ever built the keys to our codebases. They write code that is statistically likely to be correct. But "statistically likely" and "correct" are not the same thing. As we move toward autonomous multi-agent systems writing production code at machine speed, that gap becomes the central engineering problem of our time. ​Code is not text. It is a formal, deterministic, mathematical structure that happens to be serialised as text. Every tool in the agentic coding stack — retrieval, editing, version control, coordination — treats it as text. ​This talk argues that the answer isn't better frontier models. It's better systems around models. Specifically, the engineering disciplines we've used for a century to control uncertain systems — feedback loops, formal verification, dependency analysis, and control theory — are the missing layer between "AI can write code" and "AI can write code you can trust." *** ## ​**🎤 Andy Roberts — Senior Engineering Leader** ​Andy Roberts is a senior engineering leader with 25+ years of experience — the kind where you've actually written the code, run the teams, and been in the room when things went wrong at scale. Previously Head of EMEA Enterprise Solutions at Apollo GraphQL, where he helped companies like [Booking.com](https://booking.com/), PayPal, and The New York Times stop arguing about their APIs. Before that, Head of API Engineering at RS Components, wrangling 11 teams. Has strong opinions about federated architecture and isn't afraid to use them. ​ **Talk: Built for Browsers, Billed by Tokens** *Your microservices solved for latency. AI agents are solving for context. Nobody told your APIs.* ​Every era of software development has been defined by a constraint that reshaped architecture. In the database era we optimised for round trips. In the web era we obsessed over latency. Mobile forced us to think about bandwidth and battery. Each shift required new instincts, new patterns, new defaults. We're in the middle of another one. ​The AI era introduces a new constraint: context. Language models have finite working memory, and every API response your services return goes into it. The kitchen-sink response payloads that work fine for browsers are quietly making your AI agents more expensive and less capable — and the cost is almost entirely invisible in your existing dashboards. ​This talk maps the constraint transition from latency to context, shows what it means for the microservice APIs you have today, and offers five concrete things you can do about it without touching a line of existing backend code.

Retrieval-Augmented Generation (RAG) is the gold standard for grounding LLMs in proprietary enterprise data. However, the journey from a flashy proof-of-concept to a reliable, secure production system is fraught with complexity. This talk bridges the gap between rapid prototyping and rigorous engineering. We will begin by exploring the actual merit of “vibe-coding”—using AI-assisted, rapid prototyping to build compelling demo apps that secure client buy-in and validate use cases. Once the demo is sold, the real work begins. We will navigate the architectural decision matrix, comparing the trade-offs of off-the-shelf products, cloud-managed services, and fully custom-built RAG solutions. Diving into the technical pipeline, we will cover modern ingestion strategies like agentic chunking and sophisticated retrieval methods, including re-ranking and GraphRAG, to overcome the limitations of simple vector search. We will detail the essential role of telemetry and LLM-as-a-Judge evaluation frameworks in ensuring sustained performance, faithfulness, and relevancy. Join us to learn how to transition from impressive demos to robust solutions that deliver measurable business value. Our Speaker, **[Dr. Enrico Fonda](https://www.linkedin.com/in/enricofonda/)** is a data scientist with a background in physics. He conducted postdoctoral research at the University of Maryland and New York University, where he studied quantum fluids and applied deep learning to turbulence. In 2019, Enrico moved to London and transitioned his skills to the industry. He has since worked across the MarTech, Telco, and Tech sectors, focusing on machine learning modeling, generative AI applications, and code generation. Today, as a Solution Consultant at Sahaj Software, he continues to solve complex problems in data science and AI. 🗓️ **Save the Date:** 26th March, 2026 📍 **Location:** Sahaj Software, 1 Quality Court, London, WC2A 1HR 🕕 **Time:** 6:00 PM – 8:00 PM (BST) 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/the-rag-reality-check-from-vibe-coding-to-production/

