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Yes! Check out information architecture events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the information architecture events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Information Architecture Events Today
Join in-person Information Architecture events happening right now
Neurodivergent Creative Sharing Circle - ZINE Making
Join us for a creative gathering for neurodivergent people, including those with autism, ADHD, AuDHD, dyslexia, and similar neurodivergences.
**At this edition of the Creative Sharing Circle we want to show you how to fold zines**.
We will show you how to fill paper with text, drawings and collage. The **content can be political, fun or introspective**. Zines are a great accessible way to communicate something meaningful you‘d like to share with the world. **Zine culture is intimately intertwined with liberation movements of marginalized people.** Let‘s keep it alive and enrich it with **neurodivergent perspectives.**
We will provide some arts and crafts equipments but feel free to bring your own arts and craft tools if you want to do your own project. The facilitators will also guide you on how to create zine and how to use the arts and craft material.
**The event is free and there will be no donation box at the event, but your support is very much welcomed Donation Link: [Ko-fi](https://ko-fi.com/neurodivergentberlin)**
**Where:** PopUp Gruppenraum 2 at Amerika Gedenkbibliothek
**Facilitators:**
[Agnieszka Błaszczak ](https://www.instagram.com/foxyberlin21/)(Aga), a multimedia artist, and [Cosmo](cosmo@kritische-maennlichkeit.com) (Visual Anthropologist).
**Important Notes:**
* If you can’t attend, please edit your RSVP to give the spot to others people.
* The community is run by neurodivergent volunteers, so please help us create a positive experience.
* Bring sensory tools (headphones, stimming toys, etc.), and we will have some available.
* A quiet corner will be provided for breaks.
* This event is for late-diagnosed adults (18+). For children’s events, a parent or guardian must be present.
See you there!
14. Flow Game Salon 🌀
\*\*\* English below \*\*\*
### Einladung
**Du bringst die Frage**
**Das Spiel bringt die Klarheit**
**Wir halten den Raum**
Du bist herzlich eingeladen, gemeinsam mit anderen einen achtsam gestalteten Raum für tiefgehende Fragen und persönliche Klärung zu betreten. Der Flow Game Salon bietet dir die Gelegenheit, mit einer für dich bedeutungsvollen Frage präsent zu sein – und im Kreis neue Perspektiven und Resonanz zu erleben. Das Flow Game ist ein dialogisches Reflexionsspiel, das dich einlädt, innezuhalten, zuzuhören und Impulse für das zu empfangen, was in deinem Leben gerade zählt. Keine Vorkenntnisse erforderlich!
**Ort:** Facilitation Academy, Wilhelmshavener Street. 18, 10551 Berlin
**Sprache:** Meist Deutsch oder Englisch (wir passen uns an, nach Bedarf)
**Spendenbasis:** 20–50 € pro Person inkl. Hosting, Vorbereitung, Raum und Snacks (Empfehlung)
### 🕒 Ablauf (ca.)
* **15:45 – 16:00** – Ankommen
* **16:00 – 16:45** – Check-in-Fragen & Café
* **16:45 – 19:30** – Flow Game spielen (im Kreis oder in Kleingruppen)
* **19:30 – 20:00** – Reflexion & gemeinsamer Abschluss
### Praktisches
* Komme gern in bequemer Kleidung – wir sitzen und bewegen uns vielleicht leicht im Raum.
* Es gibt Tee, Kaffee, Wasser und kleine Snacks. Wenn du etwas Besonderes mitbringen oder teilen möchtest, sehr gerne!
* Wir sind ein wechselnder Kreis von Gastgeber:innen aus dem Berliner Flow Game Netzwerk. Die jeweils anwesenden Hosts bestätigen ihre Teilnahme im jeweiligen Event.
* Je nach Gruppengröße spielen wir in einem gemeinsamen Kreis oder in parallelen Gruppen in verschiedenen Räumen.
Wir freuen uns auf dich – und deine Frage. Jede Perspektive bereichert den Kreis, unabhängig von deiner bisherigen Erfahrung mit dem Flow Game.
Herzlich,
das Flow Game Salon Team
**\*\*\* english Version \*\*\***
**Invitation**
**You bring the question**
**The game brings the clarity**
**We hold the space**
You are invited to join others in a mindfully designed space for deep questions and personal clarification. The Flow Game Salon offers you the opportunity to be present with a question that is meaningful to you - and to experience new perspectives and resonance in the circle. The Flow Game is a dialogical reflection game that invites you to pause, listen and receive impulses for what matters in your life right now. No previous knowledge required!
