Hacking

Hey everyone, We’re back with a new edition of the AI Security Engineers Meetup in London on June 23rd with 2 great talks! **Talk #1 - Architecting Safe Autonomy: High-Stakes Autonomous Agents Need Deterministic Checkpoints for safety** In the rush to build autonomous agents, we face a fundamental tension: the more freedom we give an LLM to solve complex problems, the more likely it is to drift into “stochastic hallucinations” or policy violations. Most safety efforts focus on restricting the model via prompts, which often stifles the very reasoning capabilities required for sophisticated tasks. This talk introduces InsideOut, a design pattern that prioritizes agent autonomy by implementing deterministic checkpoints. Rather than micro-managing the agent’s “thoughts,” the InsideOut architecture allows the agent to navigate freely through a task—provided it periodically “grounds” its progress in structured, verifiable artifacts such as JSON or Markdown. We will walk through a real-world application of this method: an agent designed for setting up and managing cloud infrastructure. The agent is given the autonomy to discuss and decide on Features, Stack Components, Configurations, Cost Estimates, Terraforms, Deployment, and Management. To ensure reliability, each stage requires the generation of a JSON artifact validated against deterministic rules. If a boundary is breached, the agent is triggered to repeat that specific stage until the output is within bounds, preventing error propagation. By drawing a parallel to the concept of a Brownian Bridge versus Brownian Motion, we illustrate how these checkpoints act as “pins” that anchor a random walk. This approach demonstrates how forced artifact crystallization allows an agent to design and deploy complex stacks with high independence and zero “drift.” This session provides a framework for building agents that are more productive because they are safely unconstrained. Speaker: Hossein Kakavand. Hossein did his Ph.D. at Stanford University. He has been with several start up in AI, ML and Distributed Systems, with IPOs on NASDAQ and LSE. He is currently a Co-Founder of Luther Systems focused on solving the Enterprise Operations problem at scale. **Talk #2: Agentic Development Security: Securing the AI Workforce** AI agents are rapidly becoming part of the software development lifecycle, writing code, interacting with tools, and making decisions with increasing autonomy. But as organizations embrace agentic development, a new set of security challenges emerges: How do you trust the tools agents use? How do you prevent dangerous actions? And how do you ensure the code they generate is secure? In this session, we'll unveil and demo Snyk Agentic Development Security, a new approach to securing both AI builders and the AI-powered tools they rely on. You'll see how organizations can secure the agent supply chain by vetting MCP servers, plugins, and external tools before agents interact with them; govern agent behavior through real-time policies that prevent destructive actions with Agent Guard; and ensure trusted output by automatically detecting and fixing vulnerabilities in AI-generated code at the moment of creation. Join us for a live demonstration of how security can keep pace with the rise of autonomous development, enabling teams to innovate confidently while maintaining control, trust, and resilience across their AI workforce. Speaker; Denis Kent - AI Security Engineer at Snyk. Denis is an AI Security Software Engineer at Snyk, building Evo, Snyk's agentic security platform. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- As always, expect great talks, free pizza and drinks, and even better company. 📍 **Where**: Snyk Offices, 24 Eversholt Street, London (Euston tube station is right across the street) 📅 **When**: June 23rd ## Agenda **6:00 PM** – Doors open **6:00 PM – 6:30 PM** – Food & drinks **6:30 PM** – Talks begin **7:30 PM** – Talks end & social time **8:30 PM** – Doors close Looking forward to seeing you there!

Whether you’re old or new to the club, we would love to have you join us! We are situated in the main bar area and have tables suitable for games taking 4-6 players. We encourage you to discuss any games you would like to play, or will be bringing in the chat. Please note we do not have a stock of games. We rely on members bringing their own games. 
Parking is available on some nearby streets. There is also some limited parking outside the venue. 
Attending members will be asked to pay £1 per Meetup (card/contactless only) to the club organisers. The fee helps pay for our Meetup subscription and venue memberships. 
We also have a Facebook group - Greenwich and Blackheath Board Games and Beer Club – Facebook (https://www.facebook.com/groups/518361051653429/)

