Rust

Elixir London Meetup; February 2026 edition. All are welcome. **Session 1: Bryan Hunt - Faria Data Platform: Building a data platform in Elixir** How to build an ETL pipeline using Amazon Athena, and Elixir: techniques, tools, UX, lessons learned. **Session 2: Christoph Beck** **\- Structured Generation and Logits Processing with Elixir** Ever tried to get a poem from an LLM doesn't contain the letter \`e\`? Large Language Models are kind of amazing and surprisingly unreliable at the same time. Using Elixir's Bumblebee and open source LLMs, you can get much better control over the generation. We introduce you to logits processing, and how it can be used to achieve what ChatGPT can not accomplish. *The event is kindly sponsored by* [Verna](https://verna.earth). **Time** Doors open at 18, start at 18.30. **Venue** Geovation F4, Sutton Yard, 65 Goswell Rd., London EC1V 7EN **Refreshments** Food and drinks will be provisioned on the day. **IMPORTANT**: **If you wish to take photos and post online during the event, please notify organisers first, so that attendees can opt-out from being in photos.**

Join for a unique 🧑🏻‍🎨 BrushTherapy 🎨 Paint workshop focused on healing through creativity. 🌈 DiVe iNtO the WoRLd of CoLOuR🌻 🦄 Whether you are new to art or looking to deepen your practice, this Art Therapy workshop promises to ignite your creativity and nurture your soul. 🦋 We explore how art can be a powerful tool for healing and self-expression. 🪲This workshop will also delve into the cultural aspects of art, offering a rich learning experience for participants. 🪷 During this class, participants will engage in hands-on activities, guided by experienced instructors, that will tap into the healing arts of painting and crafts. 🧚‍♂️ Discover the therapeutic benefits of creativity while connecting with a community of cultural creatives.

👋 General Info Hi friends, We’re excited to kick off our next React meetup on **February 18**! Join us for an evening of practical insights, great conversations, and community vibes — from real-world React talks to networking with fellow engineers. **🗣 Call for Proposals** Have an idea or story to share? Submit your talk proposal through our[ ](https://forms.gle/8gZfT3Qkfd71CxyK6)[CFP form](https://forms.gle/rCiQ8Y4jajiC8AHMA) and take the stage at one of our upcoming meetups! **🤝 Organized by** This event made possible thanks to the support from[ React Summit](https://reactsummit.com/) and[ JSNation](https://jsnation.com/) organizers –[ GitNation](https://portal.gitnation.org/). **🤝 Hosted by** Huge friends to our friends [Figma](https://www.figma.com/) Figma is a browser-based design and prototyping tool enabling real-collaboration. Built for developers, Figma's Dev Mode gives you the power to easily inspect designs and translate them into code—without changing the design file. Headquartered in San Francisco, in 2020 Figma opened its EMEA HQ in London. We’re a team of makers who celebrate our differences and share a passion for our community. Our London based engineering team is growing quickly and working on some of Figma's top company priorities. 🤝 **Want to support our community?** We’re looking for venue partners and sponsors for future meetups. Let’s discuss collaboration — [contact us](https://forms.gle/zWYxsanfbhV64dEr5)! **🕑 Event Schedule** * 18:00 - Doors open - snacks, beer, socialization * 18:50 - Opening notes * 19:00 - **The Lost Art of Debugging: Why Your Browser is Smarter than AI - [Abdullah Ola Mudathir](https://www.linkedin.com/in/cruxcodes/)** * 19:25 - **Why Your Marketing Scripts and Cookie Banners Are Ruining Your Lighthouse Scores - [Christopher Burns](https://www.linkedin.com/in/burnedchris/)** * **19:50 - Networking, Open Mic Lightning Talks** * Mingle until 21:00 pm 🗣️ **Talks** ➡️ **The Lost Art of Debugging: Why Your Browser is Smarter than AI - [Abdullah Ola Mudathir](https://www.linkedin.com/in/cruxcodes/)** *The easiest thing to do is often what causes hours of debugging down the line. With LLMs becoming increasingly normalized in the industry, an overreliance on them can allow bugs to slip through the cracks.* *In this talk, I'll demonstrate a practical debugging workflow: Debug first. Prompt second. I'll show how browser DevTools reveal what's actually happening faster than any AI can guess.* *You'll learn:* * *Essential DevTools features that improve your bug-fixing prowess* * *When to reach for your browser and when AI can actually help* * *The almost forgotten art of breakpoints and strategic console messages* *AI in your codebase represents growth, but understanding your runtime state represents mastery. This talk is about balancing both and knowing which tool to reach for first.* ➡️ **Why Your Marketing Scripts and Cookie Banners Are Ruining Your Lighthouse Scores - [Christopher Burns](https://www.linkedin.com/in/burnedchris/)** *Most marketing scripts and cookie banners run on the critical path. They block the main thread, delay first paint, and inject third-party code before the page is interactive.* *Consent managers often make this worse by synchronously loading vendors, mutating the DOM repeatedly, and re-hydrating UI after page load. The result is slower LCP, higher TBT, and unstable CLS.* *The fix is not fewer scripts, it is better orchestration. Treat consent as infrastructure, load vendors after intent, and keep compliance off the critical path.* — **👍 Code of Conduct** By registering for this event you agree to comply with our [CoC](https://gitnation.com/coc) **📩 Contact** events@gitnation.org https://twitter.com/ReactAdvanced http://youtube.com/ReactConferences https://bsky.app/profile/reactadvanced.gitnation.org

