Hacking

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.

The MILDMAY CLUB, Newington Green Hackney based publisher, Indie Novella, are hosting a monthly in-person Writing Group in Stoke Newington, London. This is open for anyone working on a novel who is looking for a supportive group to provide advice and help to take it forward, be it if you’re struggling with writer’s block or you’re looking to submit to a literary agent and want to bounce around some ideas. The format will be in two parts. The first hour will be led by Indie Novella editor and author, Damien Mosley, focusing on a specific writing related topic. The first week at the Mildmay Club this will be the challenges of structuring our novel and we can discuss issues we face regarding plotting or where to begin or share examples which inspire us. The second hour each month will be dedicated to peer reviewing a sample of our writing. Authors Rose Diell and John McMenemie spoke of the importance of Writing Circles in helping writers develop at Stoke Newington Literary Festival and as such we hope this monthly space will allow writers to convene and share their experiences. Those interested please do come along. We do review one of the group's work each month and we can add you to the email list if you email [info@indienovella.co.uk](mailto:info@indienovella.co.uk).

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.

**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.

Comedy on The Comedy Boat! Welcome reception drinks on the glass upper deck (stunning views of Battersea Power Station). Free Pizza Buffet included with a valid ticket (Meat & Vegetarian). After soaking up the sunset, feasting on the food & enjoying the breath-taking views, you'll be invited downstairs to the ship's newly refurbished theatre. Free drink includes gin, wine or beer. Doors open: 8pm Tickets: £35 Admin fee: £3 *Additional beverages available for purchase at the bar.*

**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 **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.

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)

​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.

# **Please expand to read event setup** Max 25 participants can comfortably fit in the room at any one time with the following; * 3-5 vocalists * 5-6 guitarist * 1-3 bassists * NO MORE DRUMMERS PLS * 1-2 keys Participants will be called up to play songs they've noted on the Song list spreadsheet (link below) as priority. We go to our local pub for some karaoke afterwards! **The Jam Plan** Working on tunes from the Song List spreadsheet 2:30pm-4:30pm BREAK 4:30pm-6:30pm **Song list sheet:** Head over to the link below to nominate songs or put your name against existing songs on the list. [Link to spreadsheet](https://docs.google.com/spreadsheets/d/1MFZSyioTvFhU3cipoh-CxLDB2Dgu7R2BXaW4G0Wg5nQ/edit?usp=sharing) # **What to bring on the day:** There will be a keyboard, drum kit, 4 mics, 1 bass amp and 2 guitar amps on the day. Singers: Bring along lyrics. Guitarist / Bassist: Bring along your instrument. Drummers: Drum kit and sticks are provided. Keys/piano players: Keyboard is provided. # **Considerations** 1. Jammers should come prepared for the songs they have chosen on the spreadsheet. 2. No shows or cancellations up to a week before the Jam will not be refunded. Ask the organizer for a refund if you cancel before then. 3. Spreadsheet: maximum 5 song nominations per person. Put your name on the 'Nominated By' column. 4. Guitarists: there will be a rig setup for each amp you will all be using this jig. We will plan ahead and agree who is bringing what pedal for the day. 5. Jammers doing very few songs will go on the waitlist. The cost is £12 pre-pay for the day, fees all go towards running The Jam.

**This event is for badminton players of high intermediate to advance level skills, or players with club or league experience. This club is not suitable for beginners, improvers or low intermediate.** Venue: Queensbridge Sports Centre E8 3XW. 2hours 40minutes feather shuttles. Cost £14 For more information please message EVENT HOST OR CO ORGANIZESRS. **Enquiries: Sian: 07307875359 (I may be working if no answer please text me)** **PLEASE RSVP and complete payment for your session by 7 PM the evening before to confirm your spot. Thank you for your cooperation!** **NEW PRICE £14** **Pay: Zahra Ali** **Sort: 60-83-71 Account: 47645380 select: Business Account** Please state your meetup name as payment reference to assist matching your payment. Thank you **IMPORTANT INFORMATION** This club is for players of high intermediate to advance level playing doubles badminton. You must have competent racket skills, good level of consistency, sound understanding of tactics and strategies, footwork skills and know how to rotate around your partner on court. To maintain the quality of games, event spaces will be prioritised to players of advance level **if / when** there is a long waitlist. This also means there is possibility of players who already RSVP may be moved on to waitlist and admitted when spaces become available. This is to maintain competitive game standard and we appreciate your understanding on this matter. Games may be arranged by organiser or by players mutually pairing evenly to ensure the games are competitive. Please be courteous to those waiting the longest. **Please RSVP in good time to avoid disappointment.** If your plans change, please update your RSVP to "NO" as soon as possible or not less than 24 hours. This would allow other members adequate notice to plan for attendance of any vacant spots. Cancellations less than 24 hours before the event or no show, will be charged the whole fee whether or not the slot was filled. **How to get to Queensbridge Sports Centre:** If you are driving, please avoid driving through any of the big wooden flower pots. You may get a fine if you drive through them. Please stick to the main Roads: Kingsland Road, Dalston Lane, Graham Road, Whiston Road, Queensbridge Road, and then Richmond Road then Holly Street. Nearest over ground: Dalston Junction station and Haggerston station. Then 5 minutes walk. Buses; 30, 38, 56, 76, 149, 236, 242, 243, 277 all stops are within 10 minutes walk. Parking is free on Weekends outside the sport centre on Holly street and adjacent streets. Parking Restrictions are Mon-Fri 8.30am-6.30pm Your are responsible for your own health and safety. Please ensure you have appropriate sports wear and stretch / warm up before play. This club is not responsible for any injuries or broken rackets that may arise from play. You are reminded to keep your belongings safe as the club is not responsible for any lost or damaged property. We may take videos or images during the session. By joining this event, you grant HBC permission to take videos or images and to use them in any media including, without limitation, in printed publications, presentations, promotional material or online, in their original format or edited or altered in any way. Thank you for your support.

