Continuous Integration

AI assistants are getting more capable. The question is how we build effective workflows around them. At DevDay London, [Lucy Joyce](https://www.linkedin.com/in/lucy-joyce-597485166/), [Ash Shakrani](https://www.linkedin.com/in/ash-shakrani/) and [Arun Kurian](https://www.linkedin.com/in/arun-mathew-kurian-39b8aa5a/) will explore harness engineering through the lens of a payment integration. From requirements and design through to implementation, they’ll demonstrate why context alone isn’t enough for successful AI-assisted development. Drawing on real-world experience, they’ll show how engineering harnesses, reusable context, standards, and validation workflows help teams move beyond experimentation and build reliable, scalable AI-assisted development practices. **This session will unpack:** 🎯 Why “more context” isn’t the answer on its own 🎯 What engineering harnesses are and how they create reliable feedback loops 🎯 How standards, workflows, and validation reduce AI-generated rework and technical debt 🎯 Practical techniques teams can adopt immediately to improve AI outcomes 🗓️ **Save the Date:** 2nd July, 2026 📍 **Location:** Sahaj Software, 1 Quality Court, London, WC2A 1HR 🕕 **Time:** 6:00 PM – 8:00 PM (BST) The evening will feature: 🎤 **One engaging talk** with Q&A 🤝 **Plenty of time for networking** over free pizza and non-alcoholic drinks Don’t miss this chance to learn, connect, and share with fellow tech enthusiasts. 👉 Please click the link below to register. https://sahaj.ai/events/harness-engineering-in-practice-from-requirements-to-implementation/

**Thursday - Intermediate+ (2 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 an **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** £12 per session (2 hours), payable in advance. Bank transfer details: **Badminton Go Ltd** Sort code: 60-83-71 Account: 78644858 (Use your name + date as ref)

Hello and welcome to our special joint meetup between **Cloud Platform Engineering London**, **Cloud Platform Engineering Leaders**, **Data & AI Leaders**, **AWS AI UG**, **Azure AI UG**, and **GCP London**. This crossover event brings together platform engineers, cloud architects, data and AI leaders, SREs, engineering managers, technology executives, and practitioners exploring how AI is reshaping modern cloud platforms, developer workflows, business transformation, and enterprise engineering. This is a special **Community Stack ecosystem event**, bringing together several of our cloud, platform, and data-focused communities for an evening of practical talks, senior technical discussion, and cross-community networking. A huge thank you to **[Arrows](https://www.arrowsgroup.com/)** for hosting and sponsoring this event, and for supporting the growth of the cloud, platform engineering, data, and AI community in London. Speakers and sessions: **Get a High Return-on-Investment from AI Business Transformation** **Nora Balla, Founder and AI Business Transformation Lead, Add Velocity** Nora Balla is the founder of Add Velocity, an AI-native business transformation and implementation consultancy. Nora has gained extensive experience across investment products, business transformation, finance operations, and regulated asset and wealth management environments. Previously a freelancer, she now operates in a collaborative delivery model, helping organisations scale AI and automation solutions in complex business settings. Her experience includes finance transformation at Harley-Davidson, reporting process improvements in commercial real estate funds, and supporting the Aladdin implementation at Royal London Asset Management. In this session, Nora will explore how organisations can achieve a stronger return on investment from AI business transformation. The talk will cover the opportunities and high-value use cases, the real risks organisations need to manage, the skills required for the agentic era, how to define and measure success, and practical tips for improving efficiency when working with AI systems. **Agents in the Fastlane** **Ryan Cormack, Principal Engineer, Motorway** **Luke Marrai, Engineering Manager, Motorway** Motorway has used traditional AI and machine learning for years to enhance and improve its systems. But how can those years of learning be applied to build the next generation of agentic systems for users? In this session, Ryan Cormack and Luke Marrai from Motorway will explore how they are enhancing the functionality of Motorway’s platform to provide more accurate search results for dealers looking to acquire stock through the online marketplace. The talk will cover how Motorway is using **AWS AgentCore** to run its agentic systems, and how evals are being used to ensure the system performs as expected. Ryan Cormack is a Principal Engineer at Motorway, the UK’s leading used car marketplace, where he leads technical strategy and drives AI-powered transformation across the engineering organisation. With over 14 years of experience building and scaling systems on AWS, Ryan specialises in turning architectural best practices into practical engineering outcomes, from cloud modernisation programmes to the adoption of agentic workflows and AI-native developer tooling. Luke Marrai is an Engineering Manager at Motorway, supporting engineering delivery and helping teams build effective, scalable technology for one of the UK’s leading automotive technology platforms. Agenda: **18:00** — Arrival, refreshments and networking **18:30** — Welcome and introduction **18:35** — Get a High Return-on-Investment from AI Business Transformation — Nora Balla **19:00** — Break and networking **19:20** — Agents in the Fastlane — Ryan Cormack and Luke Marrai **20:00** — Networking **20:45** — Close **Join us on June 11th:** We are also hosting the **Cloud Native & Open Source AI Conference** on **June 11th in London**, bringing together a fantastic line-up of speakers across AI, cloud-native, open-source, platform engineering, leadership, and modern infrastructure. You can view the full speaker line-up and event details **[here](https://www.communitystack.io/conferences/cloud-native-london)** **About the communities:** This event is jointly hosted across **Cloud Platform Engineering London**, **Cloud Platform Engineering Leaders**, **Data & AI Leaders**, **AWS AI UG**, **Azure AI UG**, and **GCP London**. Together, these communities form part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)**, bringing together technical practitioners, leaders, partners, and organisations across cloud, platform engineering, data, AI, and open technology. We are always keen to hear from speakers, hosts, sponsors, and community partners. If you would like to speak, sponsor, or host a future event, please reach out to **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/)** via LinkedIn. This event follows the **[Community Stack Code of Conduct](https://www.communitystack.io/code-of-conduct)** and **[Privacy Policy](https://www.communitystack.io/privacy-policy)**, ensuring a respectful, inclusive, and welcoming environment for all attendees.

