High Scalability Computing

Hi Architects, Welcome to our the inaugural AWS London Well-Architected User Group Meetup!!! 🥳🥳🥳 The AWS London Well-Architected Meetup is the latest chapter in the most popular AWS Meetup group globally. At each meetup we covered off various pillars of AWS best-practice in detail including insights from industry leaders that specialise in the Well-Architected Framework. And a drones giveaway. We'll be announcing more speakers during the coming months but our speakers this month include: * **Are you Well-Architected? Will Lawrie - Business Development Manager @ AWS** * **Well-Architected as a Business Tool: Translating Pillars into Business Outcomes - James Harding, Technical CSM @ Green Custard** * **Understanding and Remediating Opportunities** **-** **Aoife Egan, Cloud Optimisation Solutions Architect II @ AWS** This month's menu will include: * Pizzas * Beer * Wine: Big and red 🤤 So come join us at 5:30 for a 6pm start, followed by beer, wine, pizza and friendly networking after our talks :-) \*\*\*NB: No entry to the building after 6pm. Photo ID required.\*\*\*

**PLEASE NOTE WE WILL BE CLOSING OUR MEETUP GROUP IN JUNE 2025 due to spiralling costs of membership.** **YOU CAN FIND US HERE INSTEAD:** \* FACEBOOK: [www.facebook.com/groups/crystalpalaceboardgamesbeyond/](www.facebook.com/groups/crystalpalaceboardgamesbeyond/) \* WEBSITE: [https://sites.google.com/view/boardgamesandbeyond/home](https://sites.google.com/view/boardgamesandbeyond/home) Join us for an epic game night filled with social fun and exciting tabletop games at Crystal Palace Board Gamers meet-up! Whether you're a fan of strategy, dice, card, or board games, there will be plenty of options for everyone to enjoy. This is a fantastic opportunity to make new friends, connect with fellow gamers, and immerse yourself in a night full of fun times and laughter. So grab your favorite game and come join us for an unforgettable gaming experience. Let the games begin! Feel free to join us by hitting that attend button below. **What to expect:** * We meet at the Anerley Arms (next to Anerley train station) from 7pm (there is food available at the bar) * If you do not have a game setup, you can arrive at any time. If you do have a game to set up we recommend getting there earlier. * It is a relaxed atmosphere, where we generally prioritize company over fierce competition. * Please bring along any games you think we might enjoy, or you can play from the games that others bring. * We split into a few groups based on people's game preferences and numbers, and usually have plenty of time to try a few games over the course of the evening. * The event hosts are regular attendees but might not make it to every event - if you can't spot us, then just approach the folks sitting at tables surrounded by board games (usually on left as you come in the door). We're a friendly bunch and will be more than happy to welcome you. (Please update your RSVP if it turns out you'll be unable to attend, to free up your space for others who may otherwise miss out!)

For our February meetup, we're looking forward to welcoming Steven Spencer to talk us through a real-world implementation of Microsoft Fabric at the NHS Business Services Authority (NHSBSA) *\*\* Please only register if you are able to attend as the number of available places is limited \*\** **Fabric Implementation Journey at the NHS Business Services Authority (NHSBSA)** Two and a half years ago the Fabric platform was evaluated as part of an investigation to replace the legacy data platform in use by the NHS Business Services Authority. During this period a proof of concept was built based on one of our smaller datasets to test for suitability. The NHSBSA are now 18 months into the migration proper and look to complete during the coming year. This talk covers the journey, the highlights, the decisions and their reasoning, and the learning points discovered during the process. **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:00 - Close **Venue** Tenth Revolution offices in London. Aldgate House, 33 Aldgate High St, London EC3N 1DL Please provide your first and last name when registering for the event, as this is provided to building security to allow you entrance into the venue.

**Quick heads up: RSVPing here helps us gauge interest, but you’ll need to complete your registration on AI Camp to save your spot and get event updates. It only takes a minute. Sign up [here](https://www.aicamp.ai/event/eventdetails/W2026021910) and you’re all** **set**. **[https://www.aicamp.ai/event/eventdetails/W2026021910](https://www.aicamp.ai/event/eventdetails/W2026021910)** AI is already part of how developers work: Coding assistants. Autonomous agents. Background tasks. PR reviews. But in most companies, AI usage is either completely ungoverned or quietly blocked. This meetup is for developers who want to understand what AI governance actually means in practice, without turning their workflow into a compliance nightmare. We’ll focus on how teams are introducing guardrails that protect source code, credentials, and infrastructure while still letting developers move fast. No policy decks. No buzzwords. Just real examples of how AI agents are being used safely inside modern dev environments. **You’ll walk away with:** \- A clear understanding of what AI governance actually means for developers\, not just security teams \- Insight into why AI agents need different permissions than humans and where most teams get this wrong \- Practical examples of how guardrails can speed teams up instead of slowing them down \- A simple mental model you can apply whether you’re experimenting with AI locally or rolling it out across a team **Who this is for:** \- Beginner → intermediate software developers \- Platform engineers and DevOps folks supporting dev teams \- Anyone using \(or wanting to use\) AI tools beyond simple autocomplete **Agenda:** \* 6:00pm\~6:30pm: Checkin, Food and Networking \* 6:30pm\~6:45pm: Welcome/community update \* 6:45pm\~8:30pm: Tech talks and Q&A \* 8:30pm\~9:30pm: Open discussion & Mixer