On 23 June we will be gathering at the Star of Kings for some Postgres and a pint. This time we'll have a talk by **Andreas Karlsson** from Percona on **Stopping Collations Going Wrong**, followed by a brief recap from **Alastair Turner** (Percona) and **Valeria Kaplan** (Data Egret) on **this year's PGConf.DEV**, where the PostgreSQL community celebrated its 30th birthday. This event is generously sponsored by [Nexteam](https://nexteam.co.uk/), a London-based consultancy specialising in PostgreSQL-based solutions, database support, and bespoke software development. We are a very informal bunch, so hoping to see you and your colleagues there! We do need to know the numbers, so please register if you are planning on coming. WHERE The Star of Kings **on 23, June from 18:30.** PROGRAMME 18:30 Welcome 19:00 **Stopping Collations Going Wrong** (Andreas Karlsson, Percona) - More below! 19:45 Food and bar snacks 20:00 **Celebrating 30 Years of Postgres at PGConf.DEV** (Alastair Turner, Percona & Valeria Kaplan, Data Egret) 20:30 It's a pub, so we'll stay and hang out a bit longer — but feel free to leave whenever you prefer! About The Talk **Stopping Collations Going Wrong** Outside of causing trouble for you when upgrading libc what are collations good for? PostgreSQL's collations have gotten a lot of bad press from the upgrade issues but they are also a powerful and important tool, especially for working with text in other languages than English. This talk will give an introduction to collations in PostgreSQL, including how to use them, what they are useful for, how they work plus some common pitfalls and misunderstandings. You will learn, among other things, about the three collation providers (libc, icu, builtin), BCP 47, case insensitive collations, CTYPEs, what new features have been introduced in recent PostgreSQL versions and get a brief look into the future of collations in PostgreSQL. About The Speaker **Andreas Karlsson** is application developer and long time minor contributor to PostgreSQL who recently has started working with PostgreSQL full time. Right now working for Percona with PostgreSQL itself and extensions, including pg_tde. \*\*\* THE OFFICIAL BITS The meet-up abides by [PostgreSQL Code of Conduct](https://www.postgresql.org/about/policies/coc/). Postgres, PostgreSQL and the Slonik Logo are trademarks or [registered trademarks of the PostgreSQL Community Association of Canada](https://www.postgresql.org/about/policies/trademarks/), and used with their permission.

### Beginner Horton Technique \| Strength\, Flow & Dynamic Movement Curious about modern dance and looking to try something new? This beginner-friendly Horton class is a powerful introduction to one of the most influential modern dance techniques, known for its strong lines, deep stretches, dynamic movement and full-body conditioning. Designed for complete beginners, returning dancers and curious movers, this class explores the foundations of Horton in a welcoming and supportive environment. Together, we’ll build strength, flexibility, coordination and musicality while discovering the energy and freedom that makes this technique so unique. Expect movement that is athletic, expressive and grounding — challenging in all the right ways, but always accessible. No dance experience needed. Just a willingness to move. At FieldWorks Dance, our teachers are here to guide you step by step, helping you build confidence, connect with your body and discover the joy of movement. 📍 Hackney / London Fields 🔥 Beginner friendly ✨ No experience necessary