Please do join us on Thursday at Christ Church Mayfair (CCM) for an evening of snacks, socialising, fun, and a short talk on the Christian faith. We've loved seeing so many people come along to this monthly event (to be clear most are not from meetup!), but always awesome to have more! No need to bring anything, do let those providing snacks if you are allergic to anything, there will be hand sanitizer on arrival. This should also provide an opportunity to practice your English, there will be lots of different nationalities present and many languages spoken though if you need any help. This is a monthly event that takes place on the first Thursday of the month and so if you can't make it this month please join us on June 5th for Festa Junina, a Brazilian festival. CCM is in the centre of London, situated near Hyde Park Corner on Down Street and is a short walk from both Green Park and Hyde Park Corner Tube stations. Please arrive for 7:30, there will be people ready to welcome you and chat with you from then. Looking forward to meeting you!

We are delighted to announce that manifesto have kindly agreed to host the Umbraco London July Meetup at their offices in Whitechapel, and are very kindly providing us with food and drinks. **Please register and sign up in advance** so that we can give a list of attendees to reception and comply with their building regulations. [manifesto](https://manifesto.co.uk/) is a company that uses and champions Umbraco CMS, particularly within the context of digital transformation and sustainability, including being Certified B Corp. We are welcome from 18:30 onwards, we shall look to get started around 18:45. We'll finish by 21:00 when we take the conversations to a local pub. \-\-\-\-\-\- **\*\* AGENDA \*\*** **#1** **Welcome and Latest News** Peter Cooper from manifesto with Lotte, Ravi and Richard from Umbraco London **#2 Codegarden 2026: One Umbracian's Experience** John Seto will be sharing his highlights from Codegarden 2026 - what he learned, what inspired him, and what it means to be part of the wider Umbraco community. He'll also be talking about his experience of the Green Track, a community initiative encouraging contributors to travel to Codegarden by greener means, with free tickets awarded to those selected by Umbraco HQ. **#3** **manifesto RazorKit** by Nurhak Kaya and Pete Cooper At manifesto, we have created a new component-driven development experience specifically for [ASP.NET](http://ASP.NET) Core Razor and Umbraco applications. This approach allows us to develop, test, and document our UI components in isolation within a live application through an interactive preview environment, eliminating the need to navigate through the entire application flow. In this talk, we will provide hands-on details about this approach and discuss its benefits for both development teams and clients. \-\-\-\-\-\- If you realise you can't make it please be sure to change your RSVP to No in case there are people on the waiting list. \-\-\-\-\- If you would like to contribute to our meetups please in touch by email (hello@umblondon.co.uk) - we are always looking for people to give talks, or London-based Umbraco agencies to host us for the evening. Please read the [Code of Conduct](https://bit.ly/UmbLondonCodeOfConduct) for all our events.

