Information Architecture

Welcome to **I WRITE**, a gentle space for anyone who wants to write—quietly, freely, and without judgement. We are a Berlin community of writers who gather together weekly to write, talk and recharge after a long week. Some of us journal, some write novels, some do academic writing, many people come without a project in mind and see where the inspiration flow takes them. This is a space to simply show up and write, a safe place to be yourself and to release all your layers onto the paper. There’s no set topic, no feedback circle, and no pressure. Just warm people, a calm atmosphere, and time dedicated to yourself. 🗓️ **Agenda:** * 18:30 - 19:00 **→** 30 min arriving, optional socialising (arrive early, meet other writers) * 19:00 - 20:00 **→** 1 hour of silent writing (headphones welcome, focus encouraged) * 20:00–20:30 **→** 30 mins optional chat or solo time (stay and chat or go celebrate the rest of your evening) 🎒 **Bring:** * Something to write with (laptop, notebook, phone, typewriter… anything goes) * Your current project or a blank page * Yourself, exactly as you are **👉 Responsibility:** * Our location is limited; thus, I am kindly asking you to RSVP only if you are willing to attend. **📍Location:** * We meet at the Iska Cafe at Kalckreuthstraße 7, 10777 Berlin. * Google map pin: [here](https://maps.app.goo.gl/765XQTN8KBGv95gx9) * 🚇 **U1\, U2 Wittenbergplatz \|\| U1\, U2\, U3\, U4 Nollendorfplatz** * 🚌 **106\, 187\, M19\, M29 An Der Urania \|\| M46 Motzstraße** **About me:** Hi, my name is Anastasia. I started this writing club back in May 2025. Since then, it has been hosted weekly at the Heinrich Schulz Library and is now extended to the Café as well. Over this time, I’ve been privileged to meet some of the most creative and kind minds in Berlin. And I would be happy if you joined us. Whether you're an experienced writer or just at the beginning of your journey, you're welcome. If you know how to hold a pen or how to type, there will always be a space for you. Let's write together!

