Information Architecture

From APIs to Agents: Control, Identity, and What Breaks Along the Way Most of what we've built over the last \~15–20 years assumes a static frame of reference: Apps talk to services over APIs. You know who's calling what, you can stick a gateway in front of it, apply some policy, and move on. Agents don't really fit that model. They don't just call an API and return. They decide what to do, call a tool, look at the result, call something else, maybe involve another agent, loop through an LLM a few times… all the while, doing onbehalf of the user, with permissions that aren't always obvious. It's not always clear who is actually doing something. It's not obvious what the full execution path looks like. And the access control models we're used to — user → service, service → service fall part. We'll dig into what actually breaks when you start wiring agents into real systems, especially around identity and access control. Things like: \- how \(or if\) you assign identity to an agent \- what it means for an agent to act "on behalf of" someone \- how you enforce policy when the flow isn't predefined \- and how you get any kind of visibility into what just happened We'll also look at some of the patterns starting to emerge: agents talking to other agents, tools being invoked dynamically, and why a mediation layer (ie, agentgateway) must be built from the ground up with this in mind. \-\-\-\-\-\- Speaker \-\-\-\-\-\- Christian Posta (Solo.io) Christian is a globally recognized expert in cloud-native architecture, service mesh, and distributed systems. As Global Field CTO at Solo.io, he works with enterprises to design and implement next-generation platforms—and is now at the forefront of AI-native infrastructure and agent systems. \-\-\-\-\-\- Who should attend? \-\-\-\-\-\- This meetup is for people who are building or thinking about the next generation of enterprise systems: Platform engineers and architects, Cloud-native practitioners, AI engineers working with agents and LLMs, Anyone exploring how AI changes system design \-\-\-\-\-\- How to join \-\-\-\-\-\-\- This time, the meetup will be in the premises of Riverty in Kantstrasse 17, Berlin (4th Floor of Living Berlin mall). Riverty will provide pizza and drinks. Please bring your ID as you will need to sign an NDA (we are a regulated entity).

Riverty Tech Night in collaboration with KI Park and cloud ahead Most of what we've built over the last \~15–20 years assumes a static frame of reference: Apps talk to services over APIs. You know who's calling what, you can stick a gateway in front of it, apply some policy, and move on. Agents don't really fit that model. They don't just call an API and return. They decide what to do, call a tool, look at the result, call something else, maybe involve another agent, loop through an LLM a few times… all the while, doing onbehalf of the user, with permissions that aren't always obvious. It's not always clear who is actually doing something. It's not obvious what the full execution path looks like. And the access control models we're used to — user → service, service → service fall part. We'll dig into what actually breaks when you start wiring agents into real systems, especially around identity and access control. Things like: \- how \(or if\) you assign identity to an agent \- what it means for an agent to act "on behalf of" someone \- how you enforce policy when the flow isn't predefined \- and how you get any kind of visibility into what just happened We'll also look at some of the patterns starting to emerge: agents talking to other agents, tools being invoked dynamically, and why a mediation layer (ie, agentgateway) must be built from the ground up with this in mind. \-\-\-\-\-\- Speaker \-\-\-\-\-\- Christian Posta ([Solo.io](http://solo.io/)) Christian is a globally recognized expert in cloud-native architecture, service mesh, and distributed systems. As Global Field CTO at [Solo.io,](http://solo.io,/) he works with enterprises to design and implement next-generation platforms—and is now at the forefront of AI-native infrastructure and agent systems. \-\-\-\-\-\- Who should attend? \-\-\-\-\-\- This meetup is for people who are building or thinking about the next generation of enterprise systems: Platform engineers and architects, Cloud-native practitioners, AI engineers working with agents and LLMs, Anyone exploring how AI changes system design \-\-\-\-\-\- How to join \-\-\-\-\-\-\- This time, the meetup will be in the premises of Riverty in Kantstrasse 17, Berlin (4th Floor of Living Berlin mall). Riverty will provide pizza and drinks. Please bring your ID as you will need to sign an NDA (we are a regulated entity).