**\*Please note we had to increase the session fees to £15 due to increase in court hire and shuttles.** Thursday Evening Badminton Date: 02 July 2026 Time: 7:30 pm to 10:00 pm Courts: 3 courts available Shuttles: Feather (quality feathers) Session Fee: £15 per person. TWO & HALF HOURS OF BADMINTON - £15, Venue: Somers Town Community Sports Centre 134 Chalton Street, London NW1 1RX Free Street Parking Available. This session is for those that are intermediate and above (strictly no beginners/ improvers/ Low Intermediates). We want to ensure the quality of play while controlling the standard of the club, this means that players who are not quite up to the standard may be asked politely to leave. PLEASE PAY BEFORE THE BEGINNING OF THE SESSION EITHER VIA BANK TRANSFER/ PAYPAL. IMPORTANT: OUR TERMS! Coronavirus: Stay Safe, Play Safe https://www.meetup.com/Central-London-Badminton-Club/boards/thread/52704882 Badminton Tactics: https://www.meetup.com/Central-London-Badminton-Club/messages/boards/thread/52043613 \*PLEASE NOTE: LATE CANCELLATIONS (AFTER 12 MIDDAY ON THURSDAY) OR NO-SHOWS WILL INCUR A PENALTY CHARGE OF £15. YOU WILL NEED TO PAY THE PENALTY CHARGE BEFORE BEING ALLOWED TO RSVP AT THE NEXT AVAILABLE SESSION. • You are responsible for your own well-being and we and the sports facility representatives will not be responsible for any injury, stolen or damaged property or any other occurrences during our sessions. • Organisers: Mohammed (mr. nice guy), Vin (the merciless), Michael (Big Boss) and Moynul (the dark side of badminton)

**Moved from original date (requested by several members) due to the heat wave!** Most businesses know they have repetitive tasks, manual workflows, and administrative bottlenecks - but few know where to start when it comes to automation. In this practical introductory session, we'll explore how modern businesses are using AI, workflow automation, and intelligent agents to streamline operations, reduce costs, and free up teams to focus on higher-value work. You'll learn how to identify the best automation opportunities within your organisation, map existing processes, and build a roadmap for implementing automation without disrupting your business. We'll also demonstrate real-world examples of automated sales, marketing, customer service, finance, and operational workflows that are delivering measurable results today. Whether you're a business owner, manager, operations leader, or technology professional, this session will provide a clear framework for turning automation from a buzzword into a competitive advantage. ### What You'll Learn * Where automation delivers the biggest business impact * How to identify and prioritise processes for automation * The difference between traditional automation, AI, and intelligent automation * Common automation mistakes and how to avoid them * Real-world case studies and live demonstrations * A practical roadmap for getting started immediately ### Who Should Attend Business owners, founders, directors, operations leaders, department heads, and anyone interested in making their organisation more efficient through intelligent automation.