Join Brush Party, the UK’s ‘Paint and Sip’ experts – Get creative and experience a great night out that you’ll be talking about for weeks! **Advanced booking is essential. Tickets are available from £33 at:** **[https://brushparty.co.uk/event/quattro-lounge-hertford-wild-and-bloom-18-02-2026](https://brushparty.co.uk/event/quattro-lounge-hertford-wild-and-bloom-18-02-2026)** It’s all about fun! Get yourself a drink from the bar, settle down to your canvas and unleash your inner Van Gogh! It doesn’t matter if you haven’t picked up a paintbrush since school, our artist will walk you through creating your masterpiece. You’ll be delighted as your blank canvas transforms in just a few hours, made all the better by good company, music, and a glass of wine or two! You don’t need to bring anything apart from yourself … We provide everything… A quality canvas, all the paint you need, brushes, aprons, and the environment for you to have a great night out. We are not sticklers, we are all for you mixing it up a bit – If you feel confident, you can interpret our instruction any way you wish – Maybe you’d like to change the colours to suit your décor? We love it when you go ‘rogue’, we might even learn a few tricks! The events start at 7.00pm but please arrive at least 15 minutes early to get your seat and any drinks you may want etc. Our evenings usually last about 3 hours but times may vary. Although we provide aprons, it might be worth wearing old clothes (just in case). We look forward to seeing you for a great night out! **Tickets available from £33 at:** **[https://brushparty.co.uk/event/quattro-lounge-hertford-wild-and-bloom-18-02-2026](https://brushparty.co.uk/event/quattro-lounge-hertford-wild-and-bloom-18-02-2026)** Your ticket price does not include food or drinks. Drinks can be purchased from the venue and food is also available up to 9pm. Bringing your own food and drink to the event is strictly prohibited. A Brush Party is not a traditional painting class – Music is played throughout the event. Our events are recommended for anyone over the age of 16. However, please contact us if you are booking for anyone under the age of 18 as each venue has licensing conditions that can restrict attendance of minors.

## Details Welcome to the DevSecOps London Gathering February Event on Wednesday 19 Feb in collaboration with London DevOps! We bring you two amazing talks, as well as the usual conversations, pizza and beer! 📍 **Hosted at Autogen AI, Pentonville Road, London** 📅 **Wednesday, 19 February** 🕕 **6:00–8:00 PM** ## Talk 1 **Abstract:** Concrete CMS, a popular open-source content management system, contains a critical flaw in its file upload functionality that can be exploited in two distinct ways. This talk demonstrates how a single upload can lead to a Server-Side Request Forgery (SSRF), allowing access to internal cloud resources, and a double race condition that enables Remote Code Execution (RCE) via a malicious backdoor. We’ll walk through the exploitation process, show how existing protections can be bypassed, and highlight practical steps to secure file upload mechanisms in real-world applications. ## Talk 2 **Abstract** Treat authentication as a production-critical system with its own failure modes and operational risks. In this talk, I break down real-world auth incidents involving JWKS rotation errors, refresh token storms, clock drift, and session store outages. I show how to define SLIs and SLOs that measure user impact and how to build monitoring and alerting that expose real reliability problems. I demonstrate practical guardrails such as token caching, exponential backoff with jitter, circuit breakers, and feature-flagged degraded modes. Finally, I walk through an incident runbook that helps teams diagnose, mitigate, and recover from authentication failures safely and quickly.