*Is privacy a fundamental human right?* *Should privacy ever be sacrificed for security?* *How does surveillance change how we behave?* *Is privacy necessary for democracy?* This time we will be discussing the **right to privacy** in the relative privacy of an upstairs room of a North London pub! No walk this time (due to a broken toe)! Instead we will head indoors and experiment with a different format - a talk and discussion session. Meet at 2pm at the Star of Kings pub in King's Cross, upstairs in the green room. If you want to do some reading on the subject I recommend **The Right to Oblivion** by Lowry Pressly: https://www.amazon.co.uk/Right-Oblivion-Privacy-Good-Life/dp/067430490X A YouTube video on the same book by Unsolicited Advice. https://www.youtube.com/watch?v=J5sx5nGNIyc If you have any other recommendations on the subject feel free to post in the commends below. There will be a short presentation then group discussions. This group encourages friendly, constructive conversations rather than confrontational debates; so give everyone space to talk, be respectful and actively listen to others. It's not about 'winning' a debate but about expressing your opinion and learning about other people's views. Admission £5, if you are a student, unemployed or retired then you can attend for free. You can pay in cash or card on the walk or online with this link: [https://pay.tide.co/products/philosophy-kfDyHrXZ](https://pay.tide.co/products/philosophy-kfDyHrXZ) **This event is supported by the Royal Institute of Philosophy.**

Claim your free life coaching session by RSVPing to this event! And I will contact you directly. We have amazing life coaches who can help you in different areas of your life! No matter what is going on, we understand that sometimes it can all be very overwhelming and feel like you have no idea what to do! Come and speak to one of us so get some help!

You've gone deep. You've gone deeper. You've gone *deepest*. Time for some air. ‍ Join us for an evening of gloriously **silly** and **shallow conversations**, **trivial discussions**, and **useless opinions**. No vulnerability required. No existential crises. Just vibes. ✨ If nothing else, join us for the cute dog in the picture This event is **free** but you will be **required** to buy food or drink before you can join us - having just water doesn't support the venue **Who is it for?** * You've been coming to our events and fancy something completely different * You want a fun, low-pressure evening with familiar faces * You secretly enjoy discussing about whether beans on toast is a proper meal * You need a break from baring your soul to strangers (fair enough) **What's in it for you?** * A genuinely different experience from our usual 1-1 * A chance to talk about things that may not matter * Laughs. Lots of them. * The strange discovery that shallow conversation with deep people is its own kind of magic ✨ **How does it work?** * **Round 1 — Silly & Shallow 1-on-1s (40 mins)** ️ * **Round 2 — Group Shenanigans (40 mins)** * **Social (15 mins)** We'll wrap up together — then hang around and chat. ☕ **House Rules:** * **No depth allowed.** If the conversation starts getting meaningful, that's your problem. We take no responsibility. * **Opinions must be strong.** Lukewarm takes are banned. Pick a side. * **No judgment.** Except about pineapple on pizza. That's fair game. * **Have fun.** That's literally it. **Examples of questions that we provide:** * "What's the correct way to make a cup of tea?" ☕ * "If animals could talk, which one would be the rudest?" * "Beans on toast: proper meal or a cry for help?" * "You're in charge of adding one new bank holiday. What's it for?" * "North London or South London? Explain why." **Why are we doing this?** * Why not? * Just an experiment albeit a social one * You'll feel **uplifted**, **inspired**, and **connected**. **How to be a great conversation partner?** * **Be Respectful:** Listen attentively and avoid interrupting others. * **Be Open-Minded:** Consider different viewpoints and challenge your own assumptions. * **Be Engaging:** Ask thoughtful questions and contribute to the conversation. * **Be curious:** Be interested in the other person ❓ **Ready to take the plunge?** Join us and experience the magic of deeper conversations! You may leave feeling **silly,** **uplifted**, **inspired**, **connected**, **invigorated**, **positive**, **grateful**!❤️ We really hope to see you there! ✨ **About Deeper Connections** We have a mission at Deeper Connections to improve the quality of people's lives through conversation. All our events are centered around the concept of connecting deeply, because we believe we all deserve to be seen, felt and understood for who we really are. To have the 'deeper conversation' approach when relating with others can change our lives and can change the world. **Our Values** * **Respect:** Treat everyone with kindness and consideration. ❤️ * **Open-mindedness:** Be open to different perspectives and ideas. * **Active Participation:** Share your thoughts and engage in meaningful discussions. ️ * **Accessibility:** We believe meaningful connection should be accessible to everyone. Our community makes this possible by supporting each other. **Staying in touch** Interested in finding out about all the events sooner than on Meetup or staying in touch beyond the events, you can join our WhatsApp channel and community using [Deeper Connections WhatsApp Channel](https://whatsapp.com/channel/0029Vb6CBAdIN9ijrEYdv33z) [Deeper Connections WhatsApp Community](https://chat.whatsapp.com/EqGsmF3021RKTwBpGcuR80) **Keep This Event Free** If this event brings you something meaningful, you can help others access the same transformational experience. Whether it's £5 or £15, every contribution keeps these events accessible to everyone in our community. You'll find a QR code on your conversation sheet during the event, or you can contribute here #SupportYourCommunity [Ko-Fi](https://ko-fi.com/deeperconnections) [Buy Me A Coffee](https://buymeacoffee.com/deeperconnections) [PayPal](https://www.paypal.com/ncp/payment/DDSNCCFCYUEB2)

