Machine Learning

Az AI most már nem csak külső chatbotként jelenik meg a fejlesztésben, hanem az Oracle APEX világába is egyre mélyebben beépül. Ezen a meetupon gyakorlati példákon keresztül nézzük meg, mit jelent ez APEX fejlesztőknek, PL/SQL fejlesztőknek és vállalati alkalmazásokat építő csapatoknak. Az új verzió fókuszában az **AI-támogatott fejlesztés**, az automatizálhatóság és a modern fejlesztői élmény áll. A 26.1 legfontosabb újdonságai közé tartozik az **APEXlang**, amely olvashatóbb, fejlesztők és AI-eszközök számára is könnyebben értelmezhető alkalmazásleírást ad. Megjelent az **AI Interactive Reports**, amely természetes nyelvi támogatást hoz a riportolásba. Szintén fontos újdonság az **AI Agent Tools**, amely biztonságosabb és kontrolláltabb AI-alapú megoldások építését teszi lehetővé. Beszélünk a **Codex** APEX fejlesztésben való használatáról, az **OpenAI** integrációs lehetőségekről, valamint bemutatjuk azt is, hogyan építhető **projekt szintű chatbot** saját adatok és dokumentumok alapján. Célunk az Oracle Application Express népszerűsítése, a fejlesztői közösség erősítése és olyan gyakorlati megoldások bemutatása, amelyek valódi ügyféligényekre adhatnak választ. Ha érdekel az APEX, a low-code fejlesztés és az AI gyakorlati alkalmazása, regisztrálj minél előbb, mert a helyek csak korlátozottan állnak rendelkezésre. A rendezvény ingyenes, de regisztrációhoz kötött. A tervezett program: 17:30 - 18:00 - Gyülekezés, regisztráció 18:00 - 18:10 Köszöntés, bevezetés, beszámoló az APEX World-ről (Pataki Dávid) 18:10 - 19:00 Az APEX 26.1 és az AI támogatott fejlesztés (Pataki Dávid) 19:00 - 19:10 Zárás, Kahoot (Pataki Dávid)

🚨 **Important**: RSVP on Meetup.com does not count as an official registration. To confirm your participation, please register on our official page here: [Home - Frontend Meetup](https://web.cvent.com/event/2e961c99-62ae-457a-8c6a-b26212248a11/summary?RefId=Home) *** Join us for an exciting evening where we explore how AI is reshaping the way we build software — from writing code to redefining development workflows. Whether you're a Frontend developer, Engineer, or simply curious about the future of coding, this Meetup will offer fresh perspectives and practical insights. **🔹 Session 1: Death of Typing Code?** What if writing code becomes optional? In this session, we’ll explore how emerging technologies are transforming the development process through: * Harness engineering * Ralph loop * Autonomous code generation * AI-assisted development * Continuous validation **🔹 Session 2: Spec It, Don't Code It** Discover a new approach where clear specifications take center stage over manual coding. This talk will cover: * TypeScript * TDD / Unit testing * Claude * Copilot Expect thought-provoking discussions, real-world examples, and opportunities to connect with peers from the Frontend community. *** ✅ Official Registration Required Please make sure to register through our official registration page: [Home - Frontend Meetup](https://web.cvent.com/event/2e961c99-62ae-457a-8c6a-b26212248a11/summary?RefId=Home) We look forward to seeing you there!

In the last DevBP meetup before the summer break, we will venture to the world of **Continuous Delivery**, exploring the craft of shipping software safely and continuously — from the practices that keep your releases boring, to the hard-won lessons of building the infrastructure behind a feature toggle. \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- **Continuous Delivery Never Died. It Became a Harness.** with [András Fincza (Draven) - XUND](https://www.linkedin.com/in/andrasfincza/) The PR-centered pipeline was already buckling under big batches, delayed feedback, and overloaded reviewers. Agents just turned up the volume. But the discipline that made CD work in 2015: trunk-based development, fast feedback, sociable testing, feature flags, quality gates. These matter more in 2026, not less. This talk is about what to keep from the old playbook, what to upgrade, and what to stop pretending works. **Building a Feature Flag service** with [Zoltán Dávid - ConfigCat](https://www.linkedin.com/in/zoltan-david/) Everyone knows what a feature flag is. Far fewer know what it takes to build and run a feature flag service at scale. In this talk, we'll go behind the scenes of ConfigCat: the technical decisions, the scaling surprises, and the business lessons that came from serving billions of feature flag evaluations. No introductions to feature flagging, just honest insights from years of building a product in a space where reliability isn't optional. \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- \-\-\- This English-language event will be held at the **Shapr3D office**, where we'll provide snacks and drinks to fuel conversations. Arrival is from 17:30, the presentations start at 18:00. You can also find the recordings of previous events on the [@DevBPMeetup YouTube channel](https://www.youtube.com/@DevBPMeetup).

