Software Architecture

Instead of Blue Monday, we fully support Samaritans 2026, Brew Monday. To kick start the JavaScript & Sip 2026 schedule, we encourage you to come along and socialise, whether you choose to do so for a walk, coffee or some co-working, everyone is welcome. I will host a walk starting from Canary Wharf Station (Elizabeth Line) on Adam's Plaza Bridge, but if it is easier, please meet Joulie at Yummzy for 12:15 pm. At 12:30 pm we will set off along Upper Bank Street to Jubilee Park. A little walk around and through the park, past Middle Dock, along to West India Dock Pier. Walk along the Thames until we reach West Ferry Circus, over to West India Quay and around the North Dock, back through Canary Wharf roof top, then homeward bound via Cabot Square and into Yummzy Cafe. Circa 4km and we will go at a slow conversational pace. For those who would rather simply meet for a coffee or some co-working. We should be back in the cafe from 1:30/45 pm, where you can enjoy brilliant conversation about anything software, tech or even catch up about what's on your mind and socialise. We can continue until you need to shoot off or up until around 6 pm, when your working day should be nearing an end. Don't worry, you don't need to be in a job currently, if you are working, looking for a role, or someone to collaborate with in a start-up or personal project, come along. On behalf of Joulie (Founder of Yummzy, a big thank you for hosting this event too) and myself, I hope you are able to attend and would love to see as many of you as possible. Please feel welcome to bring a friend with you if this is your first event and for anyone wanting to know more about Samaritans and Brew Monday, please check out the information below: ***On Brew Monday, the third Monday in January, Samaritans reminds everyone to reach out for a cuppa and a catch-up with the people you care about.*** ***Today’s the day. The day you put the kettle on. The day small talk turns into big talk. The day you break open the biscuits and the taboos.*** ***The day you remind everyone how good human connection feels. How easy it is. And what a difference it can make.*** ***Let’s prevent suicide with a cuppa and a catch-up this Brew Monday. Because for many, tomorrow’s too late.*** [Brew Monday 2026 | #BrewMonday |There's always time for a cuppa and a catch-up](https://www.samaritans.org/support-us/campaign/brew-monday/)

Our next English Conversation Café will be on **Monday 19th January 2026 at** **7:30pm**! Topic for the evening: Books You will have an opportunity to practice your English and meet new people, through conversation topics and games. It's open to all levels of English! The venue is **downstairs** in Costa Coffee, 3 Southwark St, London SE1 1RQ which is a 1 minute walk from London Bridge Station. This is a **free** event, you will not be expected to pay for anything. You will also be able to have a free drink and cake. The café is run by a group of volunteers from [The Globe Church](https://www.globe.church). Please sign up if you would like to attend. If you have any questions please ask us using Meetup. Numbers are limited so please only sign up if you are going to come and change your response if you can no longer come. Look forward to seeing you soon 😊