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

**Das fünfte Treffen** Wir lieben Romane! Wir diskutieren alle vier bis sechs Wochen im Prenzlauer Berg-Café en passant über ein Buch, das wir gelesen haben. Unseren Lesestoff wählen wir demokratisch aus. Bestseller, Geheimtipp oder Lieblingsbuch – wir entscheiden bei unseren Treffen gemeinsam, welchen Titel wir für den nächsten Monat auf die Agenda nehmen. Die Teilnahme ist auf 12 Personen begrenzt, weil sich in einem größeren Kreis leider nicht gut diskutieren lässt. Und hier das Buch für's nächste Treffen. **Annie Ernaux, DER PLATZ** Ihr Vater stirbt und Annie Ernaux schreibt über sein Leben: Um die Jahrhundertwende geboren, musste er früh von der Schule abgehen, war Bauer und dann bis zum Tod Besitzer eines kleinen Lebensmittelladens. Annie Ernaux erzählt in ihrem schmalen Buch von bescheidenem Wohlstand und der Angst vor dem Abstieg, ihrer eigenen Flucht aus dem Kleine-Leute-Milieu. Durch ihre Ehe mit einem Intellektuellen und ihrem Beruf als Lehrerin war sie im Mittelstand angekommen. Die Lebensumstände der Eltern befremdeten sie mehr und mehr. Genau das weckte ihre Skepsis. Sie wollte verstehen, woher sie kommt und beschreibt das elterliche Milieu und ihre Gefühle mit größter Klarheit, schonungslos und radikal offen.

**⚠️ IMPORTANT: REGISTRATION MANDATORY ⚠️** Registration on **Luma** is **REQUIRED** to attend this event. **Link: https://luma.com/7zfk3orp?utm_source=meetup** Your registration is subject to host approval. You must complete the registration process on lu.ma to receive the full event location details and confirmation of your attendance. **Please note: Without approved registration on Luma, you will NOT be able to access the event location or attend.** We are excited to host a **BLISS x juna.ai workshop** featuring **Dr. Nima Siboni (senior RL Engineer)**, who will guide us through an interactive session on algorithm discovery with LLMs. **​​​ Title: The Heuristic Scientist: Open-Ended Algorithm Discovery with LLMs** **📅 Date: 03.06.2026** **🕕 Time: 18:00** 📍 Location: TU Berlin Marchstrasse 23 [Room 0.011] ​​​The session will last around 2 hours, followed by a networking session with juna.ai and fellow AI enthusiasts (and free pizza!🍕). Bring your laptop! **​Abstract:** Large language models are increasingly useful not only for writing code, but for exploring the space of possible algorithms. In this hands-on workshop, we will look at how LLMs can act as “heuristic scientists”: generating candidate strategies, turning ideas into executable code, testing them against concrete objectives, and refining them through feedback. The workshop centers on the general discovery loop behind LLM-assisted heuristic generation. Participants will learn how to structure problems for algorithm discovery, prompt models to propose interpretable heuristics, evaluate those heuristics with simulations or benchmarks, and use the results to guide further search. We will also discuss when simple prompting is enough, when training or fine-tuning may help, and how to keep generated heuristics understandable, testable, and auditable. ​By the end of the session, participants will have built a small discovery loop of their own and will understand the practical trade-offs involved in using LLMs for open-ended algorithm discovery: creativity versus control, exploration versus verification, and automation versus human judgment. ​ **⚡ FINAL REMINDER ⚡** **You MUST register and be approved on Luma to attend. The event location will only be visible after your registration is confirmed by the host. Link: https://luma.com/7zfk3orp?utm_source=meetup** *** We are **BLISS e.V.**, Berlin’s AI community connecting like-minded individuals passionate about machine learning and data science. Our **BLISS Workshops** connect **students and young professionals with industry partners**, offering an inside look into **how machine learning is applied in real-world settings** \- from research and development to deployment\. ​ ​​​BLISS Website:[ https://bliss.berlin](https://bliss.berlin/?utm_source=luma) ​​​BLISS Youtube:[ https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin?utm_source=luma)

