Intelligent Transportation Systems

**\# London Agentic AI Meet\-Up \#5 \- February** **Hosted by Doubleword** **Register now to secure your spot — spaces are limited and will go fast!** Following our successful events with Deliveroo, V7 Labs, and Zilch we have our 2nd episode of 2026 in Feb. Join us on Wednesday 28th for the #5 episode of London's Monthly Agentic AI Meet-Up with another two fantastic guest speakers. **Venue:** 16 St John's Ln, London EC1M 4BS, UK **Doors open:** 6:00 PM **Talks begin:** 6:30 PM **Wrap-up:** \~8:00 PM (networking continues at the venue or nearby pub) **Speakers** **1) Meryem Arik - Co-Founder/CEO @ Doubleword: *Async Agents in Production: Failure Modes and Fixes*** **2) Sangram Reddy - Director of AI Technology @ Intent HQ: *Agent Design Principles: Lessons learnt from building production grade Multi-Agent system for Marketing*** This event is for **AI practitioners, product builders, researchers, entrepreneurs, and curious minds** who want to understand how agentic AI is shaping the future of products, businesses, and society. Expect lively discussions on: * Building and deploying agentic AI systems * Productisation challenges and success stories * Emerging tools, frameworks, and research * Real-world adoption and impact **About the London Agentic AI Meet-Up** Hosted by **Xcede & Rod Rivera**, this monthly community brings together thought leaders, engineers, and innovators to share insights, demos, and discussions at the frontier of AI. **Come for the learning, stay for the connections — and help shape the future of Agentic AI with us.** Connect with us here: [Bailey Snow (LinkedIn)](https://www.linkedin.com/in/bailey-snow-84010b22/)

Join us on February 25th for talks from engineers at **Nebius, Fireworks AI,** **Together AI** and **Cerebras** \- four companies working on distinct approaches to AI infrastructure\, from cloud\-native training platforms to custom silicon\. Topics: * **Nebius** \- Tips and tricks for Training High\-Performance Speculators by Filipp Fisin * **Fireworks AI** \- LLM evaluations and closing the benchmark\-to\-production gap by Shaunak Godbole * **Cerebras -** Technology underpinning the fastest inference by Dmitry Gaynullin * **Together AI** \- Road to 5M Sequence Length: Breaking Memory Barriers in Context Parallelism by Max Ryabinin If you’d like to give a talk or become a partner for one of the upcoming meetups, message [https://www.linkedin.com/in/fedorshabashev/](https://www.linkedin.com/in/fedorshabashev/) or [https://www.linkedin.com/in/kirzharov/](https://www.linkedin.com/in/kirzharov/) In the meantime, you can watch the previously recorded talks: [https://youtube.com/@londonpytorchmeetup](https://youtube.com/@londonpytorchmeetup) Please subscribe to our channel! ❤️

**Wednesday - Lower Intermediate+ (3 hours) @ Mulberry** Come and join our friendly badminton club for a fun and competitive doubles session at Mulberry Sports & Leisure Centre in Whitechapel! **How it works** * Book your spot here on Meetup – spaces are limited. * Pay by bank transfer before the session – bank details are provided below. * Bring your own racket and non-marking indoor shoes. Feather shuttles are included. **Level** This is a **Lower** **Intermediate+ session**. You should be able to play clears, smashes, drops, drives, and net shots consistently in games. All players **must be at the right level** for this session. Badminton levels vary between clubs, so we strongly recommend checking out our **Instagram page** to see what *we* class as **Lower Intermediate, Intermediate, and High Intermediate** before booking. We always use the **first game as a level check**. If it becomes clear during that game that the standard isn’t the right match for this session, **you won’t be able to continue beyond that point**. As a **small community club**, we’re unfortunately **unable to offer refunds** in these situations. Please **only book a session if you are happy to accept these conditions**. **Stay connected** We have a club WhatsApp group for updates, photos, and extra playing opportunities. Message Peter on **07561 100 413** after you've played at your first session and we’ll add you! **Venue** * Where: Mulberry Sports & Leisure Centre, Anthony Street, E1 2TX (nearest tube: Whitechapel). * On arrival: Let reception know you’re here for the Tower Hamlets Badminton Meetup. **Price** £15 per session, payable in advance. Bank transfer details: **Badminton Go Ltd** Sort code: 60-83-71 Account: 78644858 (Use your name + date as ref)