Please join us for our next Bioinformatics London meetup, where we welcome **Francisco Azuaje**, Director of Bioinformatics and AI at **Genomics England**, for a talk on what it really takes to turn powerful models and rich datasets into safe, trustworthy impact in the clinic. **Francisco Azuaje** is Director of Bioinformatics at **Genomics England**, where he leads applied ML and GenAI across national-scale genomic and clinical datasets. With 25+ years across academia, public sector and pharma (including UCB and the Luxembourg Institute of Health), his work focuses on what actually works in AI for bioinformatics: moving from proof-of-concept to robust, governed systems that clinicians and patients can trust. In this talk, he will discuss real-world lessons from deploying AI in genomics pipelines and health data platforms, touching on verification, safety, organisational friction, and why the hard problems now are as much social and operational as they are technical. Approximate schedule: * 18:30 – Doors open * 18:45 – Chitchat, announcements * 19:00 – Talk and Q&A * 19:45 – End, then adjourn to a nearby pub for informal discussion Please **RSVP at least the day before** so we can provide an attendee list to reception. Make sure your Meetup name looks like a real name (e.g. “J Smith” or “Jane Jones”, not “weaselstabber”) so University of Westminster reception can identify you. We look forward to seeing you there for an honest discussion about what it takes to make AI and genomics work *for* real patients, not just in demos.

Hi Architects, Welcome to our the second AWS London Well-Architected User Group Meetup!!! 🥳🥳🥳 Due to the huge demand we saw for our inaugural meetup we have gone bigger with a new venue. Dragon Hall Trust, 17 Stukeley Street, London WC2B 5LT The AWS London Well-Architected Meetup is the latest chapter in the most popular AWS Meetup group globally. At each meetup we cover off various pillars of AWS best-practice in detail including insights from industry leaders that specialise in the Well-Architected Framework. We'll be announcing more speakers and topics over the coming weeks. **Speakers** * **The Philosophy Behind Well-Architected** **Philip Fitzsimons (Fitz)** \- Ex\-AWS \- Co\-authored the AWS Well\-Architected Framework\. The Well-Architected Framework started at AWS but has since been adopted by every major cloud vendor and beyond. Why did it resonate so widely? In this session, Fitz, who led the Well-Architected initiative at AWS from the beginning, explores the philosophy behind the framework, how it was intended to shape architectural thinking, and the mistakes teams commonly make when applying it. Drawing on lessons from seeing thousands of real architectures, he will explain how to approach Well-Architected reviews in a way that actually improves systems rather than just generating checklists. * **Running your first Well-Architected Review: A Live Walkthrough** **James Harding** \- Technical CSM \- Green Custard Curious about how a Well-Architected Review works in practice? In this session we'll run a live walkthrough using the AWS Well-Architected Tool, showing how to define a workload, answer the review questions, identify High Risk Issues and move on to an actionable improvement plan. * **Building Your Infrastructure: "Self-Hosted vs. Managed"** **Mykola Boiko -** Backend Developer - Ultralytics What does it really cost to build and operate your own infrastructure? Mykola Boiko shares real-world lessons from scaling a globally distributed AI platform using self-hosted infrastructure before gradually migrating services to AWS. Through stories of building replication, caching, observability, and multi-region reliability from scratch, the session reveals the hidden operational complexity and costs behind running everything yourself. The journey highlights key principles of the AWS Well-Architected Framework including Reliability, Performance Efficiency, Operational Excellence, and Cost Optimisation and shows why managed cloud services can dramatically reduce operational burden while improving scalability and resilience. More speakers to be announced soon. So come join us at 7pm for a 7.30pm start, including drinks, snacks and friendly networking after our talks :-) \*\*\*NB: No entry to the building after 7.30pm.\*\*\*