**This is 100% non-profit. The 15€ sign up fee for everyone is only to minimize last-minute cancellations. The total sum goes to a bar-tap that everyone can use to order drinks until the amount is used up. ‼️NO REFUNDS‼️** **‼️Please don't just show up without RSVPing here and paying the 15€. We have a separate room that has limited capacity and a specific drinks agreement with the bar - so splitting up the bill won't become a mess.‼️** **Small update on how your money get's used from May 2024 onwards:** As of this month, meetup.com has started charging me 34€ instead of 16€ per month. I've decided to distribute this fee evenly among all us participants every month. Example: In the last 12 meetups, the average number of attendees was 17. With 17 attendees I would effectively collect 230€ (after fees). I would now substract 34€ leaving us with 196€ that go to the bar. 15% get's tipped to the wait staff, in this case 30€, leaving us with 166€ effectively to order drinks. Hope everyone is cool with this system. :) Website: https://www.pberg-engineers.me WhatsApp groups: Please come and join us on WhatsApp! \- "PBerg Engineers \- NEWS" \- Only organizers can post announcements or polls \-\> https://chat\.whatsapp\.com/EqMJMmlCZO6LOOfAoG4yTj \- "PBerg Engineers \- DISCUSS" \- Everyone can post \-\> https://chat\.whatsapp\.com/LPuo76J83gF6IZMLUcM4u2 Please join those groups now if you're interested. :) All skill/education-levels welcome! :) Lightning Talks: \- TBD We'll also have a brief "Jobs: Lost & Found section". **Location:** From the street you will have to enter the right hand Cafe Chagall (yes, there are 2). Then, you go upstairs and our private room is in the far end corner of the building. We are a relaxed, non-formal meetup of like-minded software engineers who want to always keep learning and want to meet in physical reality over a drink or two. Prenzlauer Berg, Berlin is home to some of the most talented software engineers in the world, and every month, they come together for an exciting knowledge sharing meetup. This meetup is a chance for attendees to learn from each other, share their experiences, and gain new insights into the world of software engineering. The atmosphere is friendly and welcoming, and the discussions are always engaging and thought-provoking. Whether you're a seasoned veteran or just starting out in your career, you'll find something valuable at this meetup. Don't miss out on your chance to connect with like-minded professionals and advance your knowledge of software engineering. Sign up for the next event now! **Website:** https://www.pberg-engineers.me **WhatsApp groups:** Please come and join us on WhatsApp! \- "PBerg Engineers \- NEWS" \- Only organizers can post announcements or polls \-\> [https://chat.whatsapp.com/EqMJMmlCZO6LOOfAoG4yTj](https://chat.whatsapp.com/EqMJMmlCZO6LOOfAoG4yTj) \- "PBerg Engineers \- DISCUSS" \- Everyone can post \-\> [https://chat.whatsapp.com/LPuo76J83gF6IZMLUcM4u2](https://chat.whatsapp.com/LPuo76J83gF6IZMLUcM4u2) Please join those groups now if you're interested. :)

Wissen verändert die Welt. Mach Mit! Wir treffen uns alle zwei Wochen zum lockeren Austausch und gemeinsamen Arbeiten. Im Wechsel am 1. Mittwoch des Monats in der Geschäftsstelle von Wikimedia Deutschland und am 3. Mittwoch des Monats in unserem Communityraum in der Köpenicker Straße in Berlin-Mitte. Interessierte Frauen\* sind herzlich eingeladen, uns zu besuchen und mehr über das Schreiben und die Regeln in Wikipedia herauszufinden. Erfahre bei unserer Veranstaltung, wie Wikipedia und ihre Schwesterprojekte funktionieren, lerne wie du selbst mitschreiben kannst und finde heraus, welche Artikel zu deinen Lieblingsthemen noch fehlen. Oder vielleicht interessierst Du Dich für Fotografie und würdest gerne mehr über die Commons-Lizenzen und die Mitarbeit an der Bilddatenbank Wikimedia Commons erfahren? Auch dann bist Du herzlich Willkommen! 🕖 Termine: jeden 1. und 3. Mittwoch des Monats ab 18.30 Uhr ℹ️ Aktuelle Termine: [https://w.wiki/tv](https://w.wiki/tv) Mehr Informationen: [WomenEdit-Seite](https://de.wikipedia.org/wiki/Wikipedia:WomenEdit/Treffen_(Berlin)) Die Teilnahme ist kostenfrei. Schreib uns eine PM, falls Du Rückfragen hast. P. S.: Wir bewerben das Event nicht nur hier. Im Schnitt sind wir 6-10 Teilnehmerinnen, also nicht wundern, wenn hier keine hohen Teilnahmezahlen stehen.