**MONTY ENGLISH CONVERSATION GROUP** [https://montyenglish.co.uk/english-conversation-group-classes-in-london](https://montyenglish.co.uk/english-conversation-group-classes-in-london) **How to find us** When you arrive at the Royal George we go down into the basement and you will find us there. Just ask a staff member if you cannot find us! Here is the location of the Royal George on google maps: [https://maps.app.goo.gl/HpkySsu2rEqUUub1A](https://maps.app.goo.gl/HpkySsu2rEqUUub1A) * Food or drink at the pub is not included (please make at least one purchase - they have a good range of drinks and great food if you feel hungry) **How are the lessons?** The lesson is a General English lesson focused on speaking and error correction - every lesson we usually cover 3 different topics. This will encourage you to use new vocabulary and practise grammatical structures. The group has a limit of 25 people but I usually accept people if you are on the waiting list. You will be divided into groups of 3-6 with others of a similar speaking level so you'll have plenty of opportunity to talk and ask questions to your qualified, native teacher Jon. The lesson takes place in the relaxed environment of the Royal George basement which is a pleasant pub, a two-minute walk from Tottenham Court Road tube station. The lesson is ideal for pre-intermediate, intermediate and upper-intermediate students wishing to get to the next level. If you have any questions about the English lesson then please call me or send me a message. **Payment** Payments can be made in cash or by card (free of charge) when you come to the class. If it is your first time it is only £2! After your first time it is £6 for a single class or you can buy a ticket that makes each class cheaper; 5 classes for £20, 10 classes for £25 (you can use these tickets whenever you like and do not need to come in a set period of time) or 20 classes for £40 which has a limited use to within a six-month period. You can also pay via our website: [https://montyenglish.co.uk/english-conversation-group-classes-in-london](https://montyenglish.co.uk/english-conversation-group-classes-in-london) I hope to see you soon - if you have any questions please message me (via WhatsApp) on 07771 561 576 All the best, Jon (event organiser)

**Please note: The first 200 RSVPs are free 🎉 After that, there will be a small £3 entry fee, payable at the event by card or Apple Pay.** Join us for a relaxed social evening with **International Social Hub**. This event is for anyone who wants to meet new people, make friends, and enjoy a friendly international atmosphere. Whether you’re new to London, looking to expand your social circle, or just fancy a casual evening out, you’re very welcome to join us. Expect a chilled evening with drinks, conversations, new faces, and good vibes 🍷 We’ll also have some light board and table games available on the night to help break the ice 🎲 You’re welcome to bring your own games too, especially if you have something fun and easy for a group to play. When you arrive, one of our hosts will welcome you, explain how the evening works, and give you a name label so it’s easier to recognise who is part of the event. You’re free to casually chat with anyone at the meetup, and if you’re coming alone or feeling a little shy, don’t worry — the hosts will be there to help you settle in, introduce you to others, and make it easier to break the ice. We’ll also have some light board and table games available, which are a great way to get conversations started and meet people in a relaxed way 🎲 Later in the evening, we may head to a club together for anyone who wants to continue the night. This is completely optional, so you can join us or simply enjoy the main social event. To keep the event safe and enjoyable for everyone, we ask all attendees to be respectful towards other guests, venue staff, and hosts at all times. Abusive, aggressive, inappropriate, or disrespectful behaviour will not be tolerated. Please also respect people’s personal boundaries. Do not send unwanted messages to other attendees after the event, especially if you have not been invited to do so. Come along, say hello, and let’s make London feel a little more social 🌍 See you there, International Social Hub

Register: [https://www.eventbrite.co.uk/e/ljc-meetup-at-neo4j-smarter-search-with-spring-ai-and-neo4j-tickets-1991379537804](https://www.eventbrite.co.uk/e/ljc-meetup-at-neo4j-smarter-search-with-spring-ai-and-neo4j-tickets-1991379537804) LJC Meet-ups is a series of events, aimed at giving all Community members an opportunity to present at an LJC event. We're excited to invite you to our next Meetup, co-hosted with **neo4j**! Join the London Java Community for an evening of technical talks, networking, and knowledge sharing hosted by Neo4j. This month’s meetup explores two of the hottest areas in modern software development: integrating Generative AI into Java applications and deploying Machine Learning models within Java ecosystems. Whether you’re a Java developer, architect, data engineer, or simply curious about the latest innovations shaping our industry, this session will provide practical insights and real-world examples from experienced practitioners.