**Be part of the next Londroid event on Thursday, 26th March 2026, hosted by Checkatrade.** Join us for an evening of Android talks, conversation and community. Expect engaging sessions, the chance to meet others working in Android, and time to catch up with familiar faces. After the event, we’ll head to **The Red Lion** for post-event drinks and further conversation. **Tickets:** We have 110 tickets available. Don’t miss out. Follow us on Twitter and LinkedIn for updates. **Schedule:** 18:00 – Doors open & registration 18:30 – Welcome from Londroid and Checkatrade 18:45 – Bilal Haider – *How AI Agents Saved My (Developmental) Life* 19:30 – Fanny Demey – *Mobile accessibility: Small screen, big difference!* 20:15 – Q&A and socialising 20:30 – Drinks at The Red Lion - Red Lion, 1 Eldon St, London EC2M 7LS **Our Hosts and Sponsors** **Checkatrade** Checkatrade is a leading UK platform that connects consumers with vetted and reviewed tradespeople, helping homeowners find trusted professionals for jobs of all sizes. **Novoda** Novoda is a digital product agency dedicated to building high-quality software. Their team of engineers helps companies scale, modernise and improve their development practices to deliver exceptional digital experiences. Join us for an evening of learning, collaboration and community. See you there.

**——————————** **Event Description:** **——————————** Welcome product enthusiasts! We're a meet-up group that hosts regular speaking events for those interested in the world of **digital products** and **doing things differently!** Each meet-up features new guests from some of the most influential product companies around the world, providing unique insights, tangible ideas, and new techniques to help drive change from the inside out. **————————** **Event Format:** **————————** This is a **hybrid** event, offering the option to come along in person or join us from anywhere in the world online! **————** **Venue:** **————** 🚨 We are at Wrap co-working Brighton, a stone's throw from the station. We're looking forward to seeing you there! 🚨 **————————** **Our Supporters:** **————————** Our March event is supported by **[MPB](https://www.mpb.com/en-uk)** the world’s leading platform for buying, selling and trading used photography and videography equipment, making kit more accessible and sustainable for creators everywhere. And as always our friends at **[Silicon Brighton](https://siliconbrighton.com/)**, whose mission is to put Brighton on the map as a technology hub, spotlighting the region for talent and investment. **————————** **Our speakers:** **————————** **Steve Down** **Steve Down is a Senior Product Manager at Channel 4, specialising in building high performing streaming apps for the biggest screen in the home.** He’s spent years shaping TV experiences at major UK broadcasters, tackling platform fragmentation, performance constraints and all the quirks that make doing product on TV Apps a whole world of its own. He regularly writes and speaks about the realities of Connected TV product development, sharing lessons from building and scaling TV apps across diverse platforms and fast changing user behaviours. His industry contributions unpack everything from platform limitations and UX challenges to experimentation gaps and the future of big screen viewing. **————————** **About the Talk:** **————————** **Behind the Streams: The untold story of TV App Product Management** Forget what you know about doing Product Management on web and mobile - TV is a whole different ball game. You’re juggling dozens of platforms & stakeholders, designing for a lean-back user experience, and working in an environment where optimal performance is everything. Add in the giants like Netflix, Disney+, and YouTube as competitors, and standing out gets tough. **In this session, Steve will pull back the curtain on:** \- What makes TV product management so different \- The skills you need to succeed in streaming \- How you can break into one of the most exciting areas in product today If you’ve ever thought about working in streaming or just want to know what happens behind the biggest screen in the house, this talk is for you. **Raff Di Meo** Senior Product Design Manager at Optimizely. Raff has spent over 10 years designing products across startups, agencies, and enterprise SaaS, including a startup acquisition. Today, he's a Senior Product Design Manager at Optimizely, where he leads a team of designers reshaping how marketing teams create content across the web. He's an active speaker in the UX community and writes Some Designers on Substack, championing inclusivity and supporting designers through a profession that won't sit still. **————————** **About the Talk:** **————————** **When too easy to use becomes a problem: from e-commerce returns to AI in design** A few years ago, Raff designed a returns flow for an e-commerce product. It was fast, frictionless, and users loved it. It also helped normalise a behaviour that cost businesses millions and generated thousands of tonnes of waste. By every metric tracked, it was a success. By every metric not tracked, it was a disaster. Today, the same pattern is playing out. Not just in the products we design, but in how we design them. Teams are reshaping their entire process around AI tools that can't even retain their own users. We're told the old ways are dead. Move faster. Ship more. Trust the tools. In this talk, Raff will share what the returns project taught him about the gap between a successful design and a responsible one, and how those lessons are shaping how his team is navigating AI right now: what they're using, what's genuinely working, and what they're deliberately protecting. You'll leave with three things you can take back to your team: why understanding the problem still comes first, how to explore with AI without losing your craft, and a dead-simple habit for catching unintended consequences before they ship. **——————————** **About your hosts:** **——————————** Product Unleashed is brought to you by your hosts **[John Griffin](https://www.linkedin.com/in/john-griffin-designer/)** and **[Dominic Port](https://www.linkedin.com/in/dominic-port/)**. The duo have worked on the design of products of all shapes and sizes and bring their energy and enthusiasm to this unique meetup, packed with great guests and knowledge - for anyone interested in levelling up their game in the world of products.