Your survival depends on knowing who you can rely on. But how can you tell who your real friends are? How can you determine if a person will help make a joint venture successful? Is there a way to predict behavior? Yes. There are fundamental elements to human behavior. When you know them you have insight into your fellow man, and just by observing how people act, you will know *everything* about them. #### On this lecture you will learn: * The important role of trust in human relationships. * The Hubbard Chart of Human Evaluation—the tool to know true character and predict what people will do. * How to evaluate others accurately and guarantee a more certain future for yourself and those you care about. With the knowledge you learn on this course, you will have tools to know who you can trust and who you can depend on. *“Trustworthiness is a highly esteemed commodity. When one has it, one is considered valuable. When one has lost it, one may be considered worthless.”* *—L. Ron Hubbard*

We're hosting our first meetup of 2026 in collaboration with our friends from **DevSecOps London Gathering**. We'll be generously hosted at the AutogenAI offices near King's Cross, and we'll feature two talks that should be of interest to both audiences. **6:00pm - Arrival** **6:45pm - Introductions** **7:00pm - The Talks** **Concrete Evidence: Two Races, One RCE** - [Adrian Tiron](https://www.linkedin.com/in/tironadrian/) Concrete CMS, a popular open-source content management system, contains a critical flaw in its file upload functionality that can be exploited in two distinct ways. This talk demonstrates how a single upload can lead to a Server-Side Request Forgery (SSRF), allowing access to internal cloud resources, and a double race condition that enables Remote Code Execution (RCE) via a malicious backdoor. We’ll walk through the exploitation process, show how existing protections can be bypassed, and highlight practical steps to secure file upload mechanisms in real-world applications. Adrian is the Co-Founder and Principal Pentester/Red Teamer at Fortbridge, bringing over 20 years of hands-on experience in cybersecurity. Adrian is known for delivering highly technical, practical content drawn from real-world assessments, and is passionate about pushing the boundaries of modern application security. **Keeping login from taking down your product with an SRE approach to auth –** [Viola Lykova](https://www.linkedin.com/in/violaly/) Treat authentication as a production-critical system with its own failure modes and operational risks. In this talk, I break down real-world auth incidents involving JWKS rotation errors, refresh token storms, clock drift, and session store outages. I show how to define SLIs and SLOs that measure user impact and how to build monitoring and alerting that expose real reliability problems. I demonstrate practical guardrails such as token caching, exponential backoff with jitter, circuit breakers, and feature-flagged degraded modes. Finally, I walk through an incident runbook that helps teams diagnose, mitigate, and recover from authentication failures safely and quickly. Viola is a Senior Software Engineer in fintech with an SRE mindset, focused on authentication as a production system. I care about reliability, incident patterns, and the kind of testing that still holds up when traffic spikes, dependencies misbehave, or keys rotate at the worst possible time. Viola speaks on practical auth topics across security and reliability. **Participate in a future Meetup** If you'd like to speak at a future meetup, or if you are able to host or sponsor the event, please fill in this [form](https://docs.google.com/forms/d/1FYGHEWTeBb5vVztGGg2YoUJmKR03o9mZaFIghf6vjzo/viewform?edit_requested=true) and we'll get back to you.

Дорогие друзья! Я приглашаю вас на встречу для практики русского языка как иностранного 🎉 📍 Где: Southbank Centre 🕖 Когда: каждый четверг в 19:00 💷 Стоимость участия: £5 В отличие от нашей традиционной встречи в пабе, это занятие будет более структурированным: • вы получите раздаточные материалы (handouts); • мы будем обсуждать интересные темы, делиться мнениями, дебатировать и играть — всё на русском! 🇷🇺 Эта встреча идеально подойдёт для тех, кто владеет русским языком на среднем уровне и выше, и хочет улучшить разговорные навыки в живом и увлекательном формате. Приходите — будет весело, полезно и по-русски! 😊