Vibe Coding Collective is a global community helping anyone turn ideas into working software with AI. We host relaxed social coding jams in bars, cafés, and maker spaces. Whether you're a developer or have never written a line of code, you'll fit right in! ​On June 23, we're teaming up with [Momen](https://momen.app/?utm_source=luma) for a special edition about building full-stack with vibes. It is the visual backend, that seamlessly turns front-end "vibes" from tools like Cursor or Lovable into scalable databases, AI workflows, and secure, production-ready architectures. ## ​Format 🛠️ ​We team up in small groups of 3-4. ​You'll start by designing and laying out your app by hand, dragging and dropping the screens, deciding how it should look and feel. Then you go from there to vibe-coded backends, including databases, workflows, AI agents, and logins. By the end you've gone from a blank canvas to a real, working app with a brain behind it. ​The goal is to vibe, and learn from each other. ## ​New to vibe coding? ✨ ​No worries. We provide simple starter ideas and example prompts so even total beginners can dive straight in without stress. ## ​Schedule 🕒 ​19:00 — Welcome 19:05 — Intro from the Momen team 19:15 — Live workshop: Building a challenge app with Momen 19:45 — Challenge briefing & team formation 20:00 — Build time 21:00 — Optional demos (show what you made!) 21:30 — Hang out, network, make friends ## ​Who is it for? ​Anyone! Curious coders, tinkerers, designers, founders, AI-curious folks, and developers. If you've ever wanted to take an idea all the way to a real, full-stack app without writing code, you belong here. ## ​What to bring ​- Laptop 💻 \- Vibes ⚡ ## ​Location 📍 ​Brewhouse and Kitchen Highbury 2A Corsica St, N5 1JJ, London ## ​About Vibe Coding Collective ​We're an international community of 3,500+ members across 9 countries, running relaxed social coding jams where everyone leaves with something they built. ​🌟 No pressure, no gatekeeping. Just good people, fun ideas, and some fast-paced collaborative building. ​Spots are limited and our events fill up fast, so RSVP early! ​#AI #vibecoding #AItech #LondonAI #social #fun #socialdrinking

Half the world uses TikTok to self-diagnose, while older generations still treat mental health as a taboo. Psychology buzzwords from "social anxiety" to "gaslighting" to "love languages" are everywhere on the internet. But is everyone genuinely struggling, or are we just following the latest online trends? Let's find the middle ground between real healing and social media hype. We'll discuss: 1. **The Over-Diagnosis Epidemic:** Is your ex a real narcissist, or did they just forget to text you back? 2. **Social Anxiety vs. Shyness:** Has internet culture turned the most simple social scenarios into a therapy problem? 3. **The Generational Divide:** How do we talk to older generations about mental health without being dismissed? *Join a room of international minds, creative professionals, and cosmopolitans for our weekly late-night conversation lounge. We skip the small talk to dive directly into the gray areas of relationships, modern culture, and society.* *Come for the perspective. Stay for the connections.* **🍸 THE VIBE** * **Curated Conversations:** Sharp, spicy, and unfiltered topics. We tackle everything from cultural identity to institutional trust - we focus on personal philosophies and lived experiences rather than rigid point-scoring. * **Cinematic Backdrop:** Hosted in the moody lounge of Curzon Aldgate, perfect for late-night cocktails and deep chat. * **Fluid Mingling:** An organic mix of curated group discussions, then unstructured socializing over drinks. * **A Global Collective:** Connect with international graduates, London's creatives, open-minded travelers, etc. **🕒 THE RUN SHEET** * **19:30 – 20:00 \| The Warm Up:** Arrive, grab a cocktail, and settle into the lounge space. * **20:00 – 21:30 \| The Hot Takes:** We move into our hosted conversation circles. We rotate groups so you meet everyone. * **21:30 – Late \| The After\-chat:** The lounge bar stays open for late-night mingling and drinks. **📜 HOUSE RULES** 1. **Challenge Ideas, Not People:** We love strong opinions, lightly held. No personal attacks. 2. **No Soapboxing:** This is an exchange of perspectives, not a lecture. Leave your monologues at home. 3. **Be Present:** Put the phones away during the conversation circles. 4. **Open Minds Only:** Bring your cultural background, leave your judgment at the door. **📍 THE DETAILS** * **Where:** The Lounge Bar at Curzon Aldgate, 2 Canter Way, E1 8PS. * **Entry:** Free entry. Kindly support the venue by ordering a drink or snack at the bar. * **Dress Code:** Smart/City Casual * **Transport:** Aldgate East, Aldgate, Tower Hill/Gateway stations are all within a 5-minute walk. **🌎 ABOUT US** **World Citizens** is London's premier cosmopolitan collective. For over 15 years, we have curated high-vibe spaces, salon discussions, and cultural mixers for global minds, young professionals, and international expats living in the capital. **\*Our other weekly events\*** \- Friday evening socials every week \- Cafe tour around London every Saturday \- Canary Wharf socials every other Wednesday \- Outdoor fun \(hiking\, kayaking\, etc\) every weekend \- Dining\, cultural and travel activities on\-demand **JOIN OUR TEAM!** We're all volunteers, so if you enjoy organizing activities or events in your spare time, while meeting great people every week, send a message to our team account "TP"! **DISCLAIMER** We are a 100% volunteer-run team. Though we have high standards in planning, this is a private informal activity so we cannot be liable for any damage or inconvenience. However, we put safety and comfort first. We take all complaints seriously, and take severe action against any harassment, verbal or non-verbal, and anti-social behaviour, towards our guests or team members. We collaborate with the police when needed. We take photos and videos which may include you to help promote the community in line with GDPR Data Protection law, as well as stock photos from Pexels or Unsplash. We may restrict or prioritize guests at our own discretion for safety, quality and logistics reasons. While our team's decisions may not be perfect we ask that you follow our decisions first and raise any disputes to discuss with us later and privately. By attending you understand, agree with and respect all terms of this disclaimer.