We playtest all sorts of tabletop games - strategic, silly, creative, or whatever (but not video games). Some games are almost done. Some are very early ideas. We test anything that will fit into 90 minutes. You don't need to bring a game - we always love to have new playtesters! Please let us know in the comments when you plan to arrive/leave and whether you are bringing a game or not. This helps us to plan the day better. The schedule is: 10am onwards - gathering, chatting 11am sharp - playing for 90 min ('slot 1') 12:30ish - break for food/chat 1pm sharp - playing for 90 min ('slot 2') 2:30ish - break for food/chat 3pm sharp - playing for 90 min ('slot 3') 4:30ish - finish up Often, we might hang around afterwards, to play some already-published games. We are strict on timings, so please try to arrive a few minutes before the session to limit disruption. You can just come for part of the day if you wish. The reason we have fixed timings for the 3 'slots' is to make it easier for folk to do so. Designers of all levels of experience are welcome! But if it's your first time, we ask that you don't bring a game and just spend some time learning how the group works. The group works based on reciprocation. If you expect to test your own game, make sure stay for long enough to play other games. As a general rule of thumb, you can expect to play one of your own games every third 90-minute session. So if you stay a whole day (3 sessions), you can expect to have one session to play your game(s). A good rule of thumb is that if you come all day, you will have one 90 minute session with two other playtesters in which to test your own games. It is sometimes possible to test games with more players. If your game requires 4 or more, please note that as standard you will be allocated half of a session (45 minutes). Pre-covid, we were getting unmanageable. As a result, we may have to limit attendees. This is a free-to-use venue, and we have to be mindful that other folk want to use the same space. Please note: This is an adults only event. We look forward to seeing you!

CMS Connect 2026 by Dotsquares is an exclusive event exploring modern CMS platforms, AI-driven experiences, and the future of digital transformation. Gain practical insights, real-world use cases, and expert guidance on leading platforms like WordPress, Shopify, Sitecore, AEM, and headless CMS solutions. Connect with industry professionals, explore digital trends, and speak directly with Dotsquares specialists shaping the future of digital experiences. [Register Now! ](https://www.dotsquares.com/event/cms-event)

I'll be bringing along a few consoles and games for everyone to enjoy. Looking forward to meeting fellow gamers, having some fun, and getting to know the group!

**Join the Inaugural (GB)NUG Connect Event** *The Soho Hotel\, London \| 2nd July \| 6pm\-8\.30pm* Talks · Open Discussion · Drinks · Light Bites (GB)NUG's first event brings together two practitioners ready to share their experiences and opinions on enterprise networking. Grab a drink, connect with your peers, hear from fellow practitioners and join the conversation. **Madoc Batters, Head of Cloud & Cybersecurity at Warner Hotels**. With 25+ years building cloud, network and hybrid platforms across hospitality, telecom and finance. Madoc will be sharing his experiences driving multi-cloud migrations and applying GenAI to real-world security and cost operations. **AI Enabled networking – isn’t this what Skynet wanted in Terminator?** There is lots of talk about AI changing everything, but in this day and age what should an AI enabled network look like? What is the good and bad of this approach and when things go wrong, how can we fix them? **Duncan Bates, Solutions Architect, Fortinet** **Agenda:** 6pm: Meet for drinks and networking in the Crimson Bar 6.30pm: Hear from our speakers in Screen Room 2 7.15pm: Connect with your peers over drinks and light bites 8.30pm: Event Closes (GB)NUG is a practitioner-led, open, collaborative community for enterprise network architects, engineers, operational leaders and innovators across Great Britain. The group is independent, open and built around peer knowledge. **First event - no playbook - come and help shape what this becomes.** [Follow GB(NUG) on LinkedIn](https://www.linkedin.com/company/gb-nug) Supported by Alkira and Megaport.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