Haladó argentin tangó óra heti rendszerességgel januártól! Várunk szeretettel! **Időpont**: Szerda, 20:15 - 21:30 (első alkalom 2026-ban: **január 6.)** **Helyszín**: Shift Stúdió, Andrássy út 35., 2. em., 12-es kapucsengő **Oktatók** Serbán Andrea és Szeghalmi Endre Órarend: [https://tangolibre.hu/orarend/](https://tangolibre.hu/orarend/) ✦✦✦ Advanced Argentine tango class held on a **weekly basis**. **🕒 Time** Wednesday, 8:15–9:30 PM **📍 Location** Shift Studio, Andrássy út 35., 2nd floor **Teachers** Andrea Serban & Endre Szeghalmi Prices: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/)

Középhaladó argentin tangó óra heti rendszerességgel januártól! Várunk szeretettel! **Időpont**: Szerda, 19.00 - 20.15 (első alkalom 2026-ban: **január 6.)** **Helyszín**: Shift Stúdió, Andrássy út 35., 2. em., 12-es kapucsengő **Oktatók** Serbán Andrea és Szeghalmi Endre [További részletek és órarend](www.tangolibre.hu) ✦✦✦ Intermediate Argentine tango class held on a **weekly basis**. **🕒 Time** Wednesday, 7:00–8:15 PM **📍 Location** Shift Studio, Andrássy út 35., 2nd floor **Teachers** Andrea Serban & Endre Szeghalmi Prices: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/)

Join us for a fun evening of beer tasting and networking with fellow Budapest ex-pats at our next meetup event! Whether you're new in town or a long-time resident, this is the perfect opportunity to connect. Our event will feature a variety of local and international brews for you to sample and discuss, while enjoying great conversations. Don't miss out on the chance to make new friends and discover new favorite beers at Beer People at Lázár utca 7. Come raise a glass with us at the Ex-Pat & English Language Meetup!

Come meet people and play new board games with the international members of the BFG Whatsapp group! [Link to join the chat is here](https://chat.whatsapp.com/ICAamEEv2GCAMKM977k0Wm). We’ll reserve a few tables at Vault 51 and then play games in smaller groups throughout the evening. **Note:** *Vault 51 requires that you pay a 600 Ft table fee per person at the bar.* Feel free to bring games you want to play or play something from the bar’s collection. Hot food and snacks are available from the bar until about 10pm Spots for this event are limited to not go too far over our table reservation, so please change your RSVP if you are not able to attend, also if you are on the waitlist, please wait to be in the "going" before attending! Also everyone can bring 1 guest only. Don't bring more, we wont have enough seats! Thanks you!

Join the next Budapest Quant Group meetup for an exciting presentation by **Gábor Vigh, Director at MQA, Citi**, on cutting-edge machine learning methods in quantitative finance. The event concludes with networking. **Abstract:** Accurate and efficient calibration of equity volatility surfaces is fundamental to equity derivative pricing. When markets quote only American option prices, this task becomes significantly more complex. We present a neural network-based approach that overcomes these challenges, delivering calibration results while reducing the computational burden of conventional approaches. **Mandatory registration:** please send a mail to the following address: kinga.doktor@citi.com, with the following details: * name * company * job title **Agenda** * 18:30-19:00 Reception. The attendees need to enter the Promenade Gardens Building, the presentation will take place on the fifth floor in the Citi office (ask for help at the reception) * 19:00-20:30 Presentation and Q&A * 20:30 Networking **Address:** 5th floor, Promenade Gardens (Citi building) 80, Váci str. Budapest, 1134.