**Kindly note that this is a paid event and the average number of attendees for our events is 60-70 people. You can register on [https://www.eventbrite.co.uk/e/london-business-networking-event-by-london-connector-2-chesham-hotel-tickets-1978158962708?aff=meetup](https://www.eventbrite.co.uk/e/london-business-networking-event-by-london-connector-2-chesham-hotel-tickets-1978158962708?aff=meetup)** Join London Connector for a premium business networking event in Central London. Meet entrepreneurs, professionals, founders and expats London Connector hosts premium business and social networking events across Central London, including Belgravia, Mayfair, Soho and the City. Our events connect entrepreneurs, founders, expats, investors and professionals looking to grow their London network. With more than 400 events hosted and a vibrant international community, London Connector is one of the city’s leading networking platforms. ## **Why Attend?** The London Connector series has built a reputation for bringing together ambitious entrepreneurs, company directors, investors, innovators, and professionals from a wide variety of industries. The goal is simple: to connect people who are serious about business, collaboration, and creating opportunities in a relaxed and welcoming environment At this event, you can: * Meet **entrepreneurs and directors** looking to expand their network. * Connect with **investors and professionals** from diverse sectors. * Explore **partnerships, collaborations, and client opportunities**. * Enjoy a **stylish and relaxed setting** ideal for both social and business networking. ## **Event Highlights** * **Informal networking** with introductions facilitated by our host and the members of the London Connector community.. * A welcoming environment where conversations naturally lead to opportunities. * Networking from **6:00 PM until 9:30 PM**, with plenty of time to meet new people and build lasting connections. ## **Who Should Join?** * **Entrepreneurs & Startup Founders –** looking to showcase your ideas, find mentors, or attract strategic partners and investors. * **Business Owners & Company Directors –** interested in building partnerships, meeting potential clients, or discovering innovative solutions for your business. * **Investors & Advisors –** seeking exposure to exciting ventures, forward-thinking entrepreneurs, and professionals in various industries. * **Professionals from SMEs & Corporates –** aiming to grow your personal network, generate leads, or explore collaborations outside your immediate field. * **Consultants & Service Providers –** in areas such as marketing, finance, legal, HR, tech, or sustainability, who want to connect with decision-makers and companies in need of your expertise. * **Innovators & Tech Enthusiasts –** eager to stay ahead of trends, share insights, and explore potential alliances in digital, fintech, AI, or other growth sectors. * **Anyone new to London’s business scene –** looking for a welcoming community where professional introductions are natural, warm, and meaningful. ## **Secure Your Place** Spaces are limited and this event may sell out in advance. To avoid disappointment, we strongly recommend booking early. 👉 **Reserve your ticket today and be part of an evening where business meets opportunity in the heart of Belgravia.** **📸 Photography & Video Disclaimer:** Please note that photos and videos may be taken during the event to capture the energy of the evening. These may be used on our website, social media, and future promotional materials. If you prefer not to appear in any content, simply inform one of our event hosts upon arrival and we will ensure your preference is respected. * [United Kingdom Events](https://www.eventbrite.co.uk/d/united-kingdom/events/) * [Greater London Events](https://www.eventbrite.co.uk/d/united-kingdom--greater-london/events/) * [Things to do in London](https://www.eventbrite.co.uk/ttd/united-kingdom--london/) * [London Networking](https://www.eventbrite.co.uk/d/united-kingdom--london/networking/) * [London Business Networking](https://www.eventbrite.co.uk/d/united-kingdom--london/business--networking/) * [#business](https://www.eventbrite.co.uk/d/united-kingdom--london/%23business/) * [#startup](https://www.eventbrite.co.uk/d/united-kingdom--london/%23startup/) * [#entrepreneur](https://www.eventbrite.co.uk/d/united-kingdom--london/%23entrepreneur/) * [#networkingevent](https://www.eventbrite.co.uk/d/united-kingdom--london/%23networkingevent/) * [#london](https://www.eventbrite.co.uk/d/united-kingdom--london/%23london/) * [#businessnetworking](https://www.eventbrite.co.uk/d/united-kingdom--london/%23businessnetworking/) * [#december](https://www.eventbrite.co.uk/d/united-kingdom--london/%23december/) * [#business_growth](https://www.eventbrite.co.uk/d/united-kingdom--london/%23business_growth/) * [#business_professional](https://www.eventbrite.co.uk/d/united-kingdom--london/%23business_professional/) * [#londonconnector](https://www.eventbrite.co.uk/d/united-kingdom--london/%23londonconnector/)

Most of what we know we know by perception: by seeing, hearing, touching, tasting and so on. But do our senses present the world as it really is? There are many arguments that they don’t, and that what we actually perceive are internal mental images. So what is the right account of perception? And can we explain it without sliding into scepticism? Introduction to the topic will be by Elliot Buss. NB Early Bird tickets at £3 are available until Mon 12 Jan. **Where:** Downstairs room, Square Pig, Holborn (private room) **NB:** The event begins at 7pm, doors open at 6:50pm. Event ends at 9pm **Format:** 10-minute intro talk → vote on questions → small-group discussion → share insights with the whole room **Keep in touch:** Join our Philosophy Café Discord to continue the conversation anytime → https://discord.gg/UGxBqJXM