Location: Facilitation Academy, Wilhelmshavener Street. 18, 10551 Berlin
Language: Mostly German or English (we adapt as needed)
Donation basis: 20-50 € per person incl. hosting, preparation, room and snacks (recommended)
**Schedule (approx.)**
15:45 - 16:00 - Arrival
16:00 - 16:45 - Check-in questions & café
16:45 - 19:30 - Play flow game (in a circle or in small groups)
19:30 - 20:00 - Reflection & closing together
**Practical**
* Come in comfortable clothes - we may sit and move around the room slightly.
* There will be tea, coffee, water and snacks. If you would like to bring or share something special, please feel free!
* We are a rotating group of hosts from the Berlin Flow Game network. The hosts present confirm their participation in the respective event.
We look forward to hearing from you - and your question. Every perspective enriches the circle, regardless of your previous experience with the Flow Game.
Sincerely,
the Flow Game Salon Team
Writers (Feedback) Session
**Open Platform for Writers to connect, share & grow. Together.**
We create a safe space to be creative, connect through writing and give and receive feedback from each other.
Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends.
Writers (Feedback) Session
**Open Platform for Writers to connect, share & grow. Together.**
We create a safe space to be creative, connect through writing and give and receive feedback from each other.
Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends.
...for more info check out www.dna-artclub.com / follow us on IG: @nightart.club
See You soon :)
Love.
DNA.
***
\*Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR.
\*\*By entering the DNA. ART HOUSE, You agree to comply with the Hausordnung of Dair Night Art e.V. and Geschäftsordnung of Dair Night Art e.V. Please ensure You review these documents thoroughly in advance.en
Wet Chickens Comedy Open Mic
Welcome to Wet Chickens Comedy -
The CREATIVE Open Mic that isn't like any other Open Mic!
Comedians aren't allowed to use any old material - NEW JOKES ONLY!
And in case they do old jokes. they will get wet, because the host will spray them with a toy water pistole!*
*or with something else, but we will!
When?
Every Monday from 8PM
Where?
Agata Bar, Weichselstr. 55 in Berlin, Neukölln
How much?
Its FREE, just get you a reservation, because they might be SOLD OUT soon
Doors: 19:30
Show: 20:00
*Reservations are only kept until 19:50, so please arrive before that for assured seating.
Offener Leseabend
## Wo & Wann?
**JEDEN MONTAG** findet die offene Lesebühne des Autorenforums Berlin statt (außer an Feiertagen)
**BEGINN**: 20:00 Uhr
**ANMELDUNG zum Lesen: ab 19:30 Uhr**
beim Moderator des Abends – siehe [Termine](http://autorenforum-berlin.de/wordpress/termine/);
Die Teilnahme an der Veranstaltung ist kostenlos.
**SCHWARTZSCHE VILLA**
**Großer Salon**
Direkt am S/U Rathaus Steglitz
Grunewaldstr. 55
Der offene Leseabend stellt das Herzstück des Autorenforums e.V. dar. Er steht nicht nur Mitgliedern, sondern grundsätzlich jedem Autor und jeder Autorin offen, der gerne einen unveröffentlichten Text vor Publikum präsentieren möchte. Auch Kritik kann jedermann üben. Wer lieber zuhören möchte, kann einfach am Montagabend um 20.00 in der Schwartzschen Villa erscheinen. Für Lesewillige gilt die unten stehende ausführliche Information (mündliche Anmeldung ab 19:30 Uhr).
*Unfortunately at the moment, it's only possible to present German texts. Unpublished texts that are already translated into German are highly welcome!*
## Was erwartet Sie?
Im Großen Salon der Schwartzsche Villa treffen Sie auf einen Kreis von Literaturbegeisterten, die Ihrem Text eine ernsthafte und fundierte Kritik spenden. Das Publikum wechselt. Es ist gemischt, geeint durch das Interesse an Texten.
Die Autorinnen und Autoren des Abends lesen aus ihren bislang unveröffentlichten Kurzgeschichten, lyrischen Texten, Erzählungen, Romanen, manchmal auch aus Theaterstücken. Die Autoren stellen nicht sich selbst, sondern ihre Texte der Kritik.
Wir verstehen uns als Arbeitsbühne. Deshalb wird bei uns nach den Lesungen nicht geklatscht.
Die Texte werden nach der Lesung des Autors auf handwerkliche Stärken und Schwächen „abgeklopft“. Es geht im Forum daher nicht um weltanschauliche Debatten. Im Idealfall hat der Autor/die Autorin nach einer Lesung und der Kritik verstanden, wo die Stärken und Schwächen seines Textes liegen, woran es seinem Text noch fehlt, was er ändern sollte und wo er bei seiner Überarbeitung ansetzen kann.