Lasst uns wieder austauschen im Cielo Restaurant diesen Samstag um 18 Uhr :) Ich freue mich auf euch :) Lenbachstraße 7, 10245 Berlin

Hi Everyone, we are very excited to announce our first 2026 OpenSearch Project Berlin meetup on **Friday June 5th** **Agenda** **6:30pm Start** (Drinks and snacks will be provided) **6:45pm Intro by Kris Freedain** **7:15pm Break** (Drinks and Snacks) **7:35pm Nils Bandener** \- Non\-Obvious Things to Know When Coding in OpenSearch **7:55pm** Guest speaker **8:30pm Networking** **9:00pm Close.**

**If the event is fully booked, feel free to join us at the meeting point.** 🇬🇧 Discover a different side of Berlin on this 2-hour photo walk through **Moabit** – a district full of overlooked architecture, hidden courtyards, and layers of urban history. We will explore former industrial sites, residential blocks, and in-between spaces that often go unnoticed – capturing not only how the city looks, but how it has evolved over time. Bring your camera or smartphone and develop your own way of seeing urban spaces. No experience needed – we’ll experiment together with observation, perspective, and composition. **Date:** 07.06.2026 **Time:** 12:00 – 14:00 **Meeting Point:** in front of the Heilandskirche https://de.wikipedia.org/wiki/Heilandskirche_(Berlin) **Participation & Contribution:** Everyone is welcome to join. I appreciate a voluntary donation (5-15 €) to support future photo walks. **Suggested contribution:** €10 (optional). **Route & Highlights (2 hours):** * Moabit streets & residential blocks – urban structure & repetition * Hidden courtyards – spatial depth & human scale * Former industrial and commercial buildings – traces of history * Transitional spaces – old vs. new, visible change **Focus:** * Observing overlooked details * Urban layers & architectural contrast * Light, textures, and composition * Developing your personal perspective **About Me:** Hi, I’m Julia ([@worldflaneur](https://www.instagram.com/worldflaneur)). With a background in architecture and photo editing, I guide participants to see and photograph urban spaces in new ways – focusing not only on buildings, but on the stories and layers behind them. If you want to follow future walks and urban observations, you can subscribe here: [https://denkmallab.substack.com/](https://denkmallab.substack.com/) 🇩🇪 Entdecke eine andere Seite Berlins auf diesem 2-stündigen Foto-Walk durch **Moabit** – ein Stadtteil voller übersehener Architektur, versteckter Hinterhöfe und urbaner Schichten. Wir erkunden ehemalige Gewerbe- und Industrieorte, Wohnblöcke und Zwischenräume, die oft unbeachtet bleiben – und halten nicht nur fest, wie die Stadt aussieht, sondern auch, wie sie sich verändert hat. Bring deine Kamera oder dein Smartphone mit und entwickle deinen eigenen Blick auf urbane Räume. Keine Vorerfahrung nötig – wir experimentieren gemeinsam mit Beobachtung, Perspektive und Komposition **Datum:** 07.06.2026 **Uhrzeit:** 12:00 – 14:00 **Treffpunkt:** am Eingang der Heilandskirche https://de.wikipedia.org/wiki/Heilandskirche_(Berlin) **Teilnahme & Beitrag:** Die Teilnahme ist offen für alle. Wer möchte, kann die Walks mit einer freiwilligen Spende (5-15 €) unterstützen. **Empfohlener Beitrag:** 10 € (optional). **Route & Highlights (2 Stunden):** * Straßen & Wohnblöcke in Moabit – Struktur & Wiederholung * Versteckte Hinterhöfe – räumliche Tiefe & Maßstab * Ehemalige Gewerbe- und Industriebauten – Spuren der Geschichte * Übergangsräume – Alt vs. Neu **Fokus:** * Übersehenes entdecken * Urbane Schichten & Kontraste * Licht, Texturen & Komposition * Eigene Perspektive entwickeln **Über mich:** Hi, ich bin Julia ([@worldflaneur](https://www.instagram.com/worldflaneur)). Mit Hintergrund in Architektur und Bildredaktion zeige ich, wie man urbane Räume neu wahrnimmt und fotografiert – nicht nur Gebäude, sondern auch ihre Geschichten und Schichten. Wenn du zukünftige Walks und urbane Beobachtungen verfolgen möchtest, kannst du dich hier anmelden: [https://denkmallab.substack.com/](https://denkmallab.substack.com/)