Central Badminton Club is a long-established, sociable group who enjoy badminton at an intermediate level. A reasonable standard of play is expected: guests should be regular players with a few years’ experience – no beginners, please. Join us for two hours of friendly, competitive badminton with like-minded enthusiasts. We use four courts, but even so we need to limit numbers so that everybody gets a fair number of games. We play from 8 to 10pm, with optional drinks and socialising in the pub afterwards. The cost of £12 per two-hour session includes feather shuttles. You can pay in cash at the session, or via bank transfer: * Account name: Central Badminton Club * Account number: 25977568 * Sort code: 30 98 97 Our commitment is to ensure that you have an enjoyable evening. However, since we are a non- profit club with tight finances, we expect that once you RSVP you commit yourself to play. You may cancel up to 24 hours before the the session to avoid any attendance charge and to allow other people on the wait list to play. If you do not show without notice we reserve the right to charge a full non-attendance fee if you come again and persistent offenders may be blocked from our club. So please be thoughtful and let us know in good time if you cannot attend.

**Please note this is an offline event with limited space. RSVP only if you will be able to attend in person. If you want to watch the live streaming, please RSVP to our [online meetup](https://www.meetup.com/producttank-london/events/313347025/?eventOrigin=group_events_list),** **\-\-\-\-\-\-\-** Join us for an exciting panel discussion at the next ProductTank London event on **Navigating the transition to a product-first operating model: leveraging AI to make faster and smarter decisions.** **Our speakers:** **[Alex Stergiou](https://www.linkedin.com/in/alex-stergiou-30465a67/)** - **Product Success Partner** Alex Stergiou is a transformation and product leader with nearly two decades of experience in complex sales and service organisations, primarily at BT and now in a high‑growth SaaS environment. He has led cross‑functional squads and business analysis teams to deliver major broadband, TV and converged product transformations, and more recently has rolled out Productboard and modern demand planning practices across BT Business. In his current Product Success role, he helps enterprises evolve their product operating models and unlock value from product tooling and AI‑enabled ways of working. **[James Reynolds](https://www.linkedin.com/in/jamesreyno/)** - **Director** A product leader with huge experience in Telco across roles in marketing, engineering and digital, covering consumer and business in multi national organisations. I love telco as it's the fabric that underpins all our digital lives. I'm passionate about the power of product to solve problems and excited about the possibilities AI brings. Away from work I taxi my 3 kids around, go on dog walks and follow Arsenal. **[Simon Evatt](https://www.linkedin.com/in/simonevatt/)**[ ](https://www.linkedin.com/in/simonevatt/)- **Digital Director** Simon Evatt, Digital Director is responsible for BT, EE and Plusnet digital journeys and experiences across Service and Sales channels, along with tools and tech in our Contact Centres and Retail stores. **[Amanda Ho](https://www.linkedin.com/in/amanda-ho-uk/) \- Product Manager**, will be our host for the evening. This event is sponsored by [Productboard](https://www.linkedin.com/company/productboard/) **Location:** EE, 1 Braham St, London, E1 8EE **Timings:** 6:30 - Doors open 7:00 - Talk starts / streaming starts 8:00 - Q&A 8:30 - Q&A Finish 9:00 - Close Please note that the event will be live-streamed on our YouTube channel, and images taken throughout the evening may be shared on our social media platforms. To keep up-to-date with our upcoming talks, follow our [LinkedIn page](https://www.linkedin.com/company/producttanklondon) and our [YouTube channel.](https://www.youtube.com/c/MindtheProductTV) \-\-\-\-\-\-\-\- By attending this event, you agree to give permission for any photos taken during the event to be used for promotional purposes, give permission for your name and surname to be used for registration purposes, and agree to be contacted by email by ProductTank and Productboard.