Hey everyone, Join us for our **next AI Security meetup on March 26th**, once again at the Snyk offices in central London, featuring 2 new talks. And as always, there’ll be drinks, pizzas, and a great crowd — so expect a fun evening as well. **Don't forget to RSVP now!** **Talk 1 - Securing AI with AI: Building a Security Gate for Production Agents** In production, any input could be malicious. This talk covers how my team built a security validation layer for an AI agent at Snyk. I’ll walk through the attack categories we defend against (prompt injection, system manipulation, data exfiltration, role-play bypasses), and the unexpected challenges that come with securing an agent that's purpose-built for security workflows. Speaker: Jada Ross - AI Systems Engineer at Snyk. Jada is an AI Systems Engineer at Snyk, building production AI systems that help teams move faster and smarter. She's shipped RAG pipelines, LangGraph agents, and knowledge systems, embedded her work across engineering, go-to-market, support, and strategy teams at Snyk. **Talk 2 - From Bias to Trust: A Day in the Life of a Responsible AI Product** Building "Responsible AI" is often seen as a compliance hurdle, but for a business to scale, it must be the foundation of the architecture. In this session, we follow the end-to-end journey of a single AI use case—from the boardroom to the server room. We will explore how different roles—Business Owners, Data Scientists, Architects, and Delivery Leads—can identify and mitigate ethical risks at every stage of the lifecycle. You’ll walk away with a practical "Day 1" checklist to ensure your AI is not just powerful, but trustworthy. Speaker: Gayatri Pandey is a Strategic Product Manager with over 13 years of experience in the technology sector. She specializes in bridging the gap between deep technical engineering and high-level business strategy. Gayatri’s expertise is backed by the **AI for Business Leaders program at MIT**, the **Artificial Intelligence program at Oxford**, and a **12-week intensive Applied Data Science bootcamp**. With a foundational background as a **Data Engineer**—where she personally deployed ML models to servers—she brings a unique, "full-stack" perspective to the challenges of scaling responsible and ethical AI systems.

​Join us for the 25th London PyTorch Meetup! 🔥 ​We have our first speaker confirmed: **Peter Romov** – Open Source Contributor, 2. PyTorch/Opacus Autoresearch for Discovering State-of-the-Art LLM Adversarial Attacks ​More speakers to be announced.