An opening of an art exhibition is a nice occasion to catch up and hang out. No agenda, just art, wine and chat. *** KIT Berlin ([@kitstudioartspace](https://www.instagram.com/kitstudioartspace)) invites you to an exhibition of paintings by Wiola Stankiewicz [@wiola_stankiewicz](https://www.instagram.com/wiola_stankiewicz/) “Now it Makes Sense, Isn’t It?” and a musical performance by Antonio Bastos [@antonio__bastos](https://www.instagram.com/antonio__bastos/) Now It Makes Sense, Isn’t It? continues the “Emotional Algorithm” project — a series of paintings built from intuitively selected screenshots, private photographs, and images found online. The images are combined like an emotional bajaderka (a Polish layered dessert traditionally made from mixed leftovers, fragments, and combined remains) — sometimes through color, contrast, or an unexplainable feeling that they simply belong together. The works explore screen aesthetics and digital ways of perceiving images. Meaning often appears only later. And sometimes not at all. Wiola Stankiewicz is a visual artist born in Elbląg, Poland, currently living and working in Coimbra, Portugal. Her practice focuses on painting, collage, and assemblage, using mixed media techniques and experimental material processes. Working with icons of popular culture, landscapes, found images, and photographs from her personal archive, Stankiewicz builds a coherent and autonomous visual language based on intuition and process. Her works function as images of an open character, in which meaning emerges from the relationships between image, material, and gesture. Antonio Bastos turns vulnerability into stage, community into sound and instinct into creation. From electronics to tradition, from improvised lyrics to shared movement, his music is born live and unfolds into a visual, emotional experience. With dozens of releases and festival shows, he was awarded People’s Choice at the IPMA (USA), blending performance with community creation — involving choirs, schools and local groups of all ages. Each concert is a seed sown in the territory, where the audience also becomes creator.

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.

We invite you to our [Digitale Leute Meetup in Berlin powered by SAP](https://www.eventbrite.de/e/dl-meetup-12-powered-by-sap-berlin-tickets-1987405580591?aff=oddtdtcreator). Look forward to inspiring talks and Q&A sessions. Get your free ticket [here](https://www.eventbrite.de/e/dl-meetup-12-powered-by-sap-berlin-tickets-1987405580591?aff=oddtdtcreator) *** The Digitale Leute Meetup is an event series organized by *Digitale Leute*. **Invitation** We invite you to join us for our second meetup this year on June 4th at SAP in Berlin! We just celebrated the successful restart of our event series in Cologne with over 100 participants, and we cannot wait to dive deep into the Berlin product builders community. Look forward to leading professionals from product, engineering, and UX/design, sharing their best practices and discussing trends and topics with you the community. We are still early in our planning, but expect the first speaker announcements soon. Join us for an evening of networking, fueled by drinks and bites – just bring your ideas and your colleagues! **Schedule** 06:30 PM - Doors open 07:00 PM - Welcome by Christoph Bresler, Founder of Digitale Leute School 07:05 PM - Welcome by SAP & Moderation by Thomas Riedel 07:10 PM - DL Interview: **Mareike Dorra**, Head of Product Management Bootcamps at Digitale Leute School (ex-Zalando) will interview **Jan Hegewald**, VP Engineering at Rabot Energy (ex-SumUp, -Zalando, -Idealo) about the rise of Product Engineering. AI is changing how software is built. In this conversation, Mareike Dorra and Jan Hegewald explore why the focus is shifting from software development to product development—and how engineers, through product thinking, new tools, and closer collaboration with product managers, are evolving into “product engineers.” 07:40 PM - Questions & Answers 08:00 PM - Networking 08:55 PM - Wrap up of the meetup **Good to know** In addition to our meetup, we bring together over 1,000 product builders in Cologne every November at our international software product development conference, the Digitale Leute Summit. Speakers in 2026 include representatives from Atlassian, Google DeepMind, Zendesk, sevdesk, and many more. You can find more information here: [Digitale Leute Summit 2026](https://www.digitale-leute.de/summit/26/ "https://www.digitale-leute.de/summit/26/") **About Digitale Leute** Digitale Leute has always been about one thing: bringing together the people who shape digital products. The thinkers, the builders, the ones who care deeply about how technology is made and why it matters. Over the years, our community has grown – but we’ve missed the magic that only happens when you’re in the same room, sharing ideas, swapping stories, and sparking conversations that no Slack channel can replicate. So we decided: it’s time to bring our meetups back. **About SAP in Berlin** Located in the heart of European innovation, [SAP in Berlin](https://www.sap.com/germany/about/berlin.html "https://www.sap.com/germany/about/berlin.html") combines the power of a global company with the strength of a unique local ecosystem – we attract talent, shape SAP‘s image as a front-runner of innovation, and foster our position as market leader for enterprise application software in Berlin. Our location in Berlin offers a perfect meeting point for innovators and decision makers, while we stay on top of software trends and technologies to define their value for business and society.