**No pressure. No plans. Just new friends ✨** Whether you’re visiting London for the first time, just arrived, or simply love meeting curious, open-minded people, this bi-weekly **Just Gutsy** meetup is an easy way to share stories, make friends, and explore the city together. **Who it’s for?** • Solo travelers • Expats & digital nomads • Locals who love meeting travelers **What to expect?** ✨ **Hostless**, community-led casual, friendly atmosphere 🤝 Easy introductions, no awkwardness 🌍 Travel stories, tips & shared adventures 🍹 Grab a drink or snack if you like **How it works?** Event runs if at least 2 people confirm arrival in group chat. 1. Arrive at the meeting spot at the scheduled time 2. Look for other Just Gutsy joiners 3. Introduce yourself 4. As a group, decide where to go next or just stay and chat No agenda. No pressure. Just people. **A small request** • Please RSVP so others know you’re coming • If you can’t make it, update your RSVP • Be kind & open. everyone is here for the same reason **When & Where?** 📅 Day: Every Tuesday & Saturday 🕓 Time: 4:00 PM local time 📍 Meeting point: In front of Starbucks **Marble Arch.** **Hostless**: I am setting up the event for you all to meet, but I won't be there myself this time. **Why join Just Gutsy?** • Meet open-minded people who genuinely want to connect • Feel at home anywhere in the world • Be part of a growing global solo travel community • Early members get lifetime premium access to the future Just Gutsy app 🚀 Join here 👉 https://justgutsy.com/ WhatsApp: After the meetup, join the city Just Gutsy WhatsApp group to stay connected, suggest spontaneous meetups and hear about future events: 👉 https://chat.whatsapp.com/KQbwperKYc7F0QvbWp1w9w **About Just Gutsy** **Just Gutsy** is a global community for solo travelers who are free spirited, love exploring the world believe that real connections make the best memories. Hi, I am Syrine, I started solo traveling in 2018 and it changed my life, from introvert to extrovert. Along the way, I loved meeting people, but also felt how hard it can be to find connection when traveling alone. I’m building Just Gutsy so no one has to feel alone on the road — and so anyone who’s still shy to take that first step has a welcoming place to start. 💛