Der Abend endet gegen 22.00. Im Anschluss können Sie mit den Autoren im Café der Schwartzschen Villa noch ins Gespräch kommen und manches aus dem Literaturbetrieb erfahren. Wir sind im Kontakt auch mit namhaften Vertretern desselben.
Also – nicht gleich verschwinden! Dranbleiben.
Reden Sie mit den Forumianern!
## Sie möchten selbst lesen?
Wenn Sie selbst im Autorenforum lesen wollen, gibt es einige Dinge zu beachten. Wir bitten Sie sehr herzlich, sich mindestens einmal vor Ihrer ersten Lesung bei uns mit unseren Gegebenheiten vertraut zu machen. Ihren Lesewunsch können Sie dann ab 19.30 Uhr (Einlass) bei der Moderatorin oder dem Moderator eines Leseabends anmelden.
**Wir weisen ausdrücklich daraufhin, dass über die Annahme und Reihenfolge der Lesungen die jeweiligen Moderatoren entscheiden und es NICHT zwingend nach der Reihenfolge der Anmeldungen geht!**
In der Regel reicht die Zeit nur für drei Autoren je Abend und die Nachfrage ist oft recht hoch. Falls Sie einen lyrischen Text vortragen möchten, bringen Sie bitte mindestens 10 (zehn) Kopien mit, damit Ihr Publikum mitlesen kann. Die Kopien erhalten Sie selbstverständlich zurück.
# Wie üben wir Textkritik?
Nach der Idee von Maik Turni
## **Anschleichen**
**Wie wirkt der Text auf mich?** (Keine Angst vor Adjektiven! )
**Was habe ich gehört?** (Zusammenfassung (Nacherzählung))
**Was blieb unverstanden** (akustisch oder logisch)
## **Unter der Lupe**
**Was ist das für ein Text?**
(Prosa: Genre? Lyrik: Welche Art lyrischer Text?)
**Thema**
(Welches Thema berührt der Text? Hat der Autor sein Thema im Griff?
Ist es überzeugend/plausibel/gut recherchiert, vielleicht sogar zu faktenreich?)
**Figuren**
(Wie wirken die Figuren? Wer ist die Hauptfigur? Welches Problem hat die Hauptfigur?)
**Perspektive**
(Wie verhält sich die Erzählperspektive zum Thema / zu den Figuren?)
**Sprache**
(Welche Bilder sind stimmig / welche nicht?
Was lässt sich zum Rhythmus sagen?
Sind die Sätze syntaktisch und grammatikalisch korrekt?)
**Dramaturgie**
(Schafft der Text es, Spannung zu erzeugen? In welcher Reihenfolge werden die Dinge erzählt?)
**Bedeutung**
(Gelingt es dem Autor, die Bedeutung, die er seinem Text geben will, auch im Leser entstehen zu lassen?)
## **Klarspüler**
Fragen werden an den Text gestellt, nicht an den Autor!
Daher sollte der Text antworten.
## **Weichspüler**
Wird bei uns nicht verwendet.
Aber es gilt: Nicht der Autor wird kritisiert, sondern der Text!
Hart zum Text, sanft zum Autor!
Information Architecture Events This Week
Discover what is happening in the next few days
ART & ARCHITECTURE GUIDED TOUR
Discover the unique Brutalist architecture of St. Agnes, a former church now home to KÖNIG GALERIE, in this 60-minute guided tour. Gain insights into the Brutalist design of this iconic building, stroll through its sculpture garden, and dive into the current exhibitions.
The tour will be held in German or English, depending on the group’s preference.
Your order confirmation serves as your ticket—please present it before the tour begins.
Meeting Point: Entrance of KÖNIG GALERIE, Alexandrinenstraße 118–121, 10969 Berlin
For larger group tours or individual dates, please contact: info@koeniggalerie.com
Agentic AI in the Wild: What Actually Runs in Production
Register: [https://globalai.community/e/7lns53g4](https://globalai.community/e/7lns53g4)
## Connected Intelligence: AI Builders Meetup — WeAreDevelopers PreDay, Berlin
AI agents are moving into production. The question is no longer whether to use them, but what it actually takes to make them work once the demo is over.
This WeAreDevelopers PreDay meetup is for builders, founders, and practitioners wiring AI agents into real codebases, CI/CD pipelines, developer platforms, and knowledge systems. The evening focuses on the honest conversations that rarely fit into a conference talk: what breaks at scale, what context engineering really looks like, and where the failure modes hide.