**!! Please make sure you get a ticket via Luma as spots are very limited!!** If you want to go from “playing with AI” to shipping real agentic workflows in one evening? Join the London Agentic AI Hack Night on 25 June 2026. Build voice agents, workflow automations & multi-agent systems * Free BimpeAI platform credits + infra * 90 minutes of focused building * Lightning demos judged by pros from Google, Meta, BimpeAI & Byteplus Networking + food in a vibrant Old Street venueOpen to developers, engineers, founders, designers & creative technologists (beginners welcome if you’re ready to build). **[https://luma.com/dnoe595m](https://luma.com/dnoe595m)**

## Details Welcome to the DevSecOps London Gathering June Event on Wednesday 24 June! We bring you two more great speakers, as well as the usual conversations, pizza and beer! 📍 **Hosted at Autogen AI, 123 Pentonville Road, London, N1 9LG** 📅 **Wednesday, 24 June 2026** 🕕 **6:00–8:00 PM** ## **Talk** **Abstracts:** **Talk 1 - AI Pentesting by Andy Hornegold** A talk about Pentesting **Speaker Bio**: **Name:** Andy Hornegold **Title:** Chief Security Technologist at Intruder **Bio:** Andy has a long career in cyber security including a decade in threat simulation and consulting. He’s worked with some of the largest organisations and brands across most industries and sectors, advising how to defend themselves against advanced threat actors. Career highlights include being the Assurance Regional Lead at one of the UK's leading cyber security consultancies, managing a team of 30 cyber security consultants, and helping critical national infrastructure providers stay secure. **Talk 2 - A Deep Dive into SAML by Glyn Wintle** Glyn will explain how SAML works (yes there will be lots of xkcd cartoons), the flaws found in standard deployments and give example in most implementations, walk through some of the attack/defence techniques that work with any xml based protocol and digital signatures before going deeper into some more technobabble just for you. Security Assertion Markup Language (SAML, pronounced sam-el) is an XML-based, open-standard data format for exchanging authentication and authorization data between parties, in particular, between an identity provider and a service provider. Think enterprise single sign on, used by governments, large companies, web sites, what could possibly go wrong? **Speaker Bio:** Glyn is CTO at Tradecraft. They are security consultancy, specialising in attack. Tradecraft helps organisations to become more secure by breaching their systems in the same way as criminal hackers, and then working with them over the long term to help fix what they find, and to help them get better at finding and fixing things for themselves. Glyn has been in security for over ten years, and before that he used to program. He has appeared before parliament to give evidence on some of the more crazy laws they have introduced connected to the internet, and has worked with the Open Rights Group lobbying on trying to fix some of them.

