Software Modeling

# Software Engineering Through Continuous Crisis: What AI Changes and What It Doesn't Join us for an exclusive Innovators Guild event exploring how AI is reshaping engineering, software development, and the future of tech careers. This session features leaders from DataArt and Marketing Pot, sharing insights from 25+ years of technological disruption. 🔗 RSVP: https://luma.com/v6yum32a 🔍 What You’ll Learn * How AI is changing the role of engineers * What “AI‑assisted development” and “vibe coding” actually mean * How delivery models are evolving in the AI era * Why software economics may shift dramatically in the next 5 years * How AI is disrupting marketing across industries * Which skills will matter most for future tech careers 🎤 Speakers **Dmitry Bagrov** — UK Managing Director, **DataArt** Bringing experience leading through the dot‑com crash, 2008 crisis, COVID, and now the generative AI wave. **Alina Zaiets** — Founder, **Marketing Pot** Former DataArt marketer, now advising B2B SaaS brands on AI‑driven marketing. 🤝 Who Should Attend Software engineers AI practitioners Tech leaders Product managers Founders Anyone curious about how AI is transforming the tech industry **📅 Event Details** 📆 19 May 2026 🕡 6:30 PM (arrival from 6:00 PM) 📍 Landmark Office, Monument (Exact address shared upon RSVP)

Hey there, data enthusiasts and ClickHouse aficionados! We've got some exciting news to share - our next meetup is on the horizon, and it's going to be in London! Get ready for a delightful mix of mind-boggling data tales, insightful conversations, and maybe even a surprise or two up our sleeves. But here's the deal: to secure your spot, make sure you register ASAP! **Location:** *The Lighterman -* 3 Granary Square, London N1C 4BH **Agenda:** 6:00 - 6:30 - Arrival and Check-in 6:30 - 7:00 - **AI Dashboards & Time-Travel Debugging Kubernetes -** Rory Crispin, ClickHouse 7:00 - 7:30 - **Curing LLM amnesia with chDB and ClickHouse -** Shuva Jyoti Kar, Palo Alto Networks 7:30 - 8:00 - **ClickHouse @ Fluidstack** \- Xander Garbett\, Fluidstack 8:00 - 9:00 - Food, Drinks, and Conversation

Join us in London for a forward-looking conversation with product leaders building the next generation of autonomous, AI-driven systems. **Event Overview** AI agents are quickly advancing from basic automations to adaptive, goal-driven systems that can reason, act, and manage complex tasks. As they enter real products, teams must rethink how to design, ship, and scale intelligent experiences that remain both powerful and trustworthy. **01 - From Automation to Autonomy: What “Agentic” Really Means** Explore how AI agents differ from traditional automations, from decision-making and multi-step planning to real-time adaptation, and what this shift means for product strategy and user experience in the wild. **02 - Designing Trustworthy Agents: Safety, Reliability & Real-World UX** Examine the critical considerations behind building agents people can rely on, including transparency, failure modes, human-in-the-loop design, and the UX principles needed to ensure agents behave predictably and responsibly. **03 - The Next Frontier: Agent Capabilities, Ecosystems & Scale** Discover how emerging capabilities such as tool use, collaboration, and multi-agent systems are transforming what products can achieve, and what teams must consider when deploying agents at scale across industries.

**New members of all ages always welcome!** One day in 399BC in the Athenian Agora, shortly before his trial for impiety, Socrates meet Euthyphro, another citizen involved in a religious suit and their subsequent conversation, whether fact or fiction or a mixture of the two is vividly portrayed by Plato in his short dialogue. Socrates, being prosecuted for his supposed failure to acknowledge the gods, is shown to have more concern for religious matters than his somewhat naïve friend; at the same time, however, Socrates’ probing about the logical inconsistencies in Euthyphro’s views about piety and the gods reveal him as a radical critic of Athenian social and moral values.