**The AWS Women’s User Group Berlin** is thrilled to invite you to our upcoming meetup sponsored by Storm Reply focused on **Building production-ready AI agents for real-world impact.** Join us for a deep dive into how to build, observe, and evaluate AI agents at scale. You’ll also see how these ideas come to life in a real-world climate-smart agriculture solution that turns weather forecasts into actionable field guidance. Whether you’re building agentic systems today or planning what comes next, this meetup will give you practical insights into making AI agents work in production. **Speaker Info** **Keynote Talk** **Speaker:** Tetiana Senna **Position:** Team Lead / Senior Project Manager, Storm Reply **Talk Title:** Trust, but Verify: Observability and Evaluations for AWS Agents **Abstract:** Getting an AI agent to work in a demo is easy. Knowing whether it still works in production - after the next prompt change, the next model upgrade, the next edge case - is the hard part. Unit tests don't cover non-deterministic behavior, and manually reviewing a handful of runs doesn't scale. This talk walks through the two practices that close that gap: observability (understanding what actually happened inside your agent) and evaluation (deciding whether the outcome was any good). We'll dig into Amazon Bedrock AgentCore's Observability and Evaluations capabilities, compare the proven evaluation approaches - built-in LLM-as-a-Judge evaluators for automatic quality monitoring, and custom evaluators for business-specific correctness checks - with a candid look at what each one is good for, where it falls short, and what it costs to run at scale. We'll also take a close look at AgentCore Optimization, AWS's newly previewed feature in this space. **Applied Agentic AI Talk** **Speakers:** **Vidhu Mitra Malladi:** Senior Software Engineer, Yara Digital Farming **Chamika Hasanthi:** Senior Software Engineer, Yara Digital Farming **Talk Title:** Weather Risk Intelligence Agent for farmers & Agronomist Abstract: Unpredictable weather events — heavy rainfall, drought, frost, and heatwaves pose significant risk to crop yield and fertilizer efficiency. While forecast data is widely available, it is rarely translated into timely; field-level guidance farmers can act upon. Using AWS AgentCore framework and AI capabilities, we can turn weather predictions into clear agronomic actions, supporting climate-smart agriculture at scale. **You'l learn:** * Implementation of the solution using AWS Agent Core framework * Architecture of the project. 🗓️ **Event Details:** \- Date: Tuesday\, June 30th \- Venue: Storm Reply GmbH\, [address](https://www.google.com/maps/place/Storm+Reply+GmbH/@52.5012692,13.368852,17z/data=!3m1!4b1!4m6!3m5!1s0x47a851119af460c5:0x35e34ba578e8b1ec!8m2!3d52.5012692!4d13.368852!16s%2Fg%2F11gg9298pv?entry=ttu&g_ep=EgoyMDI2MDUxNy4wIKXMDSoASAFQAw%3D%3D) \- Time: 06:00 PM \- 9:00 PM Doors open at 6:00 PM Food & drinks will be provided. 📋 **Program Schedule:** **18:00** \- Registration and Welcome Networking **18:20** \- AWS Women's User Group Welcome **18:30** \- "Trust\, but Verify: Observability and Evaluations for AWS Agents" **Speaker:** Tetiana Senna, Team Lead / Senior Project Manager, Storm Reply A practical session for anyone working with AI agents on AWS who wants the confidence to put them in front of real users. You'll leave with a clear framework for monitoring agents in production and a concrete approach to evaluating their behavior over time. **19:15 - 19:30** Break **19:30** \- "Weather Risk Intelligence Agent for farmers & Agronomist" **Speakers:** Vidhu Mitra Malladi, Senior Software Engineer, Yara Digital Farming & Chamika Hasanthi, Senior Software Engineer, Yara Digital Farming Discover how AI agents can transform weather forecasts into actionable, field-level farming guidance. **20:10** \- Q&A and closing remarks **20:15 - 21:00** Networking, food & drinks 🎟️ **RSVP** Don't miss this excellent opportunity to connect with Tetiana, Vidhu, the AWS WUG Team and a thriving community of cloud enthusiasts and professionals. Secure your spot by RSVPing now! Seats are limited! Please note that this user group is specifically for WOMEN and FLINTA\* (female, lesbian, inter, trans\*, non-binary, and agender) only. Please also check out the AWS User Group Berlin. \*\*\*\*\*\* 🚨Attention🚨 This meetup is hosted at Storm Reply GmbH and attendees must be registered to go through building security. Make sure you bring an ID card with you, and you register the event with a valid name that matches to your ID. Media and Consent: We inform all attendees that photographs and videos will be taken during the meetup and will only be used by the event organizers for documentation and promotional purposes. By RSVPing to this event you are consenting to our media policy. Please let the organizers know if you do not want to be in the pictures/videos. Thank you very much for your cooperation! \*\* The AWS Women’s User Group is the very first official women-centric AWS User Group in DACH and EMEA. This group serves as a secure and supportive platform for women who want to share their AWS knowledge, passion for cloud computing and advance their career through targeted learning opportunities. We extend a warm invitation to FLINTA individuals who are interested in being part of our User Group. Code of Conduct: At the AWS Women's User Group in Berlin, we have a strong and unequivocal code of conduct in place to create a safe and empowering environment for all.

Today we look at the works of an artist who over the past two decades, has built an oeuvre consisting primarily of screen prints on paper and canvas. Prior to that, the artist had worked extensively in photography, filmmaking, and set design. The screenprinting work is informed by architecture - ancient and modern structures, calligraphy, graffiti, handwriting, and the movement of the masses through big metropolises. Other techniques on paper are included in the visit - from lithography to etching, cyanotype to woodblock printing - and more! Please note, the studio visit starts promptly at 12:00. This studio is located on the top floor and has no elevator: you will have to walk four flights of stairs. Beverages will be served, poetry may be read. The event is hosted on donation basis between €25-35. GENERAL INFORMATION ABOUT OUR STUDIO VISITS: Get to know a handful of carefully selected artists who are enhancing, interjecting, and challenging art history through new media, new ideas, and new formats. Every artist builds their own universe, and for one exclusive afternoon, we are welcome into their sacred space of creation. The artist will tell their story and you are free to ask questions, engage in dialogue, and leave feeling inspired - and even with a beautiful new artwork to illuminate your space!