**RSVP TO ATTEND THIS EVENT. ALL TICKETS MUST BE PURCHASED IN ADVANCE TO ATTEND THIS EVENT..** **Welcome to Socialite Connections – Business Networking: Women Event for Directors & Entrepreneurs** Join us for an extraordinary gathering designed exclusively for ambitious **women directors and entrepreneurs** who are ready to redefine success and forge powerful professional connections! This isn't just another networking event—it's a transformative experience crafted to amplify women's voices in leadership. We've curated an environment where meaningful connections flourish, innovative ideas spark, and professional dreams take flight. You must book a ticket via the link: https://fatso.ma/227Q Book here via: https://www.eventbrite.co.uk/e/business-networking-women-event-for-directors-entrepreneurs-tickets-1979719142247?aff=oddtdtcreator **We start the event at 6.00pm with a warm welcome.** Having an open-minded approach is ideal, as it will enable you to establish new connections. We have hired the private room downstairs. **Mint Leaf Lounge -** Situated next to the iconic Bank of England, Mint Leaf Lounge serves innovative Indian cuisine in an elegant and stylish setting. Oozing luxury, Mint Leaf Lounge welcomes guests for lunch, dinner and drinks alike. While Indian cuisine is their most sought after fare, the cocktails are also to be admired. Take to their 16-meter cocktail bar for a high-end selection of handcrafted drinks in a contemporary and cool setting. **Event Schedule** **18:00 – 19:00 \| When you arrive\,** your name will be checked off the guest list, you will be given a name badge and you will be introduced to each other. **19:00 – 19:30 \| One Minute Elevator Pitch:** All female attendees will be given the opportunity to introduce themselves to everyone in the room to talk about your startups or ideals. (Pitch starts at 19.00pm sharp, please dont be late) **19:30 \- 21:00 \| Network & chill\,** It will be a free form event where guests can mingle amongst each other in a relaxed environment, when the pitches are finished. **Why Attend?** **Socialite Connections** is offering networking opportunities for Women in Business for Actionable leadership strategies, Potential mentorship connections, Increased professional confidence, Inspiration from successful women entrepreneurs. Our events provide a relaxed and dynamic environment for building meaningful connections. **One Minute Elevator Pitch:** All female attendees will be given the opportunity to introduce themselves to everyone in the room talk about your startups or ideals. (Pitch starts at 19:00pm sharp, please dont be late) **Who Should Attend** This event is the perfect opportunity to network, gain insight and forge valuable partnerships. **Women directors seeking strategic career advancement, Entrepreneurs looking to expand their professional ecosystem, Business leaders committed to supporting female empowerment, Professionals eager to learn, grow, and collaborate.** **Tickets are limited to just 40 attendees.** We like to make sure everyone gets the opportunity to talk to each other. You must book a ticket via the link: https://fatso.ma/227Q Book here via: https://www.eventbrite.co.uk/e/business-networking-women-event-for-directors-entrepreneurs-tickets-1979719142247?aff=oddtdtcreator You are invited to join the dedicated Whatsapp group for the event and start networking before the actual event. Register now to secure your spot and be part of this transformative networking experience! **Tickets need to be bought online in advance to attend this event. Tickets are not available at the door.** **Refund policy: There is no refund at this event.**

**\*\* PLEASE NOTE! \*\*** **CML primarily uses Luma now and we suggest you subscribe to our [calendar there](https://lu.ma/cml). All attendees must be registered via Luma for our events, WE NO LONGER ACCEPT RSVP'S VIA MEETUP.** Register for the event here: [Who Really Won Tokenization? (Spoiler: It Might be TradFi) · Luma](https://luma.com/rb45u8nh) **Thank you for your understanding!** TradFi is winning tokenization… and crypto helped. Crypto built the rails. Banks are running the trains. So the uncomfortable question is: Did crypto do the hard work just to hand the keys to TradFi? Tokenization was born on-chain, yet the biggest wins so far belong to banks and asset managers. BlackRock. JPMorgan. Franklin Templeton. Citi. They’re shipping tokenized funds, bonds, and treasuries - with real AUM, real users, and real volume. Is this adoption? Or co-option? CryptoMondays London is the city's largest and longest-running web3 meet-up. We are dedicated to community, education, and networking. Please subscribe to our Luma calendar to stay up to date on events [https://lu.ma/cml](https://lu.ma/cml)