**⭐ DOORS OPEN AT 19:30. PLEASE ARRIVE BEFORE 8PM! ⭐** The Creative Code Stammtisch is a casual show-and-tell for artists, makers, designers, coders, performers, learners and anyone interested in the use of computing skills for artistic expression. The event is free and open to all, regardless of age, origin, gender or experience. Beginners and first-timers should feel especially welcome! You don't have to be a coder yourself 😃 HOW TO FIND US? Find Prachtsaal Studio by crossing the courtyard next to Cafe Augusta on Jonasstr. 22, 12053 Berlin. WHAT SHOULD I EXPECT? We start with quick introductions, then open the floor to anyone who wants to present something. There are usually around six 10-minute slots available, plus time for questions from the audience. First-timers are encouraged to share their work. Topics range from net art to computational design and interactive installations all the way to wearable electronics or generative poetry. If you’re wondering whether your own project might fit, take a look at the [Stammtisch archive](https://creativecodeberlin.github.io/Stammtisch/) to see what others have shared in the past. This event is *not* just for coders! New-media artists and anyone working with technology in their art are very welcome to share. If you enjoy art and/or technology, you’ll likely have a great time, and maybe even learn something new! BEGINNERS WELCOME! If you’re new to creative coding, you can find beginner-friendly resources at [creativecode.berlin/learn](https://creativecode.berlin/learn). THIS IS YOUR SPACE We do our best to create a welcoming environment for all people regardless of race, ethnicity, color, religion, gender identity, sexual orientation, national origin, age, disability, or genetics. People from group generally underrepresented in open-source, art, and technology fields are warmly encouraged to come by. And if you know someone who might enjoy this meetup but isn’t sure it’s for them, let them know they’ll be welcome! SAFE SPACE POLICY We support the Berlin Code of Conduct: [berlincodeofconduct.org](http://berlincodeofconduct.org/) Please read and make sure you agree with its content. ACCESSIBILITY Prachtsaal Studio is located on an easy to access ground floor. We're very sorry to say that the bathrooms are not wheelchair accessible yet. DO I NEED TO SPEAK GERMAN? We speak mostly English so international guests are more than welcome! Our team also speaks French, Italian, Spanish, Dutch, Finnish and German... though language availability may vary depending on which organizers are present :) CONTACT Raphaël de Courville team@creativecode.berlin +49 (0) 176 70070572 or get in touch via [creativecode.berlin](https://creativecode.berlin/) *** The featured artwork of the month is by [aBe](https://hamoid.com). We'd love to feature your work on the cover for the next Stammtisch! Please send an image at team@creativecode.berlin

Join the local UX community for our casual monthly breakfast event. We're exploring the West Side this month with a member suggestion –those are always welcome. Thanks to the team at Nationwide for supporting the group!

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

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/