¡4 sábados diferentes! 4 sesiones de Teatro de improvisación en español. - Nivel de español requerido B1. - Sábados 30 de mayo, 6, 13 y 20 de junio. - 1 Sesión 7000 huf - Pack de 4 sesiones 25000 huf - No se necesita experiencia. - Horario 19:00h a 20: 45h. Ven a tener un sábado diferente. Ven a disfrutar del teatro, conocer gente y pasarlo bien. ¡Te esperamos! Registros e información, escríbenos a : infoainaragomezbeso@gmail.com

A reflective circle for parents abroad and international couples, led by an integral counselor and parenting expert, offering connection, compassionate understanding, and emotional support across cultures and challenges. (EN/FR spoken) Do you ever feel that parenting abroad asks more of you than anyone can really see? Do you ever miss the village you thought you would have around you? Do you ever feel the weight of holding so much for your children while also trying to hold yourself together? Do you ever notice how living far from home can make ordinary parenting moments feel heavier, lonelier, or more intense? Do you ever wonder why small misunderstandings in an international relationship can suddenly feel so big? Do you ever feel stretched between cultures, languages, expectations, and ways of raising children? Do you ever long for a place where you do not have to explain so much — where you can simply arrive as you are? Do you ever feel that parenting abroad brings up parts of you that need support too? Do you ever wish for more steadiness, more understanding, and more connection in the middle of family life far from home? Do you ever wonder how much easier it might feel if you did not have to carry it all alone? Many parents living abroad carry not only the daily realities of raising children, but also the emotional weight of distance, adaptation, cultural difference, and the absence of familiar support. In this circle, we make space for these experiences to be named, shared, and held in a way that brings more clarity, connection, and relief. **Parenting Between Worlds** is a circle for parents abroad and international couples, rooted in an integral approach to parenting, relationships, and emotional life. It is a space to slow down, reflect, and be supported in the real complexity of raising children between cultures and far from home. Together, we explore the emotional, relational, and practical challenges of parenting abroad: the loneliness, the pressure, the misunderstandings, the longing for home, and the question of how to stay connected — to yourself, to your partner, and to your children — while living between worlds. This is not a place where you need to have it all together. It is a place where you can come with what is real. Through guided reflection, shared experience, and thoughtful conversation, we create a safe and supportive space where parents can feel less alone, more resourced, and more able to show up with steadiness and heart. Leave feeling more understood, more grounded, and more connected — to yourself and to the family life you are trying to build. The events will take place with a minimum of 5 participants. The group is closing after the first session, no new members can join to protect the safe place. At the end of the first session, we will ask you to decide wether you commit to participating on the remaining 2 sessions. \-\-\-\- **About the host:** Eszter is a long-time expat, a mother of three, and an integral counselor. She left her home country at the age of 21 to study in Paris, where she first experienced how deeply financial resources — or the lack of them — can shape a person’s life. She began in the expat bubble with her boyfriend, then gradually opened herself to the people and culture around her. She had her first two children in Paris before moving back to Hungary after eight years. Back in Hungary, she took over her mother’s company while raising children as a single mother after her husband left her. At the same time, her grandmother was living with Alzheimer’s, and her mother was caring for her, which meant Eszter carried the responsibility of helping provide for seven people. Trying to find a way out of this pressure, she moved to what became her second home, the Czech Republic, to join a man who later turned out to be toxic. Despite having three children, one of them still a toddler, she chose to raise them alone rather than remain in an environment that was harmful to them. After surviving — and eventually thriving — alone with three children in a country whose language was difficult to learn, she took on several jobs. One of them involved guiding tourists, where she discovered her gift for building trust and connection with people within just a few minutes. When the pandemic made travel impossible, she continued deepening this path by completing a coaching certification. Yet she felt coaching was not gentle enough for the kind of relationship she wanted to offer her clients. That led her to begin a three-year training in integral psychology and become an integral counselor. Because their rage required, she also took on the role of supporting her elderly parents, traveling 500 km twice a month to check on them. Since than she has been living the reality of so-called “sandwich caregiving,” caring both for (the more and more independent) children at home and parents who have become increasingly dependent on her emotional support. Her parenting journey has also brought her through profound challenges: supporting a daughter caught in an anxiety cycle around visits to a narcissistic father until she could eventually stand up for herself; learning to hold and accept a son’s digital addiction while, over time, setting clearer limits around how she could support him; and enduring one of the hardest experiences of all, when her other daughter went through amnesia and cut off all emotional relationships, including with her. These experiences led Eszter into a deep therapeutic journey of her own. Through it, she learned how powerfully defense mechanisms serve to protect life, how reparative emotional experiences — especially those within families — can bring healing, and how even one stable, safe attachment can become a life-giving container for a child shaped by trauma. Today, her mission is to support parents in being parents. She believes that while therapy can be deeply valuable, the most important factor in a child’s life is a safe relationship with a caregiver. When parents can offer that, they do not only support their own children — they also help interrupt patterns that would otherwise be passed to the next generation. For Eszter, this work is not only about helping the individuals she meets directly, but also about contributing to a healthier future for humanity. ​ Having lived for more than 20 years as an expat in two different countries, she has learned both how to stand strongly on her own feet and how that same self-reliance can come at a cost. She lives with a condition that will likely remain part of her life forever and requires great discipline around food and daily choices. This has taught her something essential: freedom is never the absence of limits. Rather, freedom lies in the tiny moment of awareness between what happens and how we respond to it. That is the heart of the work she now offers to clients: helping them hold multiple perspectives, become more accepting and compassionate toward their own choices, and meet both inner experience and outer circumstance with greater awareness. Eszter believes that when parents become aware of their own triggers and can separate them from what belongs to the child, parenting becomes much easier. And when we understand the needs and impulses a child is acting from, we can meet them with more acceptance, more understanding, and more loving guidance — rather than fear, conflict, or control. ​ She sees therapy, in many ways, as a substitute for the good-enough, loving, accepting parent. And one of her deepest intentions is to empower parents to trust that they, too, can become that kind of presence for their child.