**Hello There! And welcome to our June Gophers @ Meta event!** It's immensely exciting that we'll be visiting Meta for our June event, but with great big office comes great responsibility, so it is **CRITICAL THAT YOU HEED THESE ENTRY REQUIREMENTS!** * You MUST bring Government Issued Photo ID with you, matching the name with which you sign up to this event * You MUST complete the NDA that will be emailed to you in advance of the event, before arrival * You MUST be over 18 years old * You MUST NOT record when inside the venue * You MUST wear the lanyard provided to you on the night at all times And needless to say, if you satisfy all of those criteria and manage to make it through security without being tackled, you MUST have a lovely time otherwise you know I'll be giving you a hard stare. A massive thank you to Meta for hosting! See you all there! ==== 📓 **Agenda**📓 ===== (Certain timings and orders may be subject to change) **5:30pm onwards:** Sign-In, Food & Refreshments **6:55pm:** Introduction **7:00pm:** 🗣️ **Jon Bodner: Testing Go: From the Basics to synctest** Testing is fundamental to software engineering and as a language focused on software engineering, Go includes a wide variety of tools to ensure your code is working as expected. I’ll walk through the basics of testing in Go, and then cover some of the more advanced tools: benchmarking, fuzzing, and the new synctest package. **7:40pm:** Raffle and Break **8:10pm: 🗣️** **Simon Emms: Failure Happens. Your Code Shouldn't Care** As Gophers, we expect our code to be retried, restarted and run more than once. The challenge is making that safe and maintainable without layers of defensive plumbing. Temporal lets us write reliable workflows in Go that automatically recover from crashes and restarts, while still looking and feeling like normal Go code. In this talk, I’ll explain how it works and prove it with a live demo that treats failure as just another code path. **8:40pm:** Raffle Winners! **9:00pm:** Pub! ==== 🎉 **Prizes & Discounts!** 🎉 ===== **JetBrains Raffle!** \- We have 3 free JetBrains Product licenses to give away to some of our lucky attendees\! **Ardan Labs Raffle!** \- We're giving away one course license for Ardan Labs' Ultimate Go Bundle\! **Manning Publications Raffle!** \- We're giving away 4 free Go e\-books\! **45% Manning Publications Discount** \- a massive discount provided by the fine people at Manning\! You can also support London Gophers Events by purchasing via our affiliate link [HERE](https://mng.bz/oKqM) \- Use Code "**LGMeetup45**" for 45% off! **GopherConUK Raffle!** \- We're giving away one free ticket\!\!\! **10% GopherConUK Discount** \- The lovely people over at GopherConUK have provided a discount code for [GopherConUK 2026](https://www.gophercon.co.uk/tickets)! At checkout, use code "**GCUK26LGM"** for 10% off! ==== 💡 **Priority Queue** 💡 ===== We reserve 20% of the attendee spots at our events for those who are underrepresented in tech. If they join the waitlist and there is a reserved spot open they will be bumped into going! These spots are reserved until the last Sunday before the event. How do we define underrepresented? We use public surveys done by the tech community such as the ones linked below. https://survey.stackoverflow.co/2022/#section-demographics https://www.jetbrains.com/lp/devecosystem-2022/#gender-and-development ==== [📢](https://emojipedia.org/loudspeaker/) **Become a Speaker!** [📢](https://emojipedia.org/loudspeaker/) ===== Have something to say? We want to listen! We are always looking for new speakers who want to share their adventures with Go and have mentors who can help. You can sign up to be a speaker here: https://gophers.london/apply ==== 🧳**Looking For a New Adventure?** 🧳 ===== On the Gophers Slack (https://gophers.slack.com) there is a **#london-jobs** channel where company and recruiters can post job opportunities. ==== [📞](https://emojipedia.org/telephone-receiver/) **How To Reach Us** [📞](https://emojipedia.org/telephone-receiver/) ===== **Email:** contact@gophers.london **Linkedin:** https://www.linkedin.com/company/london-gophers/ **Twitter / X:** https://x.com/LondonGophers **YouTube:** https://www.youtube.com/c/LondonGophers 📜 **All London Gophers events operate under the Go Community Code of Conduct** \- https://golang\.org/conduct * **Treat everyone with respect and kindness.** * **Be thoughtful in how you communicate.** * **Don’t be destructive or inflammatory.** **Please do not message members without their consent** If you encounter an issue, please mail contact@gophers.london or conduct@golang.org