The theme is **connected intelligence**: how graph-based reasoning, smarter pipelines, and agentic code review are changing production AI systems, and what engineering teams need to do differently to support them.
We will explore constraint satisfaction in agent decision-making, agentic AI in production, AI-powered development workflows, and Java’s role in the future of AI systems. No vendor pitches. Just the stuff that runs in production.
Creative Code Stammtisch
**⭐ 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 @ojelibalon.
We'd love to feature your work on the cover for the next Stammtisch! Please send an image at team@creativecode.berlin
Kiez&Kids Tour - Entdeckungsreise durch die Stadt / Stadtführungen in Berlin
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.
"Quality is NOW" – Networking Around Quality Engineering
Hello everyone!
The German Testing Board (GTB), together with our partners IREB, iSAQB, and the Einstein Center Digital Future, warmly invites you to **“Quality is NOW – Networking Around Quality Engineering”** in Berlin.
Join us for an inspiring evening of networking, engaging discussions, and new connections.
Following short talks from the worlds of Requirements Engineering, Software Architecture, and Quality Engineering, we will explore the question: **How is AI changing the world of software development?**
During a World Café session and informal networking afterwards, we'll tackle the questions everyone is asking right now:
\- What's your biggest pain point when using AI?
\- Has AI improved or compromised quality in your projects?
\- Which skills do teams and leaders need to succeed with AI?
\- And where should we focus our efforts next?
Join the conversation, exchange experiences, and discover how others are navigating the opportunities and challenges of AI-driven software development.
**What to expect**
* **Inspiring insights:** Gain practical tips and fresh perspectives for your career in Quality Engineering.
* **Meaningful connections:** Meet developers and quality engineering professionals who share your passion.
* **A relaxed atmosphere:** Enjoy drinks, delicious food, and great conversations in an inspiring setting.
📅 **When?** 8 July 2026 – Doors open at 5:30 PM (Event: 6:00 PM–9:00 PM)
📍 **Where?** Einstein Center Digital Future, Wilhelmstraße 67, 10117 Berlin
🎟 **Free admission** – Please register
We look forward to seeing you there!
**Your “Quality is NOW” Team**
Agentic AI in the Wild: What Actually Runs in Production
AI agents are moving into production. The question is no longer whether to use them, but what it actually takes to make them work once the demo is over.
This **WeAreDevelopers** PreDay meetup is for builders, founders, and practitioners wiring AI agents into real codebases, CI/CD pipelines, developer platforms, and knowledge systems. The evening focuses on the honest conversations that rarely fit into a conference talk: what breaks at scale, what context engineering really looks like, and where the failure modes hide.
The theme is **connected intelligence**: how graph-based reasoning, smarter pipelines, and agentic code review are changing production AI systems, and what engineering teams need to do differently to support them.
We will explore constraint satisfaction in agent decision-making, agentic AI in production, AI-powered development workflows, and Java’s role in the future of AI systems. No vendor pitches. Just the stuff that runs in production.
## Agenda
| Time | Session |
| ---- | ------- |
| 17:00 | Doors Open, Drinks and Networking |
| 17:30 | Welcome and Opening Remarks |
| 17:45 | Andreas Kollegger, Director of GenAI, Neo4j |
| 18:10 | Break, Food, and Networking |
| 18:35 | Panel Discussion: Agentic AI in the Wild |
| 19:20 | Tech Talk 2: CircleCI |
| 19:45 | Ana Maria Mihalceanu, Java Champion Alumni and Developer Advocate, Oracle |
| 20:25 | Closing Remarks |
## Speakers and Sessions
### Andreas Kollegger, Director of GenAI, Neo4j
**Talk:** *Where is the Zebra? Agent Decision-making as Constraint Satisfaction*
Zebra Puzzles are a useful lens for understanding agentic reasoning. They require no domain knowledge, only structured constraint satisfaction. Real-world decisions, however, are messier: loan approvals, resource allocation, compliance, and approval routing often combine hard rules, soft rules, and human discretion.
This session examines how different architectures approach structured decision-making and why recognizing constraint satisfaction problems changes how you build agents. You will learn how constraint networks, LLMs, and hybrid systems solve logical problems differently, how enterprise decisions often hide “Zebra Puzzles” beneath complexity, and when your agent needs search, inference, generation, or a hybrid approach.