Special event for our PyTorch Friends. ## **ABOUT Agents and Robots 26 HACKXELERATOR™** * ​**Purpose:** A comprehensive HackXelerator focused on agents and robotics, spanning pre-event networking to final showcase in Berlin. * ​**Themes:** Digital agents, autonomous systems, human-robot interaction, and AI ethics. * ​**Duration:** 20 days of collaborative creation and mentoring. * ​**Agents and Robotics 26 Schedule:** * ​**March 12th \| Virtual Pre\-Event Briefing:** HackXelerator overview, rules, prizes, categories, sign-up, team formation, and Q&A * ​**March 27th \| AR26 In\-Person Kick\-off:** Inspiring keynotes on agents and robotics, expert panels across all streams, networking with sponsors and recruiters, plus yummy food and drinks. * ​**Mar 27th– Apr 17th \| Main HackXelerator:** intensive development period with mentoring, collaboration, and project creation. * ​**April 17th \| Showcase & Awards In\-Person Finale:** Project presentations, awards ceremony, and celebration party under the disco ball. ## ​HOW TO JOIN AR 26 1. ​[Sign in or sign up](https://www.kxsb.org/ar26#) to **KXSB** 2. ​Join the Discord server with the invite from the KXSB platform 3. ​Attend the pre-event virtual briefing [Agents and Robotics HackXelerator Pre-event · Luma](https://luma.com/tdi2pf5t)

**A fresh take on dating for straight and LGBTQIA+ singles in their 30s, 40s and 50s, brought to you by LoMAZ. We visit a museum on the last Friday of each month, before heading to the pub.** This month, join us for a relaxed evening of conversation and connections at the **British Museum**. It's just like a usual LoMAZ event except for one thing: everyone there will be single. Come for friendship, come for dates, come along! **HOW DOES IT WORK?** **6.00 - 6.40pm: MEET AND GREET IN GAIA FOOD & DRINKS (OPPOSITE THE MAIN MUSEUM ENTRANCE).** Gaia Food & Drinks, 62 Great Russell St, WC1B 3BG. [Map.](https://maps.app.goo.gl/n1TuSPALDCXZthuP7) We will then go to the museum * Look out for LoMAZ hosts wearing a 'host' sticker in a yellow frame and they will welcome you. * You can choose to wear a LoMAZ logo sticker (indicating you are straight) or a LoMAZ rainbow sticker (indicating you are LGBTQIA+), or you can wear both stickers. Wearing stickers means everyone can see who is part of the group and helps you find us as we move around the museum. If you see someone with a LoMAZ sticker, feel free to chat to each other. **6.45-7.40: EXPLORE THE MUSEUM** * We will explore the museum together. We will be visiting rooms 4, 6,7, 8 and 9. Hosts will always be there to chat to, and there will be an optional activity. **7.45: MEET TO WALK TO THE PUB**\- We will meet under the canopy outside\, to the right of the main exit at the top of the stairs \(Great Russell Street entrance\) **8pm - late:** **PUB SOCIAL: PENDERELS OAK** * We'll carry on the evening in the Prince of Wales (Covent Garden), 150 Drury Lane, Covent Garden, WC2B 5TD Covent Garden. [Map.](https://maps.app.goo.gl/GRpfsgZKXvjAASow5) * As this is a free event, we can't afford to book a private space. The pub we are going to does not accept table bookings after 6pm. So please expect some standing and mingling. We will probably be downstairs. [https://www.britishmuseum.org/visit/late-opening-on-fridays](https://www.britishmuseum.org/visit/late-opening-on-fridays) **TICKETS:** We have booked tickets for the group: if you wish to use one of our tickets, you will need to enter the museum with a LoMAZ host **CONTACT ON THE NIGHT:** * **We'll update where the group is throughout the evening in the event comments.** * You can also message a host via Meetup if you have questions or any difficulties finding us. * Lates for Dates events do *not* have a WhatsApp group. **PLEASE NOTE:** * LoMAZ events are hosted by volunteers. Please change your RSVP if you can no longer attend. * This is a mixed orientation event. Let’s keep it friendly and respectful—please report any concerns to the hosts or Meetup. * All attendees at this meetup are coming as individuals and are responsible for their own security, and health and safety. Please check the Meetup Help section and British Museum for their policies. **Thank you for your interest in the LoMAZ and our Museum Lates for Dates event.** Image credit: Eric Pouhier, CC BY-SA 3.0 , via Wikimedia Commons