## AI IN RETAIL: AGENTIC OPERATIONS & COMMERCE ​Die Expert Group „AI in Retail“ bietet Entscheidungsträger:innen aus Handel, Konsumgüterbranche und Technologie eine Plattform für regelmäßigen Austausch – vom Use Case zum Business Case. ​Unser zweites Treffen steht im Zeichen von „Agentic AI im Handel“ – und wir beleuchten das Thema aus zwei Perspektiven: Wie setzt ihr selbst KI-Agenten in euren Prozessen ein, um operative Abläufe end-to-end zu übernehmen und Kosten zu senken? Und was bedeutet es, wenn Agenten bald auch von außen auf euer Unternehmen zugreifen, einkaufen oder euch als Kanal umgehen? Konkret, praxisnah und interaktiv – mit Impulsen, Workshops und dem Austausch mit Branchenkolleg:innen und führenden Expert:innen. ​Lösungen für heute. Strategien für morgen. ​Bitte geben Sie uns bis zum 25.06. Bescheid, ob Sie dabei sein werden. Die Teilnahme ist kostenfrei & bedarf der Bestätigung durch den KI Park. *** ## ​AGENDA ​11:30 – Ankommen, Vernetzen + gemeinsames Lunch ​12:30 – Begrüßung & Warm-up ​ ​**AGENTIC OPERATIONS** * ​Keynote: Agent ≠ Chatbot ≠ Dashboard – KI als Prozessverantwortung ([Marco Szeidenleder](https://www.linkedin.com/in/szeidenleder/?utm_source=luma) \- Gründer & Managing Partner \- [Pandata](https://www.pandata.de/?utm_source=luma)) * ​Keynote: Agenten testen bevor sie live gehen – Qualitätssicherung ohne Tech-Hintergrund (Dr. Nicolai Bohn - Co Founder & CEO - [Rhesis AI](https://rhesis.ai/de?utm_source=luma)) * ​Workshop: Der nächste Mitarbeiter ist kein Mensch: KI-Agenten im Retail-Betrieb einsetzen ([Aaron Koivunen](https://www.linkedin.com/in/aaron-koivunen?utm_source=luma) CTO & Founder & [Adriana Carmona Beltran](https://www.linkedin.com/in/adriana-carmona-beltran/?utm_source=luma) Co Founder - [TEDIX](https://tedix.dev/?utm_source=luma)) ​**AGENTIC COMMERCE** * ​Impuls + Diskussion: Agentic Commerce & die Fragen, die niemand stellt ([Paul Krauss](https://www.linkedin.com/in/paul-krauss-ba89605b/?utm_source=luma) \- Partner AI \- [Team One Developers](https://www.team-one.de/?utm_source=luma)) * ​[Stephan Ritter](https://www.linkedin.com/in/stephanritter/?locale=de_DE&utm_source=luma) ([Deloitte Digital)](https://www.deloittedigital.com/de/en.html?utm_source=luma) x [Tim Bielski](https://www.linkedin.com/in/timbielski/?utm_source=luma) ([Shopify](https://www.shopify.com/de?utm_source=luma)): ACO Opportunities, "No Regret Moves" and Experience Outlook * ​Showcase: Kundenbindung in der Agentic World – wie Retailer den Kundenkontakt behalten ([Ralph Hünermann ](https://www.linkedin.com/in/odoscope-ralph-hunermann/?utm_source=luma)\- Gründer & CEO \- [ODOSCOPE](https://www.odoscope.com/de?utm_source=luma)) ​ ​18:00 – Next Steps & Networking ​ ​Das Event wird auf Deutsch stattfinden. *** ​**Fragen zum Event? ->** retail@kipark.de

It's all about getting to know new people from your favorite industry. So if you are interested in Motion Design, 2D or 3D Animation, CGI, Illustration or any related field, feel free to join us. Grab a beer in a relaxed atmosphere, have a nice chat about key frames or discuss your next project! Beginner or expert – wir freuen uns auf dich!