Tech Built World returns to tackle oversaturation in Construction Tech - from the sheer volume of tools flooding the market to choice paralysis, AI hype confusion, and why adoption remains frustratingly low. We'll explore the different flavours of tech available (big tech platforms, ConTech startups, everyday tools, proprietary in-house solutions, and even the informal tech people use on site) and why the industry struggles to take the plunge despite it being simpler than most people think. Our guide is Alex Sivokhin, Director and BIM Manager at VirTex and member of buildingSMART International. Alex will share his experiences from both sides of the fence - building automation tools and implementing tech at major firms like Bilfinger Engineering. He'll give us insight into why the value of tech isn't being appreciated and what it takes to cut through the noise. Don't miss the Discussion Time where everyone shares their thoughts on adoption barriers, cultural resistance, and whether we're overthinking this whole thing. We're eager to hear your perspectives. Here's the essentials: Futureheads, Work.Life, 120 Aldersgate St, EC1A 4JQ Doors Open: 6:30pm ⏰ Event Start: 7:00pm Get ready for an evening of honest conversations, fresh connections (new and familiar faces always welcome) and brilliant food and drinks thanks to Futureheads ❤️❤️❤️. ### **THE THEME- CONTECH IS... OVERSATURATED?** Construction tech is drowning in options. Big tech platforms, ConTech startups, everyday tools, proprietary solutions built by in-house innovation teams, and even the informal tech people cobble together on site. The sheer volume is staggering. The problem? People aren't adopting any of it. Choice paralysis has set in. AI hype adds to the confusion - everyone's shouting about what their tools do but nobody knows what AI means anymore or which tools deliver real value versus empty promises. The industry is too big, too lumbering, and culturally resistant to change. People think adoption is complicated when it's simpler than they realise. The value isn't being appreciated because results take time and the effort feels overwhelming. So we're stuck. Bombarded with options but frozen in place. The tech exists but nobody's brave enough to take the dive and start using it. Join us as we explore whether ConTech is genuinely oversaturated or whether we just need to stop overthinking and start doing. **\-\-\- THE SPEAKER \- ALEX SIVOKHIN \-\-\-** Alex Sivokhin is the Director and BIM Manager at VirTex, where he creates BIM automation solutions for clients globally. He works closely with architects, engineering consultancies, real estate developers, and manufacturers. As a Product Domain Volunteer at buildingSMART International and Mentor at Women in BIM, he advances digitalisation and supports emerging talent in the AEC sector. Alex is fourth generation in the construction industry. Before moving into BIM and tech, he worked hands-on as a land surveyor, structural engineer, and site engineer. He later became a BIM Coordinator and Project Manager at Bilfinger Engineering (a major industrial services firm with 30,000 employees and €4.5 billion revenue), implementing BIM technology and automation on large-scale infrastructure projects across Central and Eastern Europe. His experience spans from the ground up - from site work to building tech products and driving adoption in traditional construction firms. Through his weekly newsletter Digital Construction Digest, he tracks the AEC digitalisation landscape and shares insights on automation, AI, and industry trends. LinkedIn Profile: https://www.linkedin.com/in/aleksandr-sivokhin/ **\-\-\- ABOUT TECH BUILT WORLD \-\-\-** Tech Built World, the world's first construction tech specific meetup for product people, aims to highlight ConTech's potential and human-centricity. Unlike other meetups, we feature a keynote speaker and workshop-style discussions to foster informed dialogue so all attendees always get an opportunity to contribute their hot takes. Despite the construction industry's significant size and profitability, its slow tech adoption presents disruption opportunities. Our community of Product Managers, UX Designers, Developers, Product Owners and Founders are people passionate about accelerating change in ConTech. Even if you're unfamiliar with ConTech, you're welcome to join us in envisioning the future - exciting eh?!