**How to take control of your subconscious and harness its power!** Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You’ll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you And the most important topic: **How do you take control of your subconscious!** But this isn’t just another lecture where you sit and listen passively. It’s interactive and engaging—you can ask questions at any time. 📅 Reserve your spot now! Seats are limited, so don’t wait too long to sign up. Location: 1266 Dublin Rd, Columbus, OH 43215 Hosted by the Hubbard Dianetics Foundation

**Hello Columbus!** **The community is buzzing and growing well. We are thrilled to bring our fourth BrowserStack QA Meetup on Thursday, July 9th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **Two Roads Diverged in a Wood: Docker Compose vs. Kubernetes** by **[Doug Reeder](https://www.linkedin.com/in/pdouglasreeder/)** **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** July 9, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** Docker Compose and Kubernetes are two of the most popular tools for running containerized applications. Their feature lists are similar. Architects and senior developers need to know how their different paradigms lead to unexpectedly different experiences in production.

**Kindness Conference 2026** Registration required. Visit [www.kindhelp.org](http://www.kindhelp.org) to register! Imagine a future intentionally shaped by kindness: let's build it together with on **Saturday, July 18th at the Junto Hotel in downtown Columbus!** The function of our conference is to help people develop the skills to build kind community and provide opportunities to increase in-person connection and support in each other’s lives. **This conference is for any of us who are:** · Feeling isolated and lacking community in our current society · Wanting to make a difference in our own lives and the lives of each other · Anyone who is just wishing to create something better! **We will build more kind community by:** · Developing formats for building community-based infrastructure where existing systems are failing that anybody can use · Providing the tools that help people connect in-person and practicing using those tools together · Implementing Universal Design so that no one gets left behind **Opportunities and practical tools we are offering:** · Lunch! · Community-Building Toolkits for people to take home · A chance to build lasting friendships and supportive connections · Opportunities to share referrals, strategies, resources, and the kind of connected support networks many people receive through family, but that those without community and family are often lacking · Ongoing community dinners, free workshops, and other events where people can connect **Participants also have the opportunity to receive CE credits from the Ohio CSWMFT Board.** We are just getting started! This is one of many upcoming events where we can continue making kind community together. **Who else should be here?** Share this opportunity with anyone else who you think might want to build kind community! For more information and to register visit [www.kindhelp.org](http://www.kindhelp.org/). If you would like to help us plan the day, we would love to connect email us at [info@kindhelp.org](mailto:info@kindhelp.org)!

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Feeling down? Sometimes depressed? Can't focus? Negativity & stress? Recent losses? Creativity in career and personal life hindered by mental blocks? Sometimes we never fully recover from traumatic experiences. Whether it was yesterday, last week or a year ago, traumatic experiences - a loss of a loved one, losing a job, a breakup - can leave you scarred. You talk about it and feel a little better, but it never goes away. After you hang up the phone, it's still there; the sadness, the cloud, the over-thinking, the worry, the guilt. You try to focus, but you're blocked. You try to look forward into new experiences, new relationships but a cloud is hanging over you, casting a shadow on what you once considered a bright, cheerful future. What happened to your courage? Your strength of character? You're 'why not' attitude? Whoever said 'time heals' must have had a special time machine, because after weeks, months, years, you're wondering - when exactly does that kick in? Sometimes it seems like drinking or drugs are the way to go. But they wear off, and now the problem is still there with added side effects from the drugs. At this free local Meetup event we will talk about: * What causes grief, anxiety and depression to become chronic. * Is it possible to regain your joy and happiness even after traumatic experiences? * How to break away from negativity and focus on the future * What are the steps to take to get control of your mind and your emotions? Learn about a safe, gentle, do-it-yourself counseling that can be done in the comfort of your own home. Let's explore safe, effective solutions for healing from traumatic experiences. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is sponsored by the Dianetics & Scientology Life Improvement Center.

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