Connecting people into Philosophy. All welcome. No previous philosophical experience needed. **What it is** Philosophy in the Park is a fun and friendly space for people to come together and have discussions that get deep. It’s a safe space where active creative thinking is encouraged and enjoyed, and where everyone can explore abstract concepts in a way that combines both sincerity and playfulness. Where the most important question is always - what do you think? **What is Philosophy?** Philosophy is about analysing concepts. It's thinking about thinking. It's not about empiricism or the physical world (eg Science and statistics). It's about abstractions, concepts and ideas (eg Identity, Morality, Mind and Truth). **How Philosophy in the Park Works** * Each hour begins with a group vote on which questions to discuss. You can vote for more than one question if you'd like. * We then break out into groups, each focusing on one of the chosen questions. The question is just a starting point and it's cool if you go on tangents and end up talking about different things. You're welcome to join in and participate or if you'd prefer to sit back and enjoy the conversation, that’s also welcome. * After an hour we regroup, take a quick break and then repeat all over again. So across the 3 hours, we’ll break out 3 times. **Where it is** We meet at Baroness Burdett Coutts Drinking Fountain in Victoria Park (East Park). It is marked down as "13" on the official maps found in the park. Please feel free to bring snacks and drinks with you if you want. After the event finishes most people stay and hang out. There’s a local supermarket to get drinks and snacks, or bring your own. You are very welcome to join us. **Guidelines** In order to make the conversations as fun, interesting and productive as possible please follow these simple guidelines: 1. Keep it Philosophical (No Science, no History, no Sociology, no Evolutionary Psychology, no contestable facts, personal anecdotes etc). 2. Think for Yourself (No phones, no looking up definitions, no name dropping Philosophers / books you've read). 3. Tangents are Cool (Don't worry too much if the subject drifts and you don't answer the question). 4. Keep it Succinct (Like this). 5. Be Excellent to Each Other (But of course). Please remember: It's not about debating and trying to win - it's about listening to people and working collaboratively to increase our collective understanding. **Community** Follow us on instagram: [https://www.instagram.com/londonphilosophycollective/](https://www.instagram.com/londonphilosophycollective/) We have a WhatsApp group if you'd like to continue these conversations between meetings. To join the Philosophy in the Park WhatsApp Group please click here: [https://chat.whatsapp.com/CdFaxJHbeOw9UOfuk7spiK](https://chat.whatsapp.com/CdFaxJHbeOw9UOfuk7spiK) In order to stop spam bots this will take you to a Waiting Room. Once in please write your name, answer the joining question and we will add you to the main chat. **Saying Thanks** If you would like to help support Philosophy in the Park you can buy me a coffee here: [https://buymeacoffee.com/philosophyjoel](https://buymeacoffee.com/philosophyjoel)