The [Global Excel Summit](https://globalexcelsummit.com/?via=lem) returns on the **19-20 May 2026** and it will be Hybrid - so a mix of in-person in London (venue is Soho Place Theatre) and online. This is a paid event and as a London Excel Meetup group member, you get a special 15% discounted price by applying code **LEM15** at checkout. This is the ultimate Excel event with ✅ 2 days in-person learning (19 & 20 May) ✅ 30+ Main Stage presentations covering the MS Power Stack (Power BI, Power Automate, etc), AI, Data Viz, Analytics, Finance and Accounting, Python, Formulas, and more. ✅ Full access to the virtual platform ✅ Awesome chance to network with other Excel & Power BI professionals and companies ✅ All event recordings ✅ 30+ CPD hours and CPD certificate of attendance ✅ Optional Masterclass sessions to sign up to on 18, 21, and 22 May 2026 **Early Bird Tickets** Only 43 early bird tickets remain, so best **move fast** to secure yours before they run out. What is an early bird ticket? Well it is 30% off, so your £545 in-person ticket becomes £382 (for 2 days Excel learning). Use code **LEM15** for an additional 15% off this price. Crazy good value! Get your [Global Excel Summit 2026](https://globalexcelsummit.com/?via=lem) ticket today. Be sure to RSVP on this event page so other members know that you're going, but RSVP does not confirm attendance. It is a paid event and requires a ticket. I hope to see you there.

There are many resources available for guidance on how to write code that is efficient and results in more sustainable software applications, but applying these at scale can be challenging, and often isn’t a priority for busy teams. GitHub have recently released Agentic Workflows, a way of specifying automation tasks in human-readable format to be performed by an AI agent as part of a GitHub Actions workflow. In this talk, Max Mizzi from GitHub's Sustainability team gives an overview of Agentic Workflows, and will demonstrate how they can be used to improve software efficiency through both structured green software rules and autonomous performance engineering. He'll finish by walking through a real-world use-case showing how the technology helped to dramatically reduce the energy consumption - and carbon footprint - of a major website. Come along if you want to learn more about using AI to improve the energy efficiency of your software. 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.***

‼️ **GET A QR CODE ON LUMA TO BE ABLE TO ATTEND THIS EVENT‼️** -> [https://luma.com/bhfumnou](https://luma.com/bhfumnou) **Creative Vibe Coding at the Science Museum with ElevenLabs** ​Artists have spent the last few years hearing that AI will change everything. This event is about putting those tools back into creative hands. We’re taking over the Science Museum’s Smith Centre and teaming up with ElevenLabs for a relaxed night of music, art, experimentation, and social vibe coding. ​Whether you want to make an AI-powered instrument, a storytelling experiment, a poetic web page, or a generative artwork, this is your playground. Use any tools you like (ChatGPT, Claude, Lovable, v0, Cursor, Replit, and more) and get free access to ElevenLabs’ music and audio tools for the night. 🍻 ​**Format 🛠️** ​We’ll be teaming up in small groups of 3–4 people. We’ll provide a creative prompt to get you started, and then it’s heads-down building. The goal is to vibe, experiment with AI as a tool for expression, and make new things together. ​**New to vibe coding? ✨** ​No worries. We’ll provide simple starter ideas, example prompts, and tool suggestions so even complete beginners can get building quickly and without stress. ​**Schedule 🕒** ​(Please arrive between **6:45 and 6:50 PM** so we can begin on time. An earlier arrival is not possible!) ​**7:00** – Welcome **7:05** – Keynote Speaker & Educational Intro **7:15** – Challenge Brief & Team Formation 🤝 **7:35** – Round 1: Build 💻 **8:15** – Break (Snacks, drinks, swap ideas) 🍕 **8:30** – Round 2: Keep Building 🏗️ **9:00** – Optional Demos (Show what you made!) 📺 **9:15** – Hang out, network, make friends ✌️ **9:30** – Close ​**Who is it for?** ​Artists, musicians, designers, creative coders, and total beginners. If you want to understand AI better and like the idea of building in a friendly room (museum), you belong here. ​**What to bring** ​Laptop 💻 Headphones 🎧 A valid photo ID Curiosity & good vibes ⚡ ​**Important info** ​This event is **18+ only**. Please bring a valid photo ID for entry. Please enter via the **Group Entrance** at the Science Museum. We want to keep the evening welcoming and enjoyable for everyone, and reserve the right to remove attendees for disruptive or inappropriate behavior. ​**Accessibility ♿** ​The venue is very accessible, including for wheelchair users, and the museum has step-free access and accessible facilities throughout. ​**Location 📍** ​Science Museum (Smith Centre) **Group Entrance** Exhibition Road, South Kensington London SW7 2DD ​‼️ 👉 Limited capacity. RSVP ON [LUMA](https://luma.com/bhfumnou) required. ​By signing up, you consent to the collection and sharing of your name, email address, photos, videos, and software, unless you explicitly opt out by informing the organizers.