**〜 run for your coffee ☕️🥐** welcome to the **unplugged club Budapest ✨** a space to slow down, leave the phone behind, and reconnect with yourself and others through low pressure shared experiences ☻ This time, we’ll meet for an easy **5km run** that ends with a well deserved coffee 🏃🏻‍♀️☕ **〜 What to expect** ◦ This is a relaxed, beginner-friendly run with no pressure on pace or performance. ◦ We’ll run together through a comfortable 5km route in Budapest. ◦ After the run, we’ll hang out at Kelet Kávézó for some coffee or beverage of your choice. **〜 Details** 📅 Saturday, June 13th 🕘 Start: 9:00 am 📍 Meeting point: Szent Gellért tér 🏃‍♀️ Distance: \~5 km beginner friendly pace ☕ Finish: Kelet Kávézó If you see this: **this is your sign to start running!** **✨**🏃🏻‍♀️🏃**✨**

Hello everyone, Take a break from your week, make progress on your reading in good company, then join a relaxed chat about what everyone's been reading. **Schedule** 10:30 \- 11:00 \| Arrival & Introduction round 11:00 \- 12:00 \| Silent Reading Hour 12:00 \- 13:00 \| Chat & Discussion **Location** Metropolitan Ervin Szabo Public Library, Boulevard Library It will take place in the event room. After you enter the library, turn right, cross the lounge, and go down the stairs at the far end. If you bring snacks, you can have them in the lounge area. Whether you're a regular or a first-timer, you're welcome. See you there! **[Facebook Page](https://www.facebook.com/people/Budapest-Silent-Book-Club/61567388151835)** **[Goodreads](https://www.goodreads.com/group/show/1271292-budapest-silent-book-club)**[ ](https://www.goodreads.com/group/show/1271292-budapest-silent-book-club) **[Silent Book Club](https://silentbook.club/pages/about-us)** This is a free event, but Meetup has its own fee. If you'd like to contribute and help keep this going, you're welcome to donate [via Revolut](https://revolut.me/schmidtpeter), every bit helps! (we keep track of all donations in this [spreadsheet](https://docs.google.com/spreadsheets/d/1C_N9CN_pQO5aUYezqzQW4GS7pr8IfplchwG8-ruZ19g/edit?usp=sharing))