**BOOK HERE**: https://sportas.co.uk/games/43405 **Game Description:** 🧡Come and join us for a casual friendly & social badminton session in Archway. This venue consists of 4 courts in total. 🚨Directions🚨 📍Enter via Thornbury Square road and walk all the way downhill. (Note: you won’t be able to enter through the school!) 🚶‍♂️10 minute walk from Archway or Highgate tube stations (Northern Line) 🚗 Free car parking on site 🚿 Showers, changing rooms, water fountain & toilets are available in **Rules** 🏸The session is for mixed ability players so please be positive and encouraging to all players. We highly encourage you to read the rules for classic doubles prior to the session so we can run the games smoothly. 👯‍♀️We play doubles for the whole time and keep rotating courts so everyone gets to play with each other. We use Yonex Mavis 300 Nylon Shuttle cocks. We also have a few spare rackets.

Happy New Year, Green Software Practitioners! Green Software Brighton are back for our first event of 2026 with an excellent talk from Alexander Dawson all about the Web Sustainability Guidelines. Do you work in Web? Are you concerned about how to minimise the environmental impacts of the sites you create? Do you wish there were guidelines so you don't have to start from scratch? Then this talk is for you! Alex has been integral to creating these guidelines within the W3C, the body which has produced similar standards such as the Web Content Accessibility Guidelines (WCAG) which are now internationally recognised. The guidelines are broken down into different areas covering UX, web development, hosting & infrastructure and strategy & product management, so they cover many roles in the website creation lifecycle. Check out the Green Software Brighton [website](https://greensoftwarebrighton.co.uk/) for links to previous talks. Arrive from 18:00 for pizza and drinks. Event will start at 18:30. We always head for a drink and a chat locally afterwards too. --- ***Thank you to Runway East for use of their space to host our events and to Silicon Brighton and the Green Software Foundation for supporting us.***

For our first meetup of 2026 we kick off at the Codurance office with a fun Coding Dojo where you'll practice your Test Driven Development software engineering skills - a key skill for Software Crafters that care about producing quality code. Join us for an evening of coding, food and drinks. Come and code along, share ideas, discuss best practices with Test Driven Development and learn from our expert Crafters and your peers in the London Software Craftsmanship community. **What’s the format?** After a short intro, we’ll get into groups/pairs or work solo, whatever people feel most comfortable with, and start building. You choose how you want to work and what language you want to code in. This session is about collaborating with others, becoming a better developer and building your network, in a fun, relaxed environment. We'll be sharing ideas, discussing best practices and using this as an opportunity to learn from our fellow coders. All levels of experience very welcome, if you want to brush up on your Test Driven Development skills or are a complete novice, do come along. All welcome! All you need to do is bring a laptop if you’d like to code along - please have your preferred language and editor setup. **Food and Drinks** Pizza and drinks will be provided upon arrival sponsored by [Codurance](https://www.codurance.com/), with vegetarian and vegan options available.

## Details **Abstract:** A honeypot is a system for which there is no intended legitimate access, so what happens when you place three honeypots on the public Internet, in three different countries? Jonathan will explain what a honeypot is before talking through his research from July 2025, and comparing it to previous research in 2021 and 2022. You may find this year’s most popular password surprising!

Register: https://luma.com/aiengineerlondon9 Join London’s coolest AI crowd for an evening of demos, drinks, and great conversations. ​Speakers ​​Vasilije Markovic - Founder @ Cognee ​"Implementing shareable, domain-specific Agentic memory" ​Matt Boyle - Head of Product & Engineering @ Ona ​"Automating the boring (but necessary) parts of software engineering with Ona" ​Alex Booker - Head of Developer Education @ Mastra ​"Real-world, multi-agent systems with Mastra"