IMPORTANT - PLEASE READ! Welcome to the Highest Rated International Language Exchange group in London,🏆 with 1400+ reviews rated 5 stars ⭐⭐⭐⭐⭐ Join us on **Friday** for our weekend global language exchange and social 😊🍻🥂 TO ATTEND THIS EVENT YOU **MUST**👇👇 1. Have your Meetup confirmation visible on your phone when you arrive. 2. Collect & wear your badge as soon as you arrive and always BEFORE buying your drinks and food. 3. Pay the £2 event fee. The event starts at 7pm. **The event fee is £6 if you arrive after 8:30pm** Start meeting the community and having fun...lots of fun! www.languages.london 🇬🇧🇪🇸🇫🇷🇯🇵🇮🇹🇩🇪🇮🇳🇨🇳🇧🇷🇰🇷🇪🇬🇭🇰🇺🇸🇨🇴🇺🇦🇹🇷🇷🇺🇦🇺 WHEN & WHERE This Friday we'll be returning to The Craft Beer Co, St Mary Axe.** **Address: 29-31 Mitre Street, London, EC3A 5BU** https://maps.app.goo.gl/49HnHGap8hQMbQNWA **HOW WE DO IT** It's simple .... \~ When you arrive please collect your personalised language badge from us. We'll be waiting to give you a warm welcome 😃 \~ Please wear your badge during the event and always return it before you leave ♻️ \~ Start meeting the community and having fun...lots of fun! Please buy something from the bar to support the venue, who kindly offer us a dedicated space. 🇵🇱🇹🇼🇲🇽🇻🇳🇧🇬🇵🇸🇸🇪🇮🇱🇨🇦🇳🇱🇿🇦🇭🇺🇹🇭🇵🇪🇧🇴🇳🇬🇳🇿🇨🇭 **WHO** Languages in London events are organised for our community - being social, making new friends, building cultural bridges and always very relaxed. We have the largest number of languages and countries represented in our weekly language exchange and social events in London. This is **not** a dating event. Our events are open to Internationals, Locals, Expats, Students, Travellers..... Everyone! Are you an 18 to 24 year old? Come and explore our events. This is the event for a truly global community and for citizens from around the World. Is this the Intercambio you've been looking for? Want to practice your ingles, espanol , francais, italiano, Deutsch, portugues or other European languages? Asian languages ? Or maybe prefer to only speak English.... that's just fine. **All languages and all fluency levels are welcome** Spread the love...Bring your friends 💙 The creator and organiser of **Languages in London - Girish**, will always be visible at the event and there to support you and help with introductions, if you prefer. We want to remain the BEST language events group in London, being the biggest isn't our focus. These are real events with real people. We don't fill our events with inflated numbers and fictitious attendees 👻 **Community members that no-show at our events and inactive members are regularly removed from our group.** **LANGUAGES** Here's a selection of some of the languages that our community speak or have been practicing ... English, Spanish (incl Latin American), French, Italian, Portuguese (incl Brazilian), German, Japanese, Chinese (Mandarin & Cantonese), Russian, Korean, Hindi, Turkish, Arabic, Ukrainian, Polish, Hebrew, Swedish, Bulgarian, Vietnamese, Hungarian, Bengali, Dutch, Catalan, Farsi, Greek, Urdu, Welsh, Romanian, Norwegian, Czech, Slovakian, Estonian, Danish, Finnish, Turkmen, Latvian, Lithuanian, Nepali, Yoruba, Filipino, Thai, Albanian, Croatian, Serbian, Ebo, Afrikaans, Tamazight, Tagalog, Creole, Malagasy, Mongolian, Tok Pisin and more... you get the idea! 🇷🇴🇬🇹🇨🇿🇳🇴🇩🇰🇫🇮🇨🇾🇺🇾🇪🇬🇧🇬🇦🇷🇰🇪🇱🇰🇲🇦🇹🇳🇩🇿🇸🇬🇲🇾 **SUSTAINABLE** 🌎🌳 Like you, we really care about our planet. We don't like single use paper name tags, stickers or wristbands as they can't be reused or recycled and can even damage your clothing 👎 The Solution? ...Our personalised and completely reusable Languages in London badges! 👍 So, please make sure you return your badge to us, before you leave the event. We'll sanitise it (anti bacterial & disinfectant cleaners) and use it again & again & again. Thanks for helping us do the right thing and keep our costs down🙏 **SAFE SPACE FOR EVERYONE** 👮‍♂️ We don't tolerate prejudice or harassment of any kind, at any time. Be polite and respectful to everyone else and they will reciprocate. Let's keep the space safe, welcoming for everyone and free of any political agendas. Please report any concerns to the Organiser immediately. Please look after your belongings, the venue is a public place. We may take photos or video at the event for future promotional use. Let us know if you'd rather not be included, we respect your choice 📸 **SPREAD THE WORD** 🗣️💬 If you enjoy our events, please tell your friends and colleagues and help us grow **your** community, thank you ♥️ Join our community - https://www.languages.london/ We're looking forward to welcoming you at Languages in London 😊👋 🇲🇰🇳🇵🇧🇩🇵🇭🇦🇪🇦🇱🇧🇪🇮🇪🇰🇿🇱🇦🇯🇴🇱🇹🇱🇻🇪🇪🇰🇭🇨🇱🇲🇳🇨🇺

🏎️ **If you’re not automating yet… you probably are.** Be honest: how much of your job are you already secretly automating, and how much of it is just automation in disguise? In this session, **[Ellis Pratt](https://www.linkedin.com/in/ellispratt/)**, director of **[Cherryleaf](https://www.cherryleaf.com/)**, will take a clear, no-hype look at automation in technical communication. He’ll rewind to where things stood just over a year ago, then discuss what’s changed since. We’ll explore how automation shows up across the technical writing lifecycle, and common pitfalls that come with it. Finally, we’ll look ahead. What does increasing automation really mean for our careers as technical writers and documentarians? Join us for an honest, practical conversation about what to automate, what not to, and how to stay relevant as the tools keep changing. **📣 This event is aimed at technical writers and those working in closely related roles. The discussion will focus on automation and AI specifically in the context of technical documentation and technical content workflows.** **When:** Thursday 19 February, from 6.30pm **Where:** The Yellow Room @ Remark! 18 Leather Lane, EC1N 7SU **What:** 18.30 - 19.00 Arrival 19.00 - 19.45 Presentation 19.45 - 20.00 Short break 20.00 - 20.45 Presentation 20.45 - 21.30 Networking *All times are approximate.* **Photos:** Note that the organizers will take some photos for the WTD group.