This drop in class has been running since 1997. All levels welcome Join us for 3 hours life drawing. Bring your own materials and explore drawing the figure. Pay at the class. Tea & Coffee supplied for a Tea Break

Join us at for this Saturday between 1-4.30pm at Pastures Youth and Sports Centre for a fun and social badminton over four courts. Nearest station is Leytonstone station on central line or Leytonstone High Street on overground. If you drive, you can park on street nearby (free on Saturday). Please make sure to bring your own kit and racket. It is £12 per person for 3.5 hours. We play with quality feather shuttlecocks. RSVP is now open on meetup. Once RSVP, please make payment to secure your spot. Any payment please make to: Monzo Name: Ba Quan Le Account number: 30719150 Sort code: 04-00-04 Important note: Our club is paid for by individuals; as such your attendance and payment is required when making a commitments to play - as a matter of respect, please ensure that you consider this when saying you will attend. **Booking rule: Please make sure once you rsvp to pay by the end of same day to secure your spot. In the event of no payment received and we have waitlist, your spot will be cancelled and given to the first person in the waitlist.** **No-shows and late cancellations will be fined: £6 for the first time, full fee for the second time and complete ban for the third time. Fines payable at the next session. Cancellations within 18 hours before session starts will be counted as late cancellations (We appreciate that things could change beyond control (due to injury, illness or transport issues), but unfortunately the club doesn't have resources to manage individual demands or changing circumstances. Keep it simple. Please book only when you are certain or willing to bear the risk of your own changes if you wish to book well in advance to secure your place).**

In February, we are taking a look at what is happening with agentic AI and data pipelines Join us in lively Hoxton as we learn from Carmen's and Laura's learning from real-world experiences with agentic AI systems in data pipelines. We are running this event in collaboration with **[Sahaj Software](http://www.sahaj.ai)**. **6pm:** Doors Open **6:30pm:** Talks Start ️The Speakers️ ***Beyond the Hype: Practical AI for Real-World Data Engineering Time Sinks*** ***Carmen Mardiros, Solution Consultant at*** ***[Sahaj Software](https://www.sahaj.ai/)*** ***([Carmen's LinkedIn](https://www.linkedin.com/in/carmenmardiros/))*** ***Abstract*:** While the world is obsessed with agentic self-healing ETL pipelines, data engineers everywhere still spend hours upon hours on the same tasks as before -- debugging failing tests, exposing new fields into pipelines, navigating schema changes, QA-ing data and business logic. In this session we'll look at some practical examples from the trenches around how to shrink those time sinks using AI coding assistants so that you can spend more time on what really matters. Examples are dbt-based and Claude Code but accompanied by core tenets applicable to any stack and any coding assistant. ***Carmen's Bio:*** Carmen Mardiros has worked around analytics and data for 15 years. Her experience covers areas such as Data architecture design and implementation and has worked in roles that cover Data Strategist, Lead Data Engineer, Data Warehouse Architect, Tracking Developer, Product/Project Manager, Technical BA, Insight Analyst, Data Modeller. ***Agentic AI for Data Pipelines: Our Good, Bad, and Ugly Learnings*** ***Laura Bogaert, Co-Founder and COO at [Tracer.cloud](https://www.tracer.cloud/)*** ***([Laura's LinkedIn](https://www.linkedin.com/in/laura-bogaert/))*** ***Abstract:*** As teams move from single models to agentic systems, data pipelines present a uniquely hard production challenge: failures are distributed, context is fragmented, and root-cause analysis is slow. This talk shares practical learnings from building agentic AI systems for troubleshooting real-world data pipelines, including what worked, what didn’t, and why data ontology and context management are critical. Attendees will leave with concrete insights into designing agentic architectures that actually hold up in production. ***Laura's Bio:*** Laura is a co-founder of [Tracer.cloud](http://tracer.cloud/), where she works on building agentic AI systems for alert investigation in production data pipelines across industries. She started her career at McKinsey as part of the fintech and biopharmaceutical team working on AI strategy and M&A. She holds a BSc from University College London and a MSc from Oxford University. **8pm:** Talks finish. We have the space for networking until 9pm. There will be a short break between the talks. Afterwards, we may head to a pub to continue chatting. You can sign up by subscribing to this event **IMPORTANT**: Please make sure to have a ***valid form of ID***. See you all on the 26th February Happy Networking **About our collaborators**: [Sahaj](https://www.sahaj.ai/) is an artisanal technology services company crafting purpose-built AI and data-led solutions for our clients. By attending this event, you agree to abide by our rules of conduct: * Respect others' opinions which may differ from your own. * Keep it appropriate - no harassment of fellow attendees will be tolerated. * If you see something or have a complaint, please reach out to one of the organisers on LinkedIn or email events@dataengineerslondon.com.