Hello and welcome to our next **GenAI UK in-person event**, delivered **in collaboration with [Data & AI Leaders](https://www.meetup.com/data-and-ai-leaders-uk/)**[.](https://www.meetup.com/data-and-ai-leaders-uk/) This session brings together engineers, ML practitioners, data and platform teams, product leaders, and technologists who are building and operating generative AI systems in real-world environments, alongside senior practitioners responsible for scaling those capabilities inside organisations. This collaborative session focuses on what happens when GenAI moves beyond experimentation, exploring how AI capabilities are built, scaled, and operated in production, and how teams reduce operational toil while maintaining security, reliability, and delivery velocity. Our meetups are friendly, welcoming, and practitioner-led, creating space for the community to learn from real systems, real teams, and real trade-offs. This session will include technical and experience-led talks, Q&A, and open discussion with members of the GenAI UK community. **We run:** • Online events for our UK & global audience • In-person meetups in London Please keep an eye on our Meetup page for future sessions. We are delighted to host this **in-person GenAI UK event in London on the 22nd of January**, in collaboration with **[Data & AI Leaders](https://www.meetup.com/data-and-ai-leaders-uk/)** and **[Incident.io](https://incident.io/)**. **Speakers and Sessions:** **Speaker: [Dylan Ratcliffe](https://www.linkedin.com/in/dylanratcliffe/), Founder at Overmind** **Session Title: How We Detected Toil among 36,000 Changes** How much engineering effort is spent on work that doesn’t add real value? In this talk, Dylan shares how nearly 37,000 infrastructure changes were analysed to quantify toil, identify safe automation opportunities, and reduce manual effort using data-driven models and AI-supported approval workflows. **Speaker: [Rory Malcolm](https://www.linkedin.com/in/rory-m-m/), Product Engineer at Incident.io** **Session Title: My first year as an AI engineer** Rory walks through Incident.io’s first year building an AI capability, covering both the technical and organisational challenges of moving from early experimentation to a team able to make meaningful progress against real AI goals. **Agenda:** 18:00 — Welcome & refreshments 18:30 — Introduction - [Ethan Sumner](https://www.linkedin.com/in/ethansumner404/) 18:35 — [Dylan Ratcliffe](https://www.linkedin.com/in/dylanratcliffe/) 19:10 — Break 19:20 — [Rory Malcolm](https://www.linkedin.com/in/rory-m-m/) 19:55 — Close & networking **We are always keen to hear from:** • Speakers — demos, applied GenAI projects, engineering deep dives • Sponsors — support for venues, recording, accessibility or community initiatives • Collaborators — meetups, research groups and ecosystem partners If you’d like to speak, sponsor, or collaborate on a future session, please get in touch with **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/) via LinkedIn or Meetup**. This community forms part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)** and follows the **Community Stack Code of Conduct**, helping us maintain a respectful, inclusive and welcoming environment for all attendees. We look forward to seeing you in January, and for those planning ahead, the **next [GenAI UK online](https://www.meetup.com/generative-ai-uk-community/events/312728629/) event takes place on the 3rd of March**.