**AI is becoming part of many documentation workflows, but how do you turn that into a clear, repeatable strategy?** At this month’s meetup, we’ll focus on how to build an AI docs strategy by identifying gaps in your current approach, creating practical playbooks, and using automation to support consistent, scalable documentation. In this session, [Maddy Onyehara](https://www.linkedin.com/in/maddalena-o-bb2372020) (Technical Writer, Cloudflare), [Jun Lee](https://www.linkedin.com/in/junlee98?utm_source=share_via&utm_content=profile&utm_medium=member_ios) (Senior Technical Writer, Cloudflare), and [Anita Achu](https://www.linkedin.com/in/anita-achu?utm_source=share_via&utm_content=profile&utm_medium=member_ios) (Technical Writer, Upsun) will walk through how to approach AI in documentation in a structured way. This includes spotting where current workflows fall short, designing playbooks teams can rely on, and introducing automation that improves quality without adding unnecessary complexity. 🔔 **Note** Please note: spaces are limited, so please RSVP only if you’re able to attend and free up your spot if your plans change. 🗒️ **Agenda** **When**: Thursday, 21 May, from 6:00pm **Where**: The Gallery @ [The Corner](https://maps.app.goo.gl/xegvGx3qA9ysEgvA6) (42 Adler Street, E1 1EE) **What**: **18:00 - 18:30** Arrival **18:30 - 18:40** Welcome & Housekeeping **18:40 - 19:00** Presentation from our sponsor, [Document360](https://document360.com/) **19:00 - 19:50** Session: Build Your AI Docs Strategy **19:50 - 20:00** Q&A **20:00 - 21:00** Networking All times are approximate. **📍 How to find us** Enter the hotel, turn right, and pass the bar to find The Gallery meeting room. Look for WTD signs and friendly organisers. **📸 Photos** Please note that organisers may take photos during the event for the Write the Docs London community.