**English below ----------------------** Ez most az első picit kötetlenebb könyves eseményünk lesz. Nem egy konkrét könyvet fogunk kibeszélni, hanem inkább kinézünk az Ünnepi Könyvhétre, és meglátjuk, hogyan működik ez a lazább forma. De aggodalomra semmi ok, a könyves kibeszélő és a duma mindenképpen az esemény része lesz. :) A menetrend a következő: **14:00 – Gyülekező és bemutatkozás** A Vörösmarty-szobor környékén találkozunk. Egy nagyobb társaságot keress, és hogy biztosra menj: a kezemben egy Moby Dick könyv lesz, szóval ha ezt látod valakinél, mi vagyunk azok. Kezdésként tartunk egy gyors bemutatkozást, és átbeszéljük, ki mit szeretne megnézni. Én személy szerint csak körbe akarok nézni és megállni ott, ami épp megtetszik, de ha neked komolyabb terveid vagy konkrét célpontjaid vannak, nyugodtan jelezd, biztosan találsz majd valakit, aki veled tart. **14:15 – Indulás a standok közé** 14:15-kor elindulunk, szóval kérlek írj az eseményhez, ha késel. Ha nem érsz oda kezdésre, az sem gond, később is simán be tudsz csatlakozni, rugalmas az egész. A megbeszélt irányok mentén kicsit szétválunk kisebb csoportokra, és teszünk egy kört a forgatagban. **15:00 – Találkozó a Kiskirálylánynál(Vigadó tér)** A nézelődés után 15:00-kor a Kiskirálylány-szobornál találkozunk újra a Vigadó téren. Várunk egy picit, hogy mindenki odaérjen, majd együtt átgyalogolunk a Városháza Parkba (ez egy laza 10 perces séta lesz). **15:20 - 17:00 – Könyves duma a Városháza Parkban** Letelepedünk a parkban, ahol picit átbeszéljük a könyvheti élményeket, meg persze jöhet a kötetlen beszélgetés bármilyen könyvről. A hivatalos részét 17:00-kor zárjuk, de utána is ott lehet maradni tovább, ameddig van kedvünk sztorizni. Gyertek, nézzünk szét, aztán dumáljunk egy jót a parkban! **English version / International attendees:** This is our first casual, free-form event. Instead of discussing a specific book, we’ll visit the Festive Book Week together and see how this format works. * **14:00 – Meetup:** Near the Vörösmarty statue. Look for a bigger group and a guy holding a **Moby Dick** book. We'll do a quick intro and share what everyone wants to check out. * **14:15 – Heading out:** We'll explore the stands in smaller groups. If you're late, just drop a comment here and catch up with us later. * **15:00 – Re-grouping:** At the Little Princess Statue (Kiskirálylány) at Vigadó Square, followed by a 10-minute walk to Városháza Park. * **15:20 - 17:00 – Book Chat:** We'll settle down in Városháza Park to talk about our Book Week finds and books in general. The official event ends at 17:00, but feel free to stay longer! > 🌍 **Language note:** Since this is a local event, most attendees will likely speak Hungarian, but the organizers and many of us speak fluent English. Feel free to join us, we are happy to chat in English and make sure you're included!

**(Session in English)** Tonight, everybody is encouraged to bring one or more questions, ideas, dilemmas, or topics they would like to discuss. We will test them giving each 10 to 15 min, before starting the next - unless the conversation becomes too interesting to switch. Some example questions: Can freedom exist without responsibility? * Is technology making us wiser? * What makes a good life? * Is suffering necessary for growth? * Can morality exist without religion? * The goal is not to win an argument or reach consensus, but to think, challenge assumptions, and encounter perspectives different from our own. * Bring a question. We'll take care of the rest Free session. Get "Karma Points" (discount points) from registering here: https://consciouspass.com/activity/open-philosophy-session-tonight-you-bring-the-topic-2026-06-11/

Join the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.

## 🤝 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. ###

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

12:45-3:45 in the Meeting Room, Library lowest leve, by the drinking fountain. Bring your yarn projects, meet new friends. Plenty of parking in the lot, in the overflow lot across the street, and on the street. See you there!

**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)