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From APIs to Agents: Control, Identity, and What Breaks Along the Way
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).
BLISS x juna.ai Workshop: Open-Ended Algorithm Discovery with LLMs
**⚠️ 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)
Akt x Anatomie / Life Drawing x Anatomy
Curious about starting life drawing? Or want to deepen your practice?
Join us at Kunstraum Heartspace, where we enjoy a wonderful life drawing session every Wednesday evening!
Our teacher Thorsten has many years of experience and will gently guide you to your next level. This course is designed for beginners as well as experienced life drawing artists.
Our models change weekly. They allow us to practice short and long poses. This allows your eye to train in recognising movement and form, while also giving you enough time to study the model more closely.
In addition, every week, we include a short excursion into different aspects of figurative drawing – be it anatomical issues, lighting, or the structure of the human figure.
You can join and pause at any time, as you will receive individual guidance.
**Materials:**
* Please bring pencils, sharpeners, and erasers!
* We provide paper, but of course, you can bring your own sketch book or preferred paper types.
**Tickets:**
* [Please book your ticket with this link on Ticket Tailor. ](https://www.tickettailor.com/events/kunstraumheartspace/1891935)
Agent Gateway Deep Dive with Christian Posta
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).
Windmill Wednesday
**👋 Hello Strangers! —** For all players and chess-curious folks out there who want to chill, make friends, and enjoy some chess: We are hosting a daily meetup in Mitte / Prenzlauerberg for all experience levels. It doesn't matter if you just watched the Queen's Gambit or if you have been playing regularly for a while.
**Join us** — Daily from 7 pm till midnight.
**Expected Behavior** — [Conduct](https://strangerchess.com/conduct/)
**Pics** · [Instagram](https://www.instagram.com/strangerchess/) / **Chat** · [Telegram](https://t.me/strangerchess) / **Web** · [Strangerchess.com](https://strangerchess.com/)
(No need to bring anything, boards, clocks, etc. are provided)
PBerg engineers - monthly meetup
**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. :)
Berlins großes Ü35 Speed Dating Event
**Berlins größtes Speed Dating Event (35-49 Jahre)**
Hast du Lust, Singles in deinem Alter direkt persönlich kennenzulernen?
Wie wäre es, wenn es ein Event gäbe, wo sich möglichst viele tolle Singles aus Berlin an einem Abend treffen?
Mit Berlins größtem Speed Dating Event hast du jetzt die Chance auf bis zu 12 einzigartige Dates an einem Abend!
Sicher dir jetzt dein Ticket, bevor alle Tickets weg sind.
[www.speeddating-xxl.de/speed-dating-berlin](www.speeddating-xxl.de/speed-dating-berlin)
Web Analytics Events This Week
Discover what is happening in the next few days
Jhana Meditation for Beginners
The course will start this Saturday at 10am. It will be in studio R at CCB studios. [https://maps.app.goo.gl/rFovxE7eG7HV6uB46](https://maps.app.goo.gl/rFovxE7eG7HV6uB46). Buzz for CCB studios and then walk through to the second courtyard. We will try to start right around 10. There will be tea available.
Please dress in comfortable clothes, maybe wearing a few layers. Theres some blankets, yoga mats, cushions and chairs in the room that you can use.
The plan will be for us to do some small discussions at the top and then start discussing theory before doing some meditations of increasing length and then closing with some time for Q & A. We will take a short break in the middle as well. The plan is to go from 10-12 roughly but we may end a little closer to 11:30 depending.
This week will function primarily as a simple introduction to meditation and some topics in the space but we will also discuss what the Jhanas are.
Looking forward! Any questions please just message me.
PyData London 2026
PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community.
**THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.**
https://pydata.org/london2026
OpenSearch Project meetup
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.**
Art Social
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.
Building better tests with AI
**🎟️ Registration for this event is done via the MoT page, not on Meetup.**
**Register here 👉 [https://www.ministryoftesting.com/chapters/mot-berlin/events/mot-berlin-050626](https://www.ministryoftesting.com/chapters/mot-berlin/events/mot-berlin-050626)**
Hello Berlin, we're back!
After the last get-together where we started shaping the Berlin chapter, we're excited to invite you all together again for an insightful evening focused on AI Test Generation, community discussions - and YOU! The evening will bring together industry experts to share their knowledge, ask questions and learn something new. Whether you're a developer, QA engineer, or tech enthusiast, you'll gain valuable perspectives and practical experiences.