We are back in the c-base! Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine! Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs. There are drinks usually available from the c-base bar. If you can't find us. just ask around or ask in irc (#krebs on hackint)

You don't have to sign up-just stop by. Tea, coffee, water, beer, wine, and pizza will be available throughout the evening. --- -- Most conversations about AI skip the part that is crucial: **who it's built for, who pays for it, and who doesn't get a say**. ​This evening goes exactly there. ​We start in 1960s California, where scientists bred a new kind of tomato: square, hard, machine-ready, and wiped out 82% of the state's tomato farms in the process. Farmworkers and small farmers sued the university behind the technology, arguing they were being forced to fund their own replacement. They lost. But the questions they raised never went away. Today, researchers are using AI, robotics and gene editing to create tomatoes that can be pollinated by robots, crops designed for automated production systems, and even new traits engineered for consumer preferences. AI is having an impact on agriculture, food production, and labour, often with public money, rarely with public input. Sounds familiar? ​**What to expect** ​A 90-minute interactive evening: * ​**Opening talk** connecting the tomato harvester story to today's AI developments * ​**Live audience polling** * ​Conversation with **Ildi Carlisle-Cummins** (California Institute for Rural Studies): storyteller, oral historian, and director of the Cal Ag Roots project, one of the organisations that grew out of the original lawsuit * ​Open audience **discussion** * ​**Informal networking** to close ​**What you'll take away** ​A sharper way to think about who controls the technologies influencing our food, our work, and our world, and what citizens can actually do when change feels inevitable. If the phrase "square tomato" sounds too strange to be true, you're not alone. Even the TV detective [Mr. Monk couldn't believe his eyes](https://youtu.be/VtO-97pl7cA?is=VnMxtacAwL1IChub)! **​Free to attend, free of jargon, no expertise required.** **Just bring your curiosity.** ​*Hosted by [Save Our Seeds](http://www.saveourseeds.org/?utm_source=luma) and [Human-Future-Hub](https://humanfuturehub.org/?utm_source=luma) Berlin* Tea, coffee, water, beer, wine, and pizza will be available throughout the evening.

led by L (Isadora Expert)\* Monthly meet-up for Isadora users in our Berlin studio. Join us as we cover special topics and offer guidance on the projects you are already working on. If you are new to Isadora, we provide a free Isadora 7-Day license to jump start your work. Beginner to advanced. All are welcome! **Isadora** is a software created by and for artists to use interactivity in performance, installations and more. Learn about Isadora [here](https://troikatronix.com/isadora/). **\*L** is a media artist, technical design consultant, multimedia show control programmer, as well as a projection, lighting, interactive technology, and live feed video designer. Their work has most recently been seen at Berliner Festspiele, Nationaltheater Mannheim,Düsseldorfer Schauspielhaus, Deutsche Oper, and La MaMa Galleria. They’re particularly interested in using various sensors to use the human body as a source of data for manipulating media

Bringt gute Laune, schönes Wetter und Interesse mit. Wir treffen uns je nach Tour an unterschiedlichen Orten. Am 1. April 2018 um 15 Uhr gehts los am Eingang zur Akademie der Künste am Pariser Platz neben dem Brandenburger Tor.

Drunk driving is not cool, but drunk writing is! This is a community event for writers, with drinks! Work on your own projects or use the creative writing prompts provided. Join us at Peppi Guggenheim, where we will have focused 20 minute writing sprints, with breaks in between. Peppi Guggenheim is at Weichselstraße 7, 12043, Berlin.