**We will be at The Mitre pub in central Greenwich.** This meetup is free and casual. We just sit around for a few hours and write together. Bring a laptop, or use a pen and paper or clay tablet and stylus if that's what works for you. The structure of the session is roughly: 2pm: chat 2:20–3:25: writing time 3:25: chat/coffee break 3:40–4:45 writing time 4:45: chat But our Saturdays are very casual, so feel free to drop in and out. **This is usually in the meeting room at the Mitre. If you arrive a bit later, you may need to ask the bar staff to show you through to the room.**

It's happening again! **WHAT:** Free Improv Drop-in. No experience needed / beginner friendly! (18+ for now; plans for a "kids and parents" drop-in are in the works) **TIME & PLACE:** Sunday 1:30pm - 3pm Delaware Library - 84 E Winter St, Delaware, OH 43015 in the Community Room **WHAT TO BRING:** Punctuality, yourself, a good attitude, and a willingness to have fun and be a bit silly and goofy around others. That's it! **WHAT THIS IS:** A time for fun and exploration. We're going to do improv warm-up exercises and play silly improv games. Think of it as "dipping your toe" into improv comedy. **WHAT THIS IS NOT:** Deep improv training with scene work; a place of judgement or worrying what others think; a place where you're expected to know what you're doing. Please mention in the comments if you're planning on attending or use the "attending/interested" function; it really helps me plan the class depending on the amount of people participating. Feel free to comment / spread the word / message me if you have any questions. Thanks! ALSO: Please don't take the amount of people marked going as the # that will be there; I post this on FB groups, Reddit, and Nextdoor, so I always have at least 3 - 6 people for games. Join us!

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

**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 **Abstract** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

**Presenter:** All of Us **Time:** Pizza at 6:00, Presentation Starts at 6:30pm Eastern **Location:** Theoris, 9000 Keystone Crossing, Suite 230, Indianapolis Let's have a fishbowl discussion about AI. Has it replaced you yet? Have you replaced it? Somewhere in between? How is AI impacting your career as a software engineer? Looking forward to seeing you there! ### What is a Fishbowl Discussion? [A ](https://www.bing.com/ck/a?!&&p=00b4b265baa395dc4ad7b262d4d6e3b7b7c31b2195941076e51d2eca252c2d02JmltdHM9MTc2MjgxOTIwMA&ptn=3&ver=2&hsh=4&fclid=0e60c23d-2dbf-642d-0fd7-d4512c2b6597&psq=fishbowl+discussion&u=a1aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvRmlzaGJvd2xfKGNvbnZlcnNhdGlvbik&ntb=1)**[fishbowl discussion](https://www.bing.com/ck/a?!&&p=00b4b265baa395dc4ad7b262d4d6e3b7b7c31b2195941076e51d2eca252c2d02JmltdHM9MTc2MjgxOTIwMA&ptn=3&ver=2&hsh=4&fclid=0e60c23d-2dbf-642d-0fd7-d4512c2b6597&psq=fishbowl+discussion&u=a1aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvRmlzaGJvd2xfKGNvbnZlcnNhdGlvbik&ntb=1)**[ is a structured format for dialogue that typically involves two groups: an inner circle (the "fishbowl") and an outer circle. The inner circle consists of a small number of participants who actively discuss a topic, while those in the outer circle listen and observe. This format encourages participation from all members, as individuals from the outer circle can join the inner circle by taking an empty seat when they wish to contribute.](https://www.bing.com/ck/a?!&&p=00b4b265baa395dc4ad7b262d4d6e3b7b7c31b2195941076e51d2eca252c2d02JmltdHM9MTc2MjgxOTIwMA&ptn=3&ver=2&hsh=4&fclid=0e60c23d-2dbf-642d-0fd7-d4512c2b6597&psq=fishbowl+discussion&u=a1aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvRmlzaGJvd2xfKGNvbnZlcnNhdGlvbik&ntb=1)

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: Type Annotations with John Cassidy We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**New Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)