🗓 **Agenda:** * 6:00pm: Doors open * 6:00pm - 6:30pm: Food, Drinks & Networking * 6:30pm - 7:15pm: Rafael Natali, Lead DevSecOps, Marionete * 7:15pm - 8:00pm - Additional Q&A & Networking 💡 **Speaker:** Rafael Natali, Lead DevSecOps, Marionete **Abstract:** Kubernetes gives us abstraction and power—but with great YAML comes great responsibility. In this talk, we’ll walk through live demos of real-world misconfigurations that allow attackers to escape containers and tamper with the host. You’ll see exactly what happens when Pods run in privileged mode, use hostPath volumes carelessly, or retain excess Linux capabilities. We’ll also show how to detect these attacks in real time using Falco, and enforce safety nets with Pod Security Admission. If you’ve ever wondered "what’s the worst that could happen?"—this session answers that with receipts. **Bio:** [Rafael Natali](https://www.linkedin.com/in/rafaelnatali/) has 20 years of experience in the IT industry, specifically as a System Administrator and DevSecOps professional. Throughout his career, he has developed extensive knowledge in designing, operating, and troubleshooting solutions that prioritize scalability and reliability. Rafael is also an expert in Automation as well as Continuous Integration and Delivery. He has been working with Kubernetes since 2018 and is recognised as a [Kubestronaut](https://www.cncf.io/training/kubestronaut/) since 2024. Currently, Rafael leads a team that is implementing a hybrid streaming data and analytics platform for a major insurance company in the UK. \*\*\* DISCLAIMER NOTE: We are unable to cater for any attendees under the age of 18.

**Important:** Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026021910)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. We are excited to partner with Coder for a special edition of our AI Meetup in February, focusing on AI governance and compliance for developers. AI is already part of how developers work: Coding assistants. Autonomous agents. Background tasks. PR reviews. But in most companies, AI usage is either completely ungoverned or quietly blocked. This meetup is for developers who want to understand what AI governance actually means in practice, without turning their workflow into a compliance nightmare. We’ll focus on how teams are introducing guardrails that protect source code, credentials, and infrastructure while still letting developers move fast. No policy decks. No buzzwords. Just real examples of how AI agents are being used safely inside modern dev environments. **You’ll walk away with:** * \- A clear understanding of what AI governance actually means for developers\, not just security teams * \- Insight into why AI agents need different permissions than humans and where most teams get this wrong * \- Practical examples of how guardrails can speed teams up instead of slowing them down * \- A simple mental model you can apply whether you’re experimenting with AI locally or rolling it out across a team **Who this is for:** \- Beginner → intermediate software developers \- Platform engineers and DevOps folks supporting dev teams \- Anyone using \(or wanting to use\) AI tools beyond simple autocomplete **Agenda:** \* 6:00pm\~6:30pm: Checkin, Food and Networking \* 6:30pm\~6:45pm: Welcome/community update \* 6:45pm\~8:30pm: Tech talks and Q&A \* 8:30pm\~9:30pm: Open discussion & Mixer **Tech Talk: AI Governance for Developers** **Speaker:** Eric Paulsen, Field CTO, Coder **Abstract:** In this session, we will deep dive into AI governance for developers. We will explores the often-unseen risks developers face when using AI tools—from unintended data exposure to tool lock-in—and how teams can implement lightweight, developer-friendly governance. Learn how to build secure, standardized AI workflows that provide guardrails without slowing innovation, so you can ship with confidence. **Speakers/Topics:** Check the [event website](https://www.aicamp.ai/event/eventdetails/W2026021910) for speakers and topics. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 20,000+ AI developers in London and 500K+ worldwide.