### Ana Maria Mihalceanu, Java Champion Alumni and Developer Advocate, Oracle
**Talk:** *Now and Next Java for AI*
Tired of treating AI as a black-box REST endpoint? With JDK 25 and the Foreign Function and Memory API, Java developers can wire real models directly to native runtimes such as ONNX for fast CPU/GPU inference.
This talk shows how to map tensor buffers to Java `MemorySegment`, switch execution providers, and build self-contained Java applications for inference. It also looks ahead to Project Babylon’s code reflection, where model logic can be expressed as Java code that can be analyzed and lowered to accelerator backends, reducing the need for external model files or glue languages.
Build expressive and testable FFM-based inference today, and author pure Java AI-ready models tomorrow.
### CircleCI Speaker
**Details TBC**
## Panel: Agentic AI in the Wild
What does it take to move AI agents from proof of concept into systems that run reliably? This panel brings together practitioners from across the stack to discuss context management, failure modes, governance, production workflows, and what changes when agentic systems scale.
Expect specific lessons, not talking points.
### Moderator
**Dana Fine — Open Source and Community Manager, Qodo**
Dana leads open-source programs and community at Qodo. She runs the GitHub User Group, CNCF local and GenAI communities, organizes the Bond AI meetup series, and has built developer communities across the cloud native and open-source ecosystem for years.
### Panelists
**Nnenna Ndukwe — Developer Relations Lead, Qodo**
Nnenna leads Developer Relations at Qodo, the AI code review platform. She is a software developer, applied AI researcher, and community builder with over a decade of experience across med-tech, fintech, and media-tech. A 2019 Google Women Techmakers Scholar, she focuses on integrating AI code review into modern development workflows for open source and enterprise teams at scale.
**Sebastian Kister**
Sebastian is a cloud pioneer and enterprise transformation practitioner known for implementing production-ready architecture for Agentic AI Operations in a large enterprise environment. An active CNCF and Linux Foundation member, he advocates for scalable platform ecosystems and a people-first approach: people first, then tools, then processes.
Flutter Berlin × CarOnSale
Join us for an evening of Flutter, Dart, and networking hosted by CarOnSale. We'll kick things off with a deep dive into one of Dart's newest language features, followed by a second session and plenty of time to connect with fellow developers from the Berlin Flutter community.
**Schedule**
**18:30 — Doors Open**
Check in, grab a drink, and meet fellow Flutter developers from the Berlin community.
**19:00 — Welcome Notes**
A short introduction from Flutter Berlin and our hosts at CarOnSale.
**Talk 1 — Hiding Complexity with Dart Extension Types — Roman**
Extension types in Dart 3.3+ let you elegantly hide the real complexity behind clean abstractions. They enable powerful patterns for true compile-time singletons with strong privacy guarantees, while also letting you build robust zero-cost Value Objects that enforce domain invariants and create a clear ubiquitous language — all with zero runtime cost.
**About Roman**
Roman is a Google-awarded Flutter Developer and Staff Mobile Engineer at CarOnSale.de, where he has worked for 4 years as part of his 8 years of Flutter experience (and over a decade in design). He loves Dart as his primary language and Rust as a complementary one (along with TS/Swift), but believes strong programming fundamentals matter more than any specific syntax. In his role he mentors Flutter developers and shapes architecture solutions. Outside of work he prioritizes family and open-source.
**Talk 2 — TBA**
Our second session of the evening will be announced soon.
**20:30 — Networking & Socialising**
Meet fellow Flutter developers, exchange ideas, discuss the talks, and connect with the local community.
**22:00 — Doors Close**
We wrap up the evening and head home inspired with new ideas and connections.
Information Architecture Events Near You
Connect with your local Information Architecture community
IxDA Chat n Pancakes
You can sleep in on the Semiquincentennial (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.
AWS Columbus User Group - Topic to be announced
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
Data & Analytics Wednesday - Learning from Everyday Data
**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)
Azure CBUS July
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/azure-cbus-2026/
Christians in Tech - Meetup #39 @ Improving
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)
Stop Guessing: How to Measure and Improve LLM Outputs
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.
Columbus Build an AI Content Brand
🚀 **Go Viral with AI – Faceless Content on Autopilot**
Launch a content brand that grows on autopilot using AI-generated media.
⚠️ Complete registration to confirm your seat. RSVP is not enough.
### [🔗 SAVE YOUR SEAT](https://aiventurelab.org/product/AiInfluencer?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z)
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What you'll create:
- A monetisation path from day one
- AI tools to generate, edit, and post content automatically
- A faceless brand that runs without your time
*Your brand. Your rules. No face needed.* 🚀





