Join us on Thursday 25th June for our next AI Exchange event, hosted by Coralogix at their London HQ in Devonshire Square. Pioneers of autonomous driving, **[Wayve](https://wayve.ai/),** are exploring how Agentic AI can be integrated into software development in a measurable and trustworthy way. **[Cato Networks](https://www.catonetworks.com/)** are applying AI to one of cybersecurity's most overlooked problems: the hidden risks buried within complex security policies. Finally our hosts **[Coralogix](https://coralogix.com/)** are addressing a challenge many engineering teams are beginning to face: AI coding agents are becoming part of everyday development, but very few organisations have visibility into how they're actually performing. As always, doors open at 6:30pm and talks start at 7pm sharp. We have another tight capacity for this event, so please RSVP as soon as you can to secure your space. **Agenda:** **[Lewis Isaac](https://www.linkedin.com/in/lewisjamesisaac/) @ [Coralogix](https://coralogix.com/)** **Who’s Watching the Agents? Observability for AI-Assisted Development** Code agents are already in your engineering workflow. The problem is that most organisations still have no visibility into what those agents are actually doing. How many tokens are they consuming? How long are tasks taking? Are they introducing regressions? Are they measurably improving delivery, or just creating the feeling of progress? The gap between “we have AI tooling” and “we understand our AI tooling” is where most teams are stuck right now. In this talk, I will show you how OpenTelemetry can be used to instrument code agent workflows end-to-end, and how Coralogix Code Agents Observability brings all of those signals -token usage, cost, task duration, and code quality impact - into a single view. *Bio: Our speaker will be Lewis Isaac, Dev Relations @Coralogix bio Lewis is a Developer Advocate at Coralogix, where he works closely with developers to explore smarter approaches to observability and how deep technical telemetry can be connected to meaningful business and user outcomes. Prior to joining Coralogix, he was a Tech Lead at IBM, where he led the technical delivery of mobile application projects for clients including BP and a major UK bank.* **[Dave Kirk](https://www.linkedin.com/in/david-kirk-jr/) @ [Wayve](https://wayve.ai/)** **Agentic Code Review @ Wayve** At Wayve, we have been pursuing an approach to Agentic workflows that prioritises observability and evaluation of quality of work. Our Agentic Code Review pipeline has been at the forefront of this initiative. In this talk, we'll discuss some of the approaches and lessons learned over the past four months of operating this pipeline *Bio: Dave Kirk has been programming for over 20 years, and doing so professionally for a decade. His career has primarily been focused on cloud infrastructure and development workflows. He is now the lead engineer in Wayve's effort to adopt agentic AI as an impactful part of our SDLC and beyond.* **[Avidan Avraham](https://www.linkedin.com/in/avidan-avraham-04416498/) @ [Cato Networks](https://www.catonetworks.com/)** **Autonomous Policies Using LLMs to Sweep Up Misconfigs** Security policies and engines today are complex ecosystems - not just defined by rigid, structured configurations but also by many layers of free-text and meta-data that tell the real story behind a rule or a configuration. Traditional configuration analysis can flag obvious issues, yet it often overlooks the contextual “crumbs” left behind by temporary fixes, ad-hoc tweaks, or legacy testing exercises. These remnants, much like orphaned data in a software system, can create unexpected vulnerabilities that attackers are eager to exploit. In this talk, I introduce a pioneering AI-driven strategy inspired by the concept of a software Garbage Collector. Just as a Garbage Collector continuously cleans up memory leaks, our AI agent proactively sifts through the meta-configuration, analyzing unstructured fields—free-text names, descriptions, annotations, and even multilingual notes—to identify contextual misconfigurations before they evolve into high-risk liabilities. Advanced NLP is key: semantic analysis decodes the intent behind free-text entries, while contextual classification organizes policy components by interpreting diverse cues. This integrated approach detects anomalies that traditional tools may miss, shifting policy management from static settings to dynamic, context-rich narratives that reveal hidden security gaps. We hope to see you there for another great AI filled evening! **Sponsors...** The AI Exchange is brought to you in partnership with[ LinuxRecruit](https://www.linuxrecruit.co.uk/) and[ AWS.](https://aws.amazon.com/) LinuxRecruit is building the next wave of Tech Unicorns in Europe. Whether you're hiring or exploring your next opportunity, [get in touch](https://www.linuxrecruit.co.uk/jobs).

We've moved to guild.host Look for us there. https://guild.host/events/buckeye-cocoaheads-nscoders-tcbrk5

**Hello Columbus!** **The community is buzzing and growing well. We are thrilled to bring our fourth BrowserStack QA Meetup on Thursday, July 9th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **Two Roads Diverged in a Wood: Docker Compose vs. Kubernetes** by **[Doug Reeder](https://www.linkedin.com/in/pdouglasreeder/)** **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** July 9, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** Docker Compose and Kubernetes are two of the most popular tools for running containerized applications. Their feature lists are similar. Architects and senior developers need to know how their different paradigms lead to unexpectedly different experiences in production.

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

Happy Hour on the Green ⛳ Join Black Love & Friends for a laid-back evening at Topgolf as we celebrate the fathers, father figures, brothers, uncles, mentors, friends, and positive male role models who enrich our lives and communities. This isn't a golf tournament—it's a social gathering designed to bring great people together for conversation, connection, laughter, food, drinks, and a little friendly competition. Whether you're a father, celebrating a father, bringing your brother, cousin, friend, or simply looking for a fun Saturday evening, you're welcome to join us. No golf experience is necessary. Come for the happy hour, stay for the company. Expect: • Topgolf games for all skill levels • Food and drinks available for purchase • Networking and socializing • Great music and positive vibes • A welcoming atmosphere for singles, couples, and friends Bring someone special or come solo and meet new people. Let's raise a glass to the men who lead, support, inspire, and show up for the people they love.

**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: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

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.

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.