Join us at for Thursday between 7-10pm at Pastures Youth and Sports Centre for a fun and social badminton over four courts. Nearest station is Leytonstone station on central line or Leytonstone High Street on overground. If you drive, you can park on street nearby (free after 6.30pm). Please make sure to bring your own kit and racket. It is £12 per person for 3 hours. We play with quality feather shuttlecocks. RSVP is now open on meetup. Once RSVP, please make payment to secure your spot. Any payment please make to: Monzo Name: Ba Quan Le Account number: 30719150 Sort code: 04-00-04 Important note: Our club is paid for by individuals; as such your attendance and payment is required when making a commitments to play - as a matter of respect, please ensure that you consider this when saying you will attend. **Booking rule: Please make sure once you rsvp to pay by the end of same day to secure your spot. In the event of no payment received and we have waitlist, your spot will be cancelled and given to the first person in the waitlist.** **No-shows and late cancellations will be fined: £6 for the first time, full fee for the second time and complete ban for the third time. Fines payable at the next session. Cancellations within 18 hours before session starts will be counted as late cancellations (We appreciate that things could change beyond control (due to injury, illness or transport issues), but unfortunately the club doesn't have resources to manage individual demands or changing circumstances. Keep it simple. Please book only when you are certain or willing to bear the risk of your own changes if you wish to book well in advance to secure your place).**