**ENG** \| **GER** **Welcome to *Coach Connect*!** Hi, I am Daniela 🤍 As a passionate systemic Life and Business Coach based in Berlin, I’m so excited to build this community together with other amazing coaches. Are you a coach looking to connect with other reflective, passionate, and inspiring individuals in the coaching world? This group is for everyone who shares a love for coaching and wants to build a supportive network. What you can expect: ✨ **Exchange and Inspiration:** Meet other coaches, share experiences, and expand your perspective. 🤝 **Collaboration and Partnerships:** Find like-minded people for joint projects and exciting new ideas. 💬 **Support and Reflection:** Support each other through challenges and celebrate successes together. 🍷 **Relaxed Evenings:** Enjoy meaningful conversations and great company in an open and reflective atmosphere. 🍽 **Monthly Dinner:** Join us every first Thursday of the month for a shared dinner to connect on a deeper level and enjoy a great evening together. Whether you're an experienced coach or just starting out in the coaching world – you're welcome here! Together, we can grow, learn from each other, and create a network that enriches us all. 💛 **Contribution:** To support the organization and cover platform fees, I kindly ask for a small donation: → **€5** via PayPal You can send your donation via **PayPal to magalhda@yahoo.de** with the note **"Coach Dinner + Date of the event"**. Once received, your spot is confirmed and I’ll take care of the restaurant reservation. Can’t wait to see you there! 💛 Daniela Join *Coach Connect*! -- **Willkommen bei *Coach Connect*!** Hi, ich bin Daniela 🤍, eine leidenschaftliche systemische Life- und Business-Coachin aus Berlin, und ich freue mich sehr, gemeinsam mit anderen inspirierenden Coaches diese Community aufzubauen. Bist du Coach und möchtest dich mit anderen reflektierten, engagierten und inspirierenden Menschen aus der Coaching-Welt vernetzen? Diese Gruppe ist für alle, die ihre Leidenschaft für Coaching teilen und ein unterstützendes Netzwerk aufbauen möchten. Was dich hier erwartet: ✨ **Austausch und Inspiration:** Lerne andere Coaches kennen, tausche Erfahrungen aus und erweitere deinen Horizont. 🤝 **Kooperation und Partnerschaften:** Finde Gleichgesinnte für gemeinsame Projekte und spannende neue Ideen. 💬 **Support und Reflexion:** Unterstützt euch gegenseitig bei Herausforderungen und feiert Erfolge zusammen. 🍷 **Entspannte Abende:** Genieße wertvolle Gespräche und angenehme Gesellschaft in einer offenen und reflektierten Atmosphäre. 🍽 **Monatliches Dinner:** Triff uns jeden ersten Donnerstag im Monat zu einem gemeinsamen Dinner. Tauscht euch aus, vernetzt euch intensiver und genießt einen wundervollen Abend zusammen. Egal, ob du bereits erfahren bist oder gerade erst in die Coaching-Welt eintauchst – hier bist du willkommen! Gemeinsam können wir wachsen, voneinander lernen und ein Netzwerk schaffen, das uns alle bereichert. 💛 **Beitrag** Zur Unterstützung der Organisation und zur Deckung der Plattformkosten freue ich mich über eine kleine Spende: → gerne **5 €** Bitte sende deinen Beitrag via **PayPal an magalhda@yahoo.de** mit dem Betreff **„Coach Dinner + Datum des Events“**. Sobald er eingegangen ist, ist dein Platz gesichert und ich übernehme die Restaurantreservierung. Ich freue mich auf dich! 💛 **Daniela** Mach mit und sei Teil von *Coach Connect*!