Valentine’s weekend doesn’t have to be about candles and prix-fixe menus. This is a **free, beginner-friendly outdoor calisthenics session** for anyone who wants to move their body, reset a bit, and start the week feeling better — whether you’re single, coupled, or just over Valentine’s entirely. No gym experience or calisthenics background needed. **What we’ll do:** * Learn basic calisthenics movements * Push-up & pull-up progressions * Joint prep & mobility * A simple, structured workout you can actually repeat **Who this is for:** * Beginners to intermediate fitness levels * Professionals in their 20s–30s * People bored of gyms or random workouts **After the session:** Anyone who wants to is welcome to join JP and the group for a **casual coffee or brunch at a nearby café**. Totally optional — just a chance to chat, connect, and wind down. **What to expect:** * 45-60 minute guided session * Small group * Calm, supportive environment * No ego, no pressure If you enjoy the session, there will be an option to continue with paid group training or coaching — completely optional. Instagram: @jpaulo.calisthenics

**🚨**Spoiler alert: We built the space we couldn’t find. A place where you show up alone, say hi first, and meet new people naturally. We celebrate the curious and the hungry—if you’re ready to expand your circle, you’re in the right place. Ps. You can check us out on [Instagram](https://www.instagram.com/_balancers/) 🚨 Find Your People (Over Uno, Murder… and maybe a Chicken vs Hotdog showdown). This isn’t your average board game night. No sitting in one spot for hours. We’re mixing it up with rotating tables, quick rounds, and games made for laughs, chats, and meeting a whole bunch of new faces. Pick your vibe, or try them all: * 🃏 **The Classics** – Think Uno, Cards Against Humanity, Mario Kart (Wii) and other easy favourites * ⚡ **High Energy** – Quick-fire games like 20 Second Rule and Chicken vs Hotdog * 🕵️‍♀️ **Roleplay & Mystery** – Yep, Spy Game and The Killers are back by popular demand 👋 Host Support – Our hosts are low-key legends. Need a hand, a nudge, or a friendly intro? They’ve got you. **After the Games Social, the night doesn’t stop there.** **Your ticket also gives you access to the main Social. We kick things off with a fresh icebreaker to bring everyone together, then a team game, and after 10 the Musician takes over and the vibe turns up.** ✨ **Pro Tips:** ✅📲 **Download our free [app](https://onelink.to/balancers)** to **track your rewards from the games** throughout the night and stay connected with the people you meet after the event. ### **Important Reminders:** 🔹 **Stay connected:** [Join our ](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O)**[WhatsApp group \[here\]](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O)**[ for last-minute updates.](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O) 🔹**Many attendees join via our app, so the Meetup ‘Going’ list only shows part of the crowd.** 🔹 **Coming alone?** Most people do. You don’t need a plus-one to have a great Saturday. Our hosts are on the floor to get you involved in the games and challenges as soon as you arrive. We make it easy to start those first conversations so you can connect with the room naturally. *Remember, our pillars are Openness, Respect, Kindness and Authenticity.* *Attendance at this event is subject to our [Code of Conduct](https://www.balancers.app/code-of-conduct) and [Terms of Service](https://www.balancers.app/term-of-service). By joining, you may receive emails about Balancers events and community updates. You can unsubscribe at any time.*

**\*SIGN-UP ON LUMA\*** https://luma.com/u5kxljj6 Join us for a discussion of Rust in the Age of AI, with drinks and brunch! ​Following the [Rust Nation UK conference](https://www.rustnationuk.com/), [Fractile ](https://www.fractile.ai/)and [Red Badger](https://red-badger.com/) are excited to host a brunch discussion exploring how the Rust ecosystem is evolving to respond to rapid developments in Artificial Intelligence. ​We will be hosting a world-class panel discussion, with guest speakers: * ​[Jon Gjengset](https://www.youtube.com/c/JonGjengset) (Helsing) * ​[David Haig](https://www.linkedin.com/in/david-haig-9185957/) (Fractile) * ​[Stuart Harris ](https://www.linkedin.com/in/stuartharris4/)(Red Badger) * ​[Stephen Eckes](https://www.linkedin.com/in/stephan-eckes/) (ai-coustics) ​Afterwards, we will host a networking session with food and drink for attendees. ​**Date and Time:** Friday, February 20th, from 11 AM to 1 PM ​*About Fractile* ​Fractile is building chips, systems and software to radically improve the speed and cost of running frontier AI inference. [They are currently hiring](https://job-boards.eu.greenhouse.io/fractile), including for a Senior Rust Software Engineer. ​*About Red Badger* ​Red Badger is the digital product transformation consultancy for blue chips and scale-ups. Location **Red Badger** **2 Old Street Yard, London EC1Y 8AF, UK**

🚨 Spoiler alert: We built the space we couldn’t find. A place where you show up alone, say hi first, and meet new people naturally. We celebrate the curious and the hungry—if you’re ready to expand your circle, you’re in the right place. Ps. You can check us out on [Instagram](https://www.instagram.com/_balancers/)🚨 **To get the full experience, just [download our app 📲](https://onelink.to/balancers)—you’ll be able to connect with others, grab the best ticket deals, track the rewards you win, and relive the night through our photo gallery.** 🎉 Get ready for another Social!! Here\`s the plan: 🔥 **7:30 PM – Spark Conversation Begins** Head to the welcome desk to grab your **Spark Conversation game**—your key to breaking the ice in a fun and effortless way! Play the challenge, connect with new people, and **win golden coins for free drinks!** ✨ **Keep the connections going!** ***[Download our app](https://onelink.to/balancers)*** to track your rewards and stay in touch with the people you meet after the event! 🎲 **9:00 PM – Choose Your Vibe:** * **Games Area:** Jump into **silly, lighthearted games—no skills needed!** just jump in, have a laugh, and win prizes! Every week, we feature a **new game** to keep things fresh and fun. 🎉 * **Mingling Zone:** Prefer a relaxed vibe? Grab a drink, chat, and connect in a more laid-back setting. * **Beer Pong & Jenga:** Feeling playful? Challenge someone to a **fun match** and enjoy some friendly competition. * **Welcome Desk:** Need help? Our friendly hosts are here for you! 🎶 **10:00 PM – The Night Turns Up** The vibe picks up! The DJ sets the mood with timeless tunes and crowd favourites, keeping the energy high. Whether you're singing along, swaying to the rhythm, or just soaking in the atmosphere, let the music bring the night to life! ✨ **Pro Tips:** ✅ Start early with **Spark Conversation** to meet people right away. ✅ Explore different areas and find the vibe that suits you. ✅📲 **Download our free [app](https://onelink.to/balancers)** to **track your rewards from the games** throughout the night and stay connected with the people you meet after the event. ### **Important Reminders:** 🔹 **After-party?** Bring your **ID!** 🔹 **Stay connected:** [Join our ](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O)**[WhatsApp group \[here\]](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O)**[ for last-minute updates.](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O) 🔹**Many attendees join via our app, so the Meetup ‘Going’ list only shows part of the crowd.** 🔹 **Coming alone?** Most people do. You don’t need a plus-one to have a great Saturday. Our hosts are on the floor to get you involved in the games and challenges as soon as you arrive. We make it easy to start those first conversations so you can connect with the room naturally. *Remember, our pillars are Openness, Respect, Kindness and Authenticity.* *Attendance at this event is subject to our [Code of Conduct](https://www.balancers.app/code-of-conduct) and [Terms of Service](https://www.balancers.app/term-of-service). By joining, you may receive emails about Balancers events and community updates. You can unsubscribe at any time.*

Vibe Coding Collective is teaming up with **ElevenLabs** & **Lovable** to push the boundaries of sound-first vibe coded apps. For one night, we’re getting full access to their tech to explore what’s possible when vibe coding meets voice and music generation. PLEASE JOIN THE WAITING LIST TO BE ACCEPTED =) Whether you want to build a voice-controlled game, an AI storyteller, or a children’s app, this is your playground. Use any tools you like (Lovable, Google AI Studio, v0, Cursor, Replit…) and plug in ElevenLabs' power. 🍻 👉 **Join our WhatsApp Chat**: [https://chat.whatsapp.com/BxLUpQMiXwo6d1vG7YSirT](https://chat.whatsapp.com/BxLUpQMiXwo6d1vG7YSirT) \#\# Format 🛠️ We’ll be teaming up in small groups (2–3 people). We'll provide a specific "Voice & Vibe" challenge, then it’s heads-down building. The goal is to **vibe, experiment with sound, and see how voice and music changes the way we interact with vibe coding**. ## New to vibe coding or voice tech? ✨ No worries! We’ll provide a special **ElevenLabs Starter Kit** with API recipes and prompt examples so even total beginners can get an AI talking in minutes. ## Schedule 🕒 *(Aim to arrive by 5:50 PM so we can get your API access sorted!)* * 6:00 – ElevenLabs Presentation & Tech Demo * 6:20 – The Challenge + Team Formation 🤝 * 6:30 – Round 1: Build & Hear 💻 * 7:00 – Break (Grab a drink, hear what others are cooking) 🍺 * 7:15 – Round 2: Polish & Play 🏗️ * 7:50 – The "Vibe Check" Demos 📺 (Show/Hear what you built!) * 8:10 – Hang out, network, make friends ✌️ ## Who is it for? Anyone! Curious coders, GameDevs, artists, musicians, sound designers, voice actors, entrepreneurs. If you’ve ever wanted to talk to your computer (and have it talk back), you belong here. ## What to bring: * Laptop! 💻 * Headphones (Essential for testing those voice vibes!) 🎧 * Vibes ⚡ ## Location 📍 London College of Political Technology Newspeak House 133-135 Bethnal Green Road London E2 7DG 👉 No gatekeeping. No silence (this time). Just new voices and friends!

NOTE: This meetup is more technical than our normal subjects! Everyone is welcome to join but the content will be designed for developers and engineering leaders. Shaping our future with AI. Creating opportunity through AI fluency, connection and community. No jargon. No hype. No confusing terminology. **Join us for our next in-person meetup in London on Thursday February 19th.** Our theme for this meetup is **AI Coding the right way.** We'll be joined by Daniel Jones (AI Consultant, re:cinq) who has taught over 100 developers how to get the most of AI tools. Then we welcome a panel of engineering leaders to discuss the lessons they have learned on getting the best from their teams with new tools! **Where and When?** * Thursday, February 19th * Doors open at 18:00 * Talks start at 19:00 * Tessl HQ, 210 Pentonville Rd, London N1 9JY, UK **Talk: Agentic Coding For 100 Developers** (Daniel Jones) How has a $3b Stockholm SaaS company transitioned 100 developers to AI-native development over a few weeks? Deejay shares how he helped Odevo with exactly this, but the answer might be more than you expect - it involves just as much discovery and psychology and it does training. Learn about the social and business pre-requisites for such a transformation, the syllabus that enables developers to use multi-agent workflows, and how 'one-and-done' training is insufficient for this type of behavioural change. **About Deejay:** Deejay is an AI Consultant at re:cinq, and has over a decade of experience in assisting organisations with tech transformation. He's been a developer, manager, entrepreneur, keynote speaker, father, bassist, martial arts instructor, games developer, and wearer of a rather silly moustache. **Expert Panel: Leading Dev Teams Through AI Adoptions** There are no right answers but there is certainly a lot of talk about when it comes to adopting AI coding tools in the right way. This expert panel will share the lessons they've learnt so far and what's working for their teams. * Norberto Lopes, VP Engineering, Incident.io * Corey Leigh Latislaw, Head of Engineering at JustEat Takeaway * Daniel Jones, AI Consultant, re:cinq **About Norberto** Norberto is focussed on the intersection of building technology and how humans behave and work together. Currently VP Engineering at Incident.io, Norberto has enjoyed a varied career from startups to large companies. Growing teams across IT, product delivery, security, data infrastructure, and infrastructure. Read Norberto's excellent blog here: [nlopes.dev](https://nlopes.dev/) **About Corey** Corey Leigh Latislaw is Head of Groceries and New Verticals at JustEat Takeaway and previously led AI adoption alongside her day job at Trainline and Kin + Carta. She believes the human capacity for creativity is key to thriving in the age of AI. **Code of Conduct** This event has a code of conduct that you can [review here.](https://aifortherestofus.live/code-of-conduct) **Providing Your Name and Email** To register for this event you'll be asked to provide your full name and email address. This is a requirement for building security so please provide your real name and email address. After the event you will be automatically subscribed to event updates from AI for the rest of us and AI Native Dev. You can unsubscribe at any time.

NOTE: Access to this hackathon is limited. Please ensure you register on [Luma](https://luma.com/2lkuky4i). AI Impact Summit Fringe Event Hackathon – Opening India’s AI Future with Bharat AI Mission 19 Feb 2026, 10:00 – 16:00 IST IIT Delhi, Research and Innovation Park, Auditorium New Delhi, India

Join the inaugural meeting of the Columbus Vintage Computing Club (CVCC)! Get to know others in the vintage computing space and get hands on time with a Commodore VIC-20 and various Palm Pilot PDAs! We will use this time to get to know each other, share projects we've been working on and plan the future of the CVCC. We'll be at the Hilliard Library in Meeting Room 2A at 6:00 PM - 8:00 PM

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.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**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

**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

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ We are donation based. Every week we get together and work technical skills and live pressure testing. \ Almost all of the instructors have been in everything from altercations in the real world to the ring and some still compete in the cage. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 inside the whetstone rec in the auditorium, center upstairs in classroom B or outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1pm Wednesday 5:30pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ \ You must have a free leisure card for the rec center and must be registered for our class specifically .\ Wear workout clothing \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ Hope to see you soon :-).\ We are run off of donations. \ let me know if you have any questions :)

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