Join us for another evening at #WPLDN, where we're tackling two vital topics for every WordPress professional! This month, we're exploring the future of WordPress accessibility documentation and hearing a candid story of business survival when AI disrupted traditional traffic sources. Whether you're building inclusive websites or rethinking your business model in the age of AI, these sessions offer practical insights you can act on immediately. **Date:** Thursday, 26 February 2026 ⏰ **Time:** 6:00 PM – 8:30 PM ⬅ **EARLIER TIME** ️ **Cost:** Free (Registration Required) *** **Session 1: WordPress' accessibility documentation is getting a major overhaul. What's new?** **Speaker:** Rian Rietveld ([rianrietveld.com](https://rianrietveld.com/)) Rian is an experienced web accessibility specialist from the Netherlands who has consulted for WordPress agencies and written guidelines for the Dutch government on accessible web forms and applying WCAG. Currently, she focuses on teaching and writing documentation, including a major update to WordPress' accessibility resources. During 25 years of working as a web accessibility specialist, Rian noticed the biggest hurdle to creating an accessible web is the lack of knowledge. People struggle to find reliable information, code patterns, rules and testing methods. Together with Joe Dolson, she started working on the WP Accessibility Knowledge Base: up-to-date, well-maintained information about delivering accessible work and proper testing. With clear do's and don'ts, practical examples, and easy-to-follow documentation. Find out about their progress, how you can contribute, and how the documentation on make.wordpress.org will benefit from this project. *** **Session 2: When AI Killed My Traffic, Humans Saved My Business** **Speaker:** Rodolfo Melogli ([Business Bloomer](https://businessbloomer.com)) Rodolfo is an author, WooCommerce expert and WordCamp speaker who has worked as an independent WooCommerce freelancer since 2011. His goal is to help entrepreneurs and developers overcome their WooCommerce nightmares. He loves travelling, chasing tennis and soccer balls and, of course, wood-fired oven pizza. For years, traffic was the engine of Rodolfo's business until it wasn't. AI changed discovery faster than he expected, and the impact was immediate. This talk tells the story of having to pivot fast: moving away from dependence on search and toward owned relationships. He'll share how building and nurturing communities, both online and offline, became the new foundation. What worked, what failed, and what he'd do differently today. If your WordPress business relies on visibility you don't control, this talk offers a realistic look at what happens when that visibility disappears and how to recover. *** **Schedule:** **6:00 PM** – Doors Open & Networking **6:30 PM** – Welcome & Session 1: Rian Rietveld **7:30 PM** – Short Break & Networking **7:45 PM** – Session 2: Rodolfo Melogli **8:30 PM** – Social & Wrap-Up *** ** Help Us Grow the Community!** Know someone who'd benefit from these sessions? Share this event with your colleagues, clients and WordPress friends! #WPLDN thrives because of word-of-mouth from people like you. Tag us on LinkedIn with #WPLDN or simply forward this page to someone who should be here. The more, the merrier! *** ** RSVP Now!** Don't miss this chance to level up your accessibility knowledge, learn survival strategies for the AI era, and connect with London's WordPress community. Secure your free spot today and join us for post-event socials at a local bar afterwards. We'll see you there! \-\-\- **Venue Information** **The Bridge** is a charity supporting women to make positive choices and encouraging improvements to fitness, health, and wellbeing. The venue features a plant-based café (supplied by Girls Who Grind Coffee) and is just a 5-minute walk from London Bridge Station. \-\-\- **Massive thanks to our sponsors who make these free events possible:** [DreamHost](https://www.dreamhost.com/partners/wpldn/), [PodcasterPlus](https://www.podcasterplus.com/?utm_source=wpldn&utm_medium=banner&utm_campaign=partnership), [Mollie](https://www.mollie.com/gb/integrations/woocommerce), [hosting.com](https://hosting.com/), [20i](https://www.20i.com/wordpress-hosting), and [Kinsta](https://kinsta.com/) \-\-\- If you're interested in being a featured speaker at an upcoming event, we'd love to hear from you at [https://wpldn.uk/speak](https://wpldn.uk/speak). ** - Media Release Terms** By attending, you understand and accept that portions of the event may have audio/photo/video-recorded and/or live-streamed and may be used by the organisers. You agree that the organisers have the right and permission to use and publish such media for any purpose in any format, including online and offline, now and ever after, without further compensation, permission, or notification. You understand that all official recordings from the event are the exclusive property of the organisers, available under the Creative Commons Attribution­ShareAlike license for general use, and you do not ask for nor expect compensation or notification of the use of official recordings or photographs in which you appear or speak. Please inform an organisational team member at the event's start if you do not wish to appear in photos or videos.

Hey everyone, We’re back with a new identity—but the same mission: helping builders create trustworthy AI-powered applications. Our agenda is now final for our next meetup on Feb 26th. Don't forget to **RSVP now.** If you’d like to get on stage and deliver a talk at one of our next editions, just reach out—we’d love to hear from you. **“Securing Vibe Coding: Addressing the Security Challenges of AI-Generated Code”** As AI coding tools become embedded in daily development, they bring both a new wave of productivity and new security risks. In this session, Sonya will break down the security implications of Vibe Coding and share actionable strategies to secure AI-generated code at scale. **Speaker – Sonya Moisset - Snyk** Sonya is a Staff Security Advocate and a lifelong traveler who lived in the Middle-East, North Africa and East Asia. She’s passionate about Cybersecurity, DevSecOps and AI. She’s part of the OpenUK Security Advisory Board, an OpenUK ambassador and 2x OpenUK Honoree, 5x Github Star, 6x Top contributor for freeCodeCamp, TryHackMe room creator, 3x CyberGirls fellowship mentor, ambassador for Girlcode, and 2022 TechWomen100. Sonya is a DevSecOps/AI Security Advocate, an international public speaker, a tech advocate and mentor. Her motto is #GetSecure, #BeSecure & #StaySecure. **“The challenges of LLM created code, and creating tools for LLMs”** Where our speaker will describe many of the challenges this causes, and what \*you\* can do about it **Speaker – Richard Tweed - Tessl** Richard is a Member of Technical Staff at Tessl, focusing on Security and Infrastructure. He's using and misusing LLM agents to better secure them and the products containing them