## Details Welcome to the DevSecOps London Gathering March Event on Wednesday 20 May. Along with our amazing talks we bring you the usual conversations, pizza and beer! **Location:** * 📍 **Venue:** Veracode, 36 Queen Street London, EC4R 1BN * 📅 **Date**: Wednesday, 20 May 2026 * 🕕 **Time**: 6:00 PM – 8:00 PM ## Talk 1 - James Bevan **Abstract:** DevSecOps teams scan everything except the system governing their processes: Jira itself. When Jira configuration drifts, controls fail silently - workflows skip security gates, permissions grant unintended access, required fields disappear. This session demonstrates how configuration drift creates security gaps and shows live detection across workflows, permissions, and automation. With agentic AI now modifying Jira configs, continuous monitoring of your control plane isn't optional. **Speaker Bio**: James is co-founder and CRO at Solcoro, building a platform that gives Enterprises and Atlassian Solution Partners real visibility into Jira Cloud environments. Alongside Solcoro, he also runs CROquet - a UK-based GTM consulting business. He takes on a small number of advisory and project engagements, focused on incentive design and revenue architecture. This combination lets him apply GTM theory in practice, both inside a SaaS business and across client environments. ## Talk 2 - Derrisa Tuscano **Abstract** The widespread deployment of Generative AI has introduced novel security incidents ranging from prompt injection and data exfiltration to misinformation cascades that traditional incident response frameworks are ill equipped to handle. This talk introduces a Practical Incident Response Framework for Generative AI Systems designed to bridge established cybersecurity standards with emerging AI assurance principles. I will discuss a response centric taxonomy that identifies six recurrent incident archetypes and presents a structured playbook aligned with NIST SP 800 61r3, NIST AI 600 1, MITRE ATLAS, and the OWASP LLM Top 10. Attendees will learn how to reduce the cognitive load on security teams during non deterministic AI failures by using tailored runbooks, RACI matrices, and Swimlane diagrams. Ultimately, the session will demonstrate how organizations can adapt traditional response models to operationalize AI incident response effectively. **Speaker Bio:** Derrisa Tuscano is a Cybersecurity postgraduate from the University of Warwick and a published researcher in Generative AI incident response. Her professional background includes leading numerous end to end project life cycles for Applied AI solutions at Quantiphi Analytics Solutions, where she specialized in architecting virtual agents within Google Cloud environments. Derrisa has been recognized with the WMG Excellence Scholarship and the Warwick Award for her commitment to skills development. Her work focuses on bridging the gap between enterprise cloud delivery and robust cyber risk management to ensure secure and compliant AI implementation. ##

**📣**AI didn’t just change how we build products, it exposed the cracks in how we design, ship, and make decisions. **This meetup brings together three perspectives on the real challenges of AI products:** getting users to use them effectively, managing unpredictability and trust, and rethinking product strategy when execution is no longer the constraint. Together, these talks shift the focus from technology to judgment, design, and product thinking. \#\# Agenda: **18:00** \- Gather & Mingle\. **18:30** \- Opening remarks\. **18:40** -"**Shipping AI features isn’t enough**" by Ellie Jacobs, Product Director LTX @ Lightricks **19:00** - **"Shipping Products That Are Almost Right"** by Meital Kochawi Levin, Senior Product Manager @ Bringg **19:20** - **"Product Strategy in the AI Era"** by Hadas Sheinfeld, VP Product @ ProductX.biz **19:40** \- Networking & Mingle Time **20:00**\- Close 🗣️First talk by **Elli Jacobs** **"Shipping AI features isn’t enough"** Users often fail to get value from AI-based features, because they don’t use them “correctly.” This talk explores the hidden gap between capability and usage, and how product teams can design experiences that guide users toward better outcomes without adding friction or requiring education. It’s about turning AI from something impressive into something reliably useful. 🗣️ Second talk by **Meital Kochawi Levin** **"Shipping Products That Are Almost Right"** Long before LLMs, non-deterministic systems forced teams to grapple with unpredictability, trust, and imperfect outcomes. This talk distills hard-earned lessons into a practical framework for building and managing such products—defining where accuracy matters, designing for failure, and turning users into active contributors to improvement. It offers a grounded approach to making “unreliable” systems feel dependable. 🗣️ Third talk by **Hadas Sheinfeld** **"Product Strategy in the AI Era"** AI hasn’t changed the essence of product strategy, but it has removed many of the constraints that once shaped it. As execution becomes easier, the real challenge shifts to prioritization, judgment, and building long-term advantage. This talk redefines how to think about strategy in a world where speed is no longer a differentiator, and exposes the gap between teams that truly have a strategy and those that never did. \#\# Audience: * CPO * VPs * Head of Product * Product Director * Product Pros 👉 Join us for an insightful and inspiring meetup packed with practical takeaways. \* The number of seats is limited , so do hurry up and book yours. \*\* Prior to the meetup, you will receive an email containing a QR code, which you will be required to present upon entry to the event. \*\*\*We’re aware of the Tube strikes in London next week, but fortunately, from Wednesday afternoon through Thursday, train services are expected to operate as usual, so there should be no difficulty getting to the meetup.