**✍ Registration:**
Reserve your spot by clicking "Attend" on this page.
Note - Participation is limited to 30 participants only.
**❓ What to Expect:**
• Talks from experienced speakers
• Networking with the local community
• A chance to speak on stage with 99 second talks
• Swag and goodies from MoT and our sponsors, TestMu AI
**🎤 Quality Talks**
*AI Test Generation: What Actually Works (and What Doesn’t)*
*Ruslan Strazhnyk - Founder & CEO @ QualityMax*
Every QA tool vendor will tell you AI generates perfect tests. After building an AI test generation platform - and dogfooding it on our own codebase - I can tell you what actually happens. This talk is a practitioner’s honest debrief. I’ll walk through two years of running multi-model AI against real web apps: what produces usable tests, what produces confident-looking garbage, and where the failure modes hide.
Specifically, I’ll cover:
* Why reading code isn’t enough - AI generates plausible tests from source, but they fail on real UIs. Crawling the live app changes everything.
* The selector problem - LLMs reach for brittle CSS selectors by default. How to force better strategies without prompt-engineering every call.
* Assertions that rot - AI loves asserting exact text and prices. Why your generated suite breaks on the first content change, and how to catch it before CI does.
* Multi-model routing - no single model wins at everything. What we learned running GPT-4o, Claude, and Gemini on the same flows.
* Self-healing in practice - the gap between “it healed” and “it healed correctly.”
You’ll leave with a clear framework for evaluating any AI test generation tool - or building your own - based on what the output actually does under pressure, not what the demo shows.
Level: Intermediate, assumes familiarity with Playwright or similar frameworks
*99 Second Talks*
Have something to share about testing, tech, or teamwork? Whether it's a win, a challenge, or a wild idea — you’ve got **99 seconds** and a room full of curious, supportive people. Take the stage!
**🕰️ Schedule:**
17:45 - Doors open (arrive early to mingle!)
18:00 - Welcome and Introduction
18.15 - Ruslan Strazhnyk: AI Test Generation: What Actually Works (and What Doesn’t)
19:15 - 99 Second Talks and networking with food and drinks
**📍Location:**
Assecor GmbH, Storkower Straße 207, 10369 Berlin
👀 **Want to speak at this or the next MOT Berlin event?**
We are already planning our next meetup in July - and we're always looking for speakers. Submit your talk idea to the Continuous Call for Contribution (link below) or join our Slack channel and pitch it to the whole chapter!
[https://www.ministryoftesting.com/contribute](https://www.ministryoftesting.com/contribute)
🏋️ **Stay connected!**
Join the Berlin Chapter to get all the latest updates and news on the next events.
The button to join Slack is available once you join the chapter.
**🎟️ Registration for this event is done via the MoT page, not on Meetup.**
**Register here 👉 [https://www.ministryoftesting.com/chapters/mot-berlin/events/mot-berlin-050626](https://www.ministryoftesting.com/chapters/mot-berlin/events/mot-berlin-050626)**
DL Meetup #12 powered by SAP (Berlin)
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.
Join BLISS!
**⚠️ IMPORTANT: REGISTRATION MANDATORY ⚠️**
Registration on **Luma** is **REQUIRED** to attend this event. **Link: https://luma.com/qdncoq55?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.**
Bliss - Berlin’s biggest AI community - is growing, and you can become part of it. Our team of over 30 volunteers organizes events such as speaker series, workshops, reading groups, diversity events, and more.
In this event, we will walk you through everything you need to know if you are considering joining the Bliss team. We will introduce our current projects, explain how the team is organized, and show you where you can contribute based on your interests and skills.
Afterwards, there will be free pizza and drinks, giving you the chance to meet the team, ask questions, and get to know the community in a relaxed setting.
**⚡ 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/qdncoq55?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)
Web Analytics Events Near You
Connect with your local Web Analytics community
Data & Analytics Wednesday - Finding Product Insights
**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)
June 2026 AWS Columbus - Topic to be announced
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
Stop Guessing: A Product Person's Guide to AI Adoption
## 🤝 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.
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Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
QA or The Highway 2026
QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry.
This is a ticketed event please register here:
https://www.qaorthehwy.com/
Featured Keynote Speakers:
**Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\.
**Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.






