Hello and welcome to our next **GenAI UK x Cloud Native & Open-Source AI** meetup. This event brings together engineers, practitioners, builders, and leaders working across cloud-native platforms, open-source ecosystems, Gen AI, Data and Agentic AI. Our meetups are friendly, welcoming, and community-driven; everyone is welcome, whether you’re experienced or just curious. This session will include practitioner talks, demos, Q&A, and time for networking with like-minded peers. We run bi-monthly in-person meetups in London, bi-monthly online global events, and regional chapters across the UK, North America, and APAC. Food and refreshments will be provided for in-person events where a host venue is supporting. We are delighted to host this event in **London** on the **26th of February** with Netmind AI NetMind XYZ ([https://xyz.netmind.ai/](https://xyz.netmind.ai/)) is NetMind.AI's new agent platform where you can create your agents with just natural language. Agents on NetMind XYZ can now join moltbook. **Speakers and Sessions:** Speaker: Xiangpeng Wan, Product Lead at Netmind.AI Session Title: Gamifying Intelligence: Deploying Your Agents into the Arena Description: Got a custom agent built on Open Canvas or a unique ReAct loop? It’s time to see how it performs under pressure. Arena is an open-source sandbox where agents compete in multi-player environments—ranging from tactical "client poaching" simulations to high-stakes logic games. Speaker: Frank Contrepois, Independent FinOps Voice at Coblan Session Title: Coding standards - back to basics Description: In this session, I’ll walk through the coding standards behind the FinOps Toolkit and show how a few strict constraints unlock surprising flexibility at scale. The toolkit is unapologetically command-line-first and modeled on mature Unix-style ecosystems. **Agenda (GMT /UK ):** * 18:00: Welcome and refreshments * 18:30: Introduction - Ethan Sumner * 18:35: Xiangpeng Wan * 19:10: Break * 19:20: Frank Contrepois * 19:55: Close and Networking **Get Involved:** We are always keen to hear from: • Speakers — case studies, engineering deep dives, lessons learned, open-source talks • Hosts — organisations able to provide space for future meetups • Sponsors — support with refreshments, marketing, or accessibility If you would like to speak, sponsor, or host a future event, please get in touch with **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/)**[ ](https://www.linkedin.com/in/ethansumner404/)via LinkedIn. You can find our YouTube Channel **[here.](https://www.youtube.com/@CommunityStackHQ)** This community forms part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)**[ ](https://www.meetup.com/pro/generative-ai-uk-community/)and follows the Community Stack Code of Conduct to ensure a respectful, inclusive, and welcoming environment for all attendees.

**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

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!

**\*\*\*\* More details and sign up at: https://aifalliance.org/summit-2026/ \*\*\*\*** **What is AI Freedom Alliance?** AI Freedom Alliance promotes the responsible growth of AI guided by practical, commonsense ethics. Our nonprofit is built by professionals from a wide range of industries and is made up entirely of small- and mediumbusiness representatives—never large tech companies. We provide a counterbalance to big corporate influence, focusing instead on how AI can benefit businesses and the world at large. **What’s Happening?** ***The inaugural AI Freedom Alliance Summit.*** This full-day event will explore how we can ensure AI is adopted responsibly through shared ethical standards that empower humanity. The summit will feature interactive and educational sessions led by thought leaders, technologists, policymakers, and advocates who are passionate about making AI fair, transparent, and beneficial for everyone. **Why Attend?** Learn about the legal and technical challenges with implementing AI solutions within your organization. Build better solutions while protecting your organization from legal and compliance risks. And learn how to think strategically about AI as a differentiation tool for your business. This summit is highly recommended for C-Suite leaders to learn as well as interact with each other and our sponsors.

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.