**Join a select group of senior technology leaders for a private lunch at Selfridges to explore how to architect AI systems that perform under pressure - without introducing unnecessary complexity or unpredictable costs.** **Please note:** We can only accept registrations via our official page. **A registration on Meetup alone will not be accepted as a confirmed entry.** 👉 **Register here to secure you space:** [https://events.couchbase.com/register/d317f9f4-1a09-4eea-9e60-c58138160052/](https://events.couchbase.com/register/d317f9f4-1a09-4eea-9e60-c58138160052/) In modern enterprise applications, performance is the backbone of user trust, and AI is quickly becoming mission-critical to delivering it. From managing high-concurrency workloads to real-time personalization at scale, platforms are under increasing pressure to deliver intelligent experiences instantly, reliably, and cost-effectively. However, for many organizations, the true challenge isn't experimenting with AI—it’s making it work at scale. *** ​This executive lunch focuses on the architectural hurdles of moving from AI prototypes to production-ready systems. Our presentation and the following conversations will focus on: * **Performance Under Pressure:** Maintaining sub-millisecond responsiveness during massive traffic spikes and critical processing windows. * **Cost Predictability:** Scaling Generative AI without infrastructure costs spiraling out of control. * **Operational Simplicity:** Reducing data stack complexity to accelerate time-to-market and innovation. * **AI-Native Infrastructure:** How Couchbase’s unified platform addresses context variability and fragmented architectures. ​**What to Expect** * ​**Executive Networking:** An intimate environment for senior technology, data, AI, and digital leaders. * ​**Strategic Insights:** Real-world examples of architecting for the future of retail. * ​**Premium Experience:** Private dining at one of London's most iconic locations

Join us on May 21st to learn, share, and network with some of the most experienced professionals who are passionate about AI/ML. This time, we’re excited to have **Revolut** as a special partner. Topics: \- Anton Repushko\, Lead Researcher\, Revolut: "Build Next-Generation Foundation Models in Finance" \- Nicolas Atienza\, Researcher\, Neuralk AI: "Gradient Boosting to Tabular Foundation Models: What Changed, What Didn't" \- Ivan Dolgov\, JetBrains: "Pre\-training at JetBrains: fast MoE perfectly fit for H100/200 GPUs" \- Kir Zharov\, Spinner AI: "Building the unified knowledge layer for self\-improving agents" More talks will be added soon You can submit your talk here: [https://forms.gle/wiWyD5sBqzZtCfpMA](https://forms.gle/wiWyD5sBqzZtCfpMA) If you’d like to become a partner for this or 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! ❤️

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.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** TBD **YouTube Link** TBD

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

TOPIC (TBD): Meeting Schedule: 1. 6:00 - Introduction, Meet New Members 2. 6:10 - Old Business 3. 6:20 - New Business 4. 6:30 - Pre-Shoot Briefing/Education 5. 7:15 - Break 6. 7:30 - Image Critique 7. 8:00 - Adjourn Pre-Shoot Brief/Education: NIK Collection 8 Image Critique: Previous Photoshoot Images (iPhone images and Christmas Cards). If anyone has images they would like critiqued, please provide them at the beginning of the meeting. Providing Images for Critique: For now, I will collect images at the beginning of the meeting on a USB memory stick. My computer has USB-C ports, so a USB-C memory stick or one with dual (USB-C / USB-A) ports will be needed. Images should follow these format rules: JPG - 80% quality or higher 132 dpi resolution 2048 pixels across the long edge Embedded colorspace - sRGB

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

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.