**Kindly note that this is a paid event and the average number of attendees for our events is 60-70 people. You can register on [https://www.eventbrite.co.uk/e/london-connector-annual-membership-january-offer-tickets-1979854324581?aff=meetup](https://www.eventbrite.co.uk/e/london-connector-annual-membership-january-offer-tickets-1979854324581?aff=meetup)** January-only London Connector® membership. 12 months from Feb 1 of meaningful, human-to-human, win-win business connections for leaders. The **London Connector® Annual Membership** is a 12-month business networking membership designed for **founders, entrepreneurs, investors, and senior professionals** who value meaningful, **human-to-human relationships** and a **win–win approach** to business. 🗓️ **Join in January** , start attending our events straight away, and your membership officially starts on **1 February**, giving you a full year of access to a **curated London business community**, high-quality networking events, and long-term collaboration opportunities. ## **🤝 What Is London Connector®?** London Connector® is a **curated business networking community in London** built for professionals who believe that **relationships come before transactions**. Our members share two core beliefs: * 🤝 **Every relationship is human-to-human first** * 🔁 **Business can always be approached with a win–win mindset** The community is built on: ✨ Trust ✨ Respect ✨ Integrity ✨ Long-term collaboration ## **🎉 January-Only Annual Membership Promotion** This is a **limited January offer**. 🛒 **Purchase in January** and enjoy: * 📅 Membership start date: **1 February, however you can sign up for all the events in January 2026 as our complimentary guest** * ⏳ 12-month validity until **31 January 2027** * 🔐 Early access to the community ### **✅ What This Means for You** * 🎯 **Guaranteed minimum of 50 events over 12 months** (Over the past 3 years, London Connector® has delivered **100+ events per year**) * 💬 Access to additional benefits, including: * 🤝 Discounts with affiliated business partners * 📱 Dedicated WhatsApp member group * 🌱 Ongoing relationship-building beyond events 🚨 **This promotion is available for January sign-ups only.** ## **📦 What’s Included in the Annual Membership** ### **🌍 Curated Business Networking Events** * 🎟️ Access to London Connector® events throughout the year * ⭐ Priority invitations to flagship and partner events * 🤝 Opportunities to build meaningful, long-term relationships ### **🧠 High-Quality Business Connections** * 🧩 Carefully curated community of aligned professionals * 💬 Real conversations with founders, decision-makers, investors, and leaders * 🏛️ A respectful, professional, and welcoming environment ### **🚀 Visibility & Business Opportunities** * 🔦 Increased visibility within the London Connector® ecosystem * 🔗 Opportunities for collaborations, partnerships, and referrals * 🎤 Potential speaking, hosting, or featured opportunities (subject to fit) ### **💬 Community & Ongoing Support** * 🌱 Membership in a trusted London business community * 🔄 Relationship-building beyond individual events * 📈 A network that grows with you and your business ## **🎯 Who Is This Membership For?** This membership is ideal for: * 👩‍💼 Business owners & entrepreneurs * 🚀 Founders & co-founders * 💼 Investors & advisors * 🏢 Company directors & senior professionals If you value **quality over quantity**, **relationships over transactions**, and **long-term growth over quick wins** — you’ll feel at home at London Connector®. ## **⚙️ How the Membership Works** * 🗓️ Purchase in January * ▶️ Membership officially starts: **1 February 2026** * ⏳ Valid for **12 full months** * 🔓 Access and benefits activate immediately upon purchase ## **🔒 Limited Availability & Community Fit** To protect the quality and integrity of the community: * 🚦 Memberships are limited * 🧭 All members are reviewed for alignment with London Connector® values London Connector® reserves the right to ensure community fit. ## **❓ Frequently Asked Questions (FAQs)** **Is this offer available after January?** ❌ No. This is a **January-only promotion**. **Are memberships transferable?** 👤 Memberships are issued to individuals and are non-transferable, subject to approval. 👥 For multi-team access, alternative packages are available. 📞 Contact **Duccio on 07789 740193** for more information. **Is my place guaranteed?** ⚖️ Memberships are limited and reviewed to ensure alignment with community values. **Will I receive an invoice or receipt?** 🧾 Yes. Eventbrite automatically issues a receipt upon purchase. ## **🚀 Ready to Join London Connector®?** Start the year intentionally — with the **right people**, the **right mindset**, and the **right community**. 👉 **Reserve your place now** **London Connector® — where real relationships come first. 🤝** * [United Kingdom Events](https://www.eventbrite.co.uk/d/united-kingdom/events/) * [Greater London Events](https://www.eventbrite.co.uk/d/united-kingdom--greater-london/events/) * [Things to do in London](https://www.eventbrite.co.uk/ttd/united-kingdom--london/) * [London Networking](https://www.eventbrite.co.uk/d/united-kingdom--london/networking/) * [London Business Networking](https://www.eventbrite.co.uk/d/united-kingdom--london/business--networking/) * [#annualmembership](https://www.eventbrite.co.uk/d/united-kingdom--london/%23annualmembership/) * [#londonconnector](https://www.eventbrite.co.uk/d/united-kingdom--london/%23londonconnector/) * [#specialdiscount](https://www.eventbrite.co.uk/d/united-kingdom--london/%23specialdiscount/) * [#membershipdeal](https://www.eventbrite.co.uk/d/united-kingdom--london/%23membershipdeal/) * [#januaryoffer](https://www.eventbrite.co.uk/d/united-kingdom--london/%23januaryoffer/)