PLEASE NOTE NEW TIME OF 3Hrs. 19.:00- 22:00PM PLEASE MAKE PAYMENT AT TIME OF BOOKING. PAYMENT BY BANK TRANSFER, DETAILS BELOW. NO CASH PAYMENTS_. Your space is not guaranteed until payment is received. Welcome back....Please note our sessions have now returned to Park View. Thankyou to all those members old and new who continued to come and support and play fantastic games of badminton. We welcome you all back. **Please note moving forward the sessions will be pay before play, regardless of whether you pay online or cash in person** Join us for friendly, competition badminton with like-minded enthusiasts. We have sole use of four courts. Players do not have to attend for the entire duration however the price is the same. Please note we limit the amount of attendees to 24 so that everybody gets a fair number of games. Play is from 19:00pm to 22:00pm The cost is £15 per session, which includes feather shuttles. Please pay via bank transfer to the following account: L Samuels Sort code: 040004 Account number: 99854842 Please include your name and date as reference. If you do not show without notice we reserve the right to charge a full non-attendance fee and persistent offenders may be blocked from our club. So please be thoughtful and let us know in good time if you cannot attend. **Rules of attendance/Disclaimer**. Park View Badminton Club exists purely to offer an opportunity for like-minded players to exercise, play and socialise together and nothing more. All attendees should consider the club as an informal gathering of people who will train together in a loosely structured format. The club is operated and managed by a number of volunteers in their free time and these volunteers cannot accept any responsibility for any events that occur at the club. If you have any medical conditions that could affect you, it’s your responsibility to make the club aware of these. Neither the club nor Park View School will take responsibility for any injury, loss or damage that might arise as a result of participation in club activities. Effective warmup and stretches should be undertaken before play to avoid injury and appropriate clothing and footwear is to be worn whilst playing at all times. Every person attending the club must take full and complete responsibility for their own actions. Know your limits! The club does not discriminate against any attendees of ethnicity, nationality, sexual orientation, religion or beliefs, sex or disability except as a necessary consequence of the requirements of safely training and participating in the required sport. All attendees are expected to behave with mutual respect and in a way that does not endanger others or bring the club into disrepute. Not complying with this may result in suspension or termination of attendance. Any matters of concern should be directed to the administrators via email (parkviewbclub@gmail.com).

​Join **Orchestra**, **Tracer** and **Lightdash** for an in-person evening with London’s data engineering community. ​This event is built for **data engineers, analytics engineers, and platform teams** who enjoy going deep on real technical topics — from modern data stack architecture to reliability, observability, orchestration, and the practical lessons learned from running pipelines in production. ​Expect a relaxed atmosphere, good people, and plenty of time for conversation (with free 🍕 & 🍻). IMPORTANT: MEETUP IS TRYING TO BLEED US ALL DRY SO PLEASE [SIGNUP ON LUMA](https://luma.com/ml500u2m) AND SUBSCRIBE TO THE CALENDAR THERE. IF YOU DONT SIGN UP WE CANT GUARANTEE YOUR SPOT! [https://luma.com/ml500u2m](https://luma.com/ml500u2m) ​**Agenda** ​**6:00 – 6:30pm:** Arrivals, drinks, networking **6:30 – 7:30pm:** Technical talks + Q&A **7:30pm onwards:** Networking **Technical Speakers** * ​Data @ The Economist - **[Luca de Michele](https://www.linkedin.com/in/luca-de-michele-232432148)** * Data @ Lawhive - **[Pablo Fernandez](https://www.linkedin.com/in/pablofergui/) (Head of Data)** * ​**TBA** ​**Who should attend** * ​Data Engineers & Analytics Engineers * ​Platform Infrastructure Data Ops teams * ​Anyone building, scaling, or maintaining production data pipelines

All levels are welcome and a great way to share knowledge, practice your Mandarin or English, socialise and make friends. Games that help to develop linguistic skills are very welcome, such as flash cards, cross words, puzzles, scrabble and bananagrams etc. More than 2 guests are welcome. Nearest Tube stations: • Goodge Street Station • Tottenham Court Road Free event (But you should buy a drink to keep the pub happy 😊) For more information please contact Alistair.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

Let's go to Alum Creek and hike parts of the Heritage Freedom Trail and the Multipurpose trail. The terrain will be both traditional hiking trail and Multipurpose trail. We'll hike about 3.7 miles at an 18-20 minute pace; faster paces are always welcome. Optional lunch following at Rusty Bucket on Polaris Parkway

**NEW LOCATION: 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). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free! This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 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)