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

. 🎬 Movie Night You, Me & Tuscany Join us for a cinematic escape to the sun-drenched vineyards and romantic landscapes of Italy as we gather to watch You, Me & Tuscany, the new feel-good romantic comedy starring Halle Bailey and Regé‑Jean Page. Set against the breathtaking beauty of Tuscany, the film follows a spirited young woman whose impulsive decision to stay in a Tuscan villa leads to unexpected adventure, heartfelt moments, and a romance she never saw coming. Expect an evening filled with: 🍿 A beautiful cinematic escape to Italy 🍷 Relaxed social vibes and great conversation ✨ A feel-good romantic story perfect for movie lovers Whether you’re a fan of romantic comedies, stunning travel settings, or simply enjoy experiencing great films with great people, this will be a perfect night to unwind and connect. Come ready to relax, laugh, and be transported to Tuscany for the evening. Follow Black Love & Friends on [Facebook](https://www.facebook.com/share/17oXQtZz36/) and [Instagram](https://www.instagram.com/blackloveandfriends?igsh=djVrYnhqeG5nMjBx) to stay connected and be the first to hear about upcoming dimnets, social gatherings, and other exciting member-only events.

**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

**Huntsville Hack The Box – Monthly Meetup (In-Person + Online)** **Location:** UAH I2C, Huntsville, AL **Time:** Starts at 5:30 PM – Drop in anytime! **Discord (Join us online!):** [https://discord.gg/5sgUTzMqHS](https://discord.gg/5sgUTzMqHS) **Ready to Hack the Box (literally)?** Join us for our 8th *Huntsville Hack The Box* meetup — a free monthly cybersecurity event where beginners and experts alike team up to tackle real-world hacking challenges from the Hack The Box platform. Whether you're just curious about cybersecurity or you're already deep into pwning boxes, there's a challenge here for you. **What to Expect:** * **Live hacking**: We'll have HTB machines at all skill levels — beginner to 1337 — for you to work on solo or with others. * **In-person & online**: Come hang out with us at GigaParts or join remotely via Discord. * **Free food**: Provided by our awesome sponsor, SecurIT360. * **Prizes**: Hack The Box is hooking us up with swag and giveaways. * **No experience necessary**: Just bring a laptop. We’ll help you get started! **Don’t worry if you can’t make it right at 5:30 PM — drop in when you can. We’ll be hacking all evening.** Stay in the loop and connect with the crew before or after the event on our Discord: [https://discord.gg/5sgUTzMqHS](https://discord.gg/5sgUTzMqHS)

**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

Do you feel introverted when you are in a group setting? Are you shy? Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life. Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships. It includes the joy, understanding, and love formed among people. * In our meetings, you will learn: * A simple life hack to increase your liking and tolerance of other people, or even of yourself! * How to become more interested and enjoy conversations with people. * How to be comfortable in social settings. * How to be yourself * How to become more extroverted and, * How to make connections with people. Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us! Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**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.