**Important:** Register on the [event website](https://luma.com/fmjv8ft4?utm_content=ai%20camp&utm_medium=email&utm_source=newsletter)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. (RSVP on meetup is turned off) Join **Together AI and Black Forest Labs** for the AI workshop, bringing together practitioners and researchers interested in model customization. Join **Max Ryabinin**, VP of Research & Development at Together AI, and **Stephen Batifol**, Developer Advocate at Black Forest Labs, for an evening of in-depth technical talks covering recent advances in reasoning with language models and fine-tuning diffusion-based image models. **Talk 1 (Max Ryabinin): Escaping the Verifier: Learning to Reason via Demonstrations** * ​Leveraging Inverse RL to train reasoning language models * ​Jointly optimizing the critic and the policy through an adversarial game * ​How to stabilize adversarial RL with a relativistic objective * ​Strong empirical gains on both non-verifiable and verifiable benchmarks **Talk 2 (Stephen Batifol): LoRA for diffusion image models** * ​How LoRA behaves in diffusion models * ​Choosing effective LoRA hyperparameters for images and how they impact visual quality vs. overfitting * ​Data strategies for high‑quality image LoRAs and diagnosing common failure modes ​ **Agenda**: * ​​18:00–18:15 Welcome reception * ​​18:15–19:15 Escaping the Verifier: Learning to Reason via Demonstrations * ​​19:30–20:30 LoRA for diffusion image models * ​20:30–Close Networking

2026 may be the last year many developers write code by hand. We need coding agents to solve complex problems in production codebases, but vibe coding alone won’t get us there. Vibe coding is all gas, no brakes. It burns up the context window until the agent slips on its own slop. You can go fast at first, but the more you stuff into the context window, the more tangled its outputs get. While the industry is rapidly increasing code generation speed, we still have to understand, review, merge, and maintain what gets shipped. This talk featuring Michael Geiger will outline how coding agents (Claude Code + Gas Town) work and a framework for orchestrating them to solve complicated problems in complex codebases. It’s about steering the model: doing the research to align intent, planning the approach up front, implementing in parallel steps, and breaking early. Human judgment still matters, but it should be spent on high-leverage decisions: what to build, what to forbid, and “what is quality?”, not cleaning up slop. Attendees will leave with a checklist to identify workflow and environment gaps that hold agents back, so you and your team can ship higher-quality software starting tomorrow.

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group × DevOps Columbus** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS, Columbus HashiCorp User Group, and DevOps Columbus meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

Join Soft Life Society for a cozy and intentional Cultural Potluck Night centered on community, connection, and culture. This is a potluck-style gathering where each guest is invited to bring a dish that represents their culture, heritage, or a family tradition. We will be tasting and sharing each other’s cultural foods while connecting through conversation, laughter, and soft living. The evening will also include fun games and a prize for the winner. Drinks will be available, but guests are welcome to bring their own favorite beverage if they prefer. This is a relaxed, welcoming space to slow down and enjoy a beautiful evening together. Limited spots available. RSVP required.

## Details \#\# Learn Infrastructure\-as\-Code \(the FUN Way\) — Through Minecraft 🎮☁️ **Joint Meetup: DevOps Columbus - Azure CBUS - Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint DevOps Columbus, Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. \#\#\# What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time \#\#\# Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** GitHub Copilot is rapidly changing how developers write, understand, and maintain code. Powered by generative AI and deeply integrated into modern development environments, Copilot acts as an intelligent coding assistant, helping developers move faster while maintaining quality and focus. In this session, we’ll explore what GitHub Copilot is, how it works, and where it fits into a real-world developer workflow. We’ll break down what Copilot can (and cannot) do, where it can be used, and how licensing differs for individuals and organizations. Most importantly, this talk goes beyond theory with a live, hands-on demo showcasing Copilot inside the IDE and on GitHub, demonstrating how it can assist with code generation, refactoring, learning new APIs, and accelerating day-to-day development tasks. Designed for developers, technical leads, and engineering managers, this session provides a practical introduction to AI-assisted development, highlights best practices for getting value from Copilot, and closes with guidance on how to continue learning and evolving alongside this rapidly advancing tool. Attendees will leave with a clear understanding of how GitHub Copilot can enhance productivity, improve developer experience, and fit into modern software teams today, not someday. **YouTube Link** TBA

**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). For this first meeting of the year, we will be reviewing submissions for the [Your Program is Hideous and Obfuscated Challenge (YPHOC). ](https://docs.google.com/document/d/13zbxwElpJqPMuAN4Ele2hUgsqtFKzH3OCTL5NEeiLKQ)Submissions for this challenge are due by January 12th, 2026. The details can be found here: or on our website http://www.cohpy.org See Our [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