Join us for the **Berlin DevOps Summer Meetup**: our last edition before the summer break! We're excited to be hosted by **Parloa** for an evening of interesting talks, discussions, and networking. There will be food and drinks provided, and plenty of time to connect with fellow DevOps enthusiasts. **📌 Please register at least 24 hours before the event.** We need to share the attendee list with the Parloa office in advance, and **spots are limited**. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Agenda** 18:30 Open Doors, Networking with Food and Drinks 19:00 Welcome words by Parloa and BLN DevOps team 19:25 **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** 19:50 **The Pipeline Was Green — AI Agents and CI Trust** 20:15 Short Break 20:30 **Managing Uninvited Guests: Securing Open Source Dependencies** 20:55 Networking 21:30 Closing ➡️ Interested in hosting an event? Fill out our [Call for Hosts](https://docs.google.com/forms/d/e/1FAIpQLScBpga8Yp-QAQt2lGskZWOThaKyQ_MbMbZaNcklgeXxqr5Vrg/viewform?usp=sf_link) and let's set up a meeting. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- *Christoph Ebeling* **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** What does it look like to run 30+ microservices, 8 databases, and a Kafka cluster almost entirely through AI agents? This talk walks through a practical demo of automating the full SRE lifecycle: from incident investigation to deployment validation, using Grafana MCP and the GitLab Agent Platform, and where humans still need to stay in the loop. *Serhii Vasylenko* **The Pipeline Was Green — AI Agents and CI Trust** We’ve spent years building CI/CD pipelines that tell us when code is "technically correct," but are they capable of telling an autonomous AI agent if a change is safe to apply? This talk explores a real-world incident where an AI-powered automation -- pairing Renovate with Claude Code -- successfully executed a "green" pipeline that broke a critical QA cluster for three days, how the team reacted, and how we evolved our vision toward the future of human-agentic collaboration with code. *Frithjof Hoffmann* **Managing Uninvited Guests: Securing Open Source Dependencies** Open source software is the ultimate neighborhood party, but what happens when an uninvited guest slips through the door? This talk digs into the messy reality of dependency hell and its role in software supply chain security: from typosquatting attacks to maintainer account takeovers, and the abandoned projects with known CVEs quietly living in your codebase rent-free.

We're helping spread the word about the upcoming Berlin FinOps Foundation Meetup and would love to see more of our Meetup community there. Please note: **registration is handled by the FinOps Foundation**, not through Meetup. Secure your spot here: [https://community.finops.org/event/berlin-finops-foundation-meetup-july](https://community.finops.org/event/berlin-finops-foundation-meetup-july) The event brings together FinOps practitioners, cloud cost leaders, and community members for networking and knowledge sharing. If you're interested in FinOps, cloud financial management, or connecting with peers in the Berlin area, this is a great opportunity to join the conversation. We're also excited that Henrique Amorim, who recently started as the FinOps Foundation's EMEA Community Lead, will be joining this event. Henrique is eager to connect with the community, share ideas, and discuss the future of the FinOps community across Europe. Bring your questions, feedback, and thoughts on where the community should go next. Register via the FinOps Foundation event page above and we'll see you there.

**Join us for a hands-on AI prototyping afternoon at The Delta Campus.** Bring your laptop, bring an idea - and spend a few hours **building a first prototype together with other founders**, builders, and curious **AI users**. We’ll give a short intro into **vibe coding and AI prototyping**: which tools to use, how to structure your idea, how to prompt better. After that: **hands-on building**, testing, troubleshooting, and **exchanging ideas in the room**. Coffee, tea, water are on us! This event is also a **warm-up for our next AI Accelerator cohort starting in September**. We’ll briefly share what the program is about, who it is for, and how it helps startups & small businesses use AI in their daily work. **Details** 📍 Location: The Delta Campus 📅 Date: 2 July ⏰ Time: 10:00–13:00 💻 Bring: Your laptop + ideally one idea you want to prototype **Agenda** **10:00 – Welcome & short intro // AI Accelerator Cohort 2 info** AI prototyping, vibe coding, tools, prompts, and setup. **10:30 – Build session** Work on your own idea with guidance, troubleshooting, and feedback. **12:30 – Optional sharing & exchange** Show what you built, ask questions, or get feedback. Come with an idea. Leave with a first version. 🚀

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

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

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.

Topic to be announced. **CALL FOR SPEAKERS** Learn more: 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/ **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

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm