User Experience

Come and play boardgames with others in English! This event is hosted by the [Játszóház projekt](https://www.facebook.com/jatszohazprojekt). This group organizes game nights, they provide the games and explain the rules if you need it. They have a huge collection of board games, check it out [here](https://boardgamegeek.com/collection/user/jatszohazprojekt?own=1&subtype=boardgame&ff=1). If you wish to play with a specific game, they will ask what games to bring, usually on the day of the event in a facebook post. Check out the [event on facebook](https://www.facebook.com/events/1649367082889890) for more information. We usually split up into smaller groups based on games, and switch as the night goes on, so you can arrive late. You can bring your own game or choose one from the pile! ***Important*** **This event is not free!** You will have to buy a wristband at the entrace for 1000 HUF (500 HUF for students). You can pay with cash or you can buy your ticket [here](https://www.tixa.hu/jhz260309). You can buy drinks and food at the bar, please don't bring your own — — — Let me know if you have any questions, you can contact me or ask in the comment section. We also have a WhatsApp group chat, feel free to join [here](https://chat.whatsapp.com/JThEZv724MJ3hvnwBpfJA7)

Enjoy your time learning and practicing public speaking with Budapest Toastmasters! There is no need to speak or any previous experience in Public Speaking. --- 👉Keycode: 12, 3rd Floor. Please arrive by 6:20 PM, the meeting starts at 6:30 PM👉No registration or dress code is needed, the event is FREE.👉NOTE: We will have signs in the place so you can locate easily the Toastmasters Meeting room. --- Toastmasters International is a world leader in communication and leadership development. Our membership is 313,000 strong. Members improve their speaking and leadership skills by attending one of the 14,650 clubs in 126 countries that make up our global network of meeting locations. The world needs leaders. Leaders head families, coach teams, run businesses, and mentor others. These leaders must not only accomplish but must also communicate. By regularly giving speeches, gaining feedback, leading teams, and guiding others to achieve their goals in a supportive atmosphere, leaders emerge from the Toastmasters program. Every Toastmaster's journey begins with a single speech. During their journey, they learn to tell their stories. They listen and answer. They plan and lead. They give feedback—and accept it. Through our community of learners, they find their path to leadership.

Indítsd 2026-ot argentin tangóval! Nincs szükséged semmilyen előzetes tánctudásra, és egyedül vagy párban is jelentkezhetsz! Várunk szeretettel minden tangózni vágyót! Oktató: Szeghalmi Endre Kezdés: 2026. jan. 12., hétfő 20:00 – 21:00. Az órák minden hétfőn ugyanebben az időpontban folytatódnak. Helyszín: Roxy Stúdió, Tátra u. 4. Jelentkezés és további infók: A [www.tangolibre.hu/tango-tanfolyam/](http://www.tangolibre.hu/tango-tanfolyam/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExbDFsUmtNd2dIQVpmSHY3TXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR50fTXksGSsXPYTo3IYigrZIXxtxdytBSer6v-jm9Y7HrcgPGLXn9R-dfaPCg_aem_0misiL79POQIY53C46m1Mw) oldalon találsz minden részletet, és itt tudsz regisztrálni. ✦ ✦ ✦ ✦ ✦ ✦ ✦ ✦ Start 2026 with Argentine tango! No prior dance experience is required, and you can sign up either alone or with a partner. We warmly welcome everyone who would like to dance tango! Instructor: Endre Szeghalmi Start: Monday, January 12, 2026, 8:00–9:00 PM Classes will continue every Monday at the same time. Venue: Roxy Studio, Tátra u. 4. Registration and more information: [www.tangolibre.hu/en/tango-classes-for-totally-beginners/](http://www.tangolibre.hu/en/tango-classes-for-totally-beginners/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExbDFsUmtNd2dIQVpmSHY3TXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR50fTXksGSsXPYTo3IYigrZIXxtxdytBSer6v-jm9Y7HrcgPGLXn9R-dfaPCg_aem_0misiL79POQIY53C46m1Mw)

**Bouldering & Rope Climbing \| Small Groups \| Friendly Atmosphere** Want to try climbing or get more confident on the wall? Join our **beginner-friendly climbing sessions** for adults and kids (9+). No prior experience needed — just curiosity and willingness to move 💪 **Languages:** English / Hungarian / Russian *** ### 🔹 Monday — Bouldering (Low Wall) Perfect for beginners: low wall, soft mats, focus on strength, technique and movement. 🕔 **17:00–18:40** 📍 Mountex, 1134 Budapest, Váci út 19 📌 **Pre-registration required** **Training:** 4000 HUF / person **Gym entry (paid separately):** * Adults: 3500 HUF * Children under 14: 2290 HUF Equipment rental available on site. *** ### 🔹 Thursday — Rope Climbing (15 m Wall) Learn rope climbing and belaying on a **full-height wall** with an instructor. 🕔 **17:00–19:00** 📍 BigWall, 1047 Budapest, Károlyi István u. 10 📌 **Pre-registration required** **Training:** 5000 HUF / person **Gym entry (paid separately):** * Adults: 3990 HUF * Students (under 26): 2990 HUF * Children under 14: 1990 HUF All necessary equipment can be rented at the gym. *** ### ⭐ Why join? * Beginner-friendly, supportive coaching * Small groups and personal attention * Adults & kids train together * Safe environment and clear instruction * Great way to get stronger and meet active people * In the warm season, we **occasionally move from the gym to real rock outdoors** *** ### 💳 Regular climbers If you attend **both days regularly**, you can buy a pass: **29,000 HUF — 8 consecutive sessions** *** 👉 **Sign up in advance — spots are limited.** Feel free to message me if you have questions!

Welcome to Salsa Made Easy! Learn salsa step by step with our beginner-friendly classes. Perfect for men and women who want to dance confidently, have fun, and enjoy the rhythm of Latin dance Classes are every Monday from 18:30-20:00 \*\*Classes are in English only\*\* 4 weeks class-26000FT Single classes-7500FT Can't join our weekly classes? No problem you can learn from the comfort of your home with our online beginners classes, check it out www.salsamadeeasy.com

Következő meetuponkon a Morgan Stanley lát minket vendégül. Agenda: 17:30 - 18:00 Regisztráció 18:00 Köszöntő: HUPPUG és Morgan Stanley Session 1: Copilot Studio in Practice: Agents That Simply Work - Jaray István Session 2: Can you make Citizen Development work? What I learned from my first Power Platform projects - Marcell Pörczi 19:15 - 20:00 Networking Ahogy eddig megszokhattátok, az esemény nem lesz közvetítve, illetve felvéve. A helyek limitáltak, így megkérnénk Titeket, ha nem tudnátok jönni, akkor szabadítsátok fel a helyeteket. A helyszínt és a cateringet a Morgan Stanley biztosítja! A helyek befoglalása megjelenés nélkül befolyásolhatja a következő eseményeinken való részvétel lehetőségét. 🇺🇸 At our next meetup, our host will be hosted Morgan Stanley. Agenda 17:30 – 18:00 Registration 18:00 Welcome: HUPPUG and Morgan Stanley Session 1: Copilot Studio in Practice: Agents That Simply Work – István Jaray Session 2: Can you Make Citizen Development Work? What I Learned from My First Power Platform Projects – Marcell Pörczi 19:15 – 20:00 Networking As you’ve come to expect, the event will not be streamed or recorded. Since the number of seats is limited, we kindly ask that if you cannot attend, please free up your spot. The venue and catering are provided by Morgan Stanley. Please note that reserving a seat and not attending may affect your ability to participate in our future events.

We’ll dive into how Product Management is evolving in the AI era, and how technical debt can be managed strategically. First, Anna Szell (Product Manager at PostHog) will talk about the AI adoption: how roles are changing, where decision-making sits, and how to build teams that can ship with speed and clarity in an AI-shaped world. ​Then, Nilan Peiris (CPO at Wise) will talk about winning in high-growth environments by rethinking legacy constraints. He reframes technical debt as a strategic capital allocation decision—not a code quality flaw—and shows how to measure the tradeoff between legacy drag and speed-to-market. Learn when to intentionally take on debt to capture market share, how to empower teams without formal authority, and how to balance compliance with bold growth bets—leaving with a playbook to turn technical constraints into competitive advantage. ​Schedule: * ​18:00-18:30 - Arrival + Intro by Gergő Horányi (Wise) * ​18:30-19:00 - Anna Szell (Product Manager at PostHog) -- **Product Management in the AI era** * ​19:00-19:30 - Nilan Peiris (CPO at Wise) — **Technical Debt as a High-Yield Strategic Lever** * ​19:30-21:00 - Drinks, Pizza, Networking ​About the speakers **[Anna Szell](https://hu.linkedin.com/in/annaszell) (Product Manager) @ PostHog** ​Anna Szell is a Product Manager at PostHog. She brings a growth focus and product analytics-first lens to modern PM. Previously she worked at Craft Docs, Shapr3D and Skyscanner. ​ **[Nilan Peiris](https://www.linkedin.com/in/nilanpeiris/) (Chief Product Officer) @ Wise** ​Nilan Peiris is the Chief Product Officer at Wise, where he oversees product strategy to help the company scale and achieve its mission. He joined the organization in 2014 as VP Growth, playing a key role in its expansion after having already supported Wise’s journey as an advisor since 2012. His work focuses on building global platforms that solve complex financial problems for international customers. Prior to Wise, Nilan served as VP Growth at HouseTrip, where he was in charge of scaling the company’s presence across the European market. He also held the role of Chief Marketing Technology Officer at Holiday Extras, leading all areas of technology, marketing, and customer acquisition .Beyond his executive roles, he advises a number of early-stage startups on growth strategies and gaining market traction.

**REGISTER HERE:** [https://onebetsson.typeform.com/betssonmeetup](https://onebetsson.typeform.com/betssonmeetup "https://onebetsson.typeform.com/betssonmeetup") We’re thrilled to invite you to our next **Betsson Group** **Data & AI MeetUp**, where innovation meets real‑world impact! Join us on **March 11th from 17:45** for an evening packed with inspiring talks, live demos, and networking with fellow tech and data enthusiasts. This time, we’re diving deep into **two exciting topics shaping the future of software development and enterprise AI**: 📌 **Topic 1: “The Revolution of AI in Software Development”** **Speaker:** Cleber De Lima, Director of Data & AI, Betsson Group This presentation explores how AI has fundamentally changed software development and how you can take advantage of AI capabilities to become **10X more productive**. Cleber will share practical strategies for leveraging AI tools across the entire development lifecycle — from writing and testing code to debugging and deploying - enabling you to ship features faster and focus on high‑value problem‑solving. Whether you’re just starting to explore AI tools or looking to optimize your workflow, you’ll walk away with **actionable insights** to immediately boost your productivity. 📌 **Topic 2: “Re‑Architecting for the New World”** **Speaker:** Tatiana Petrache, Senior AI Specialist & Alexander Pedersen, Enterprise Account Executive, Snowflake Join Snowflake to learn how leading enterprises are **shipping AI‑powered products in minutes - not months -** while maintaining strong governance, performance, and quality. This session breaks down the blueprint for a **lean, high‑efficiency foundation** designed to scale AI and machine learning across the entire ecosystem. You’ll also see a **live demo** showing how to build a **production‑ready AI app in minutes**, ready for the New World. 🎯 Whether you’re a **data scientist, engineer, analyst, or tech enthusiast**, this event promises valuable insights, engaging discussions, and the chance to connect with like‑minded professionals. Seats fill up quickly, so don’t wait, reserve your spot now and be part of an inspiring evening of learning, networking, and innovation! **REGISTER HERE:** [https://onebetsson.typeform.com/betssonmeetup](https://onebetsson.typeform.com/betssonmeetup "https://onebetsson.typeform.com/betssonmeetup")

Ebben az előadásban 3–4 vezető EDR működését vizsgáljuk meg technikai szinten: hogyan hookolják a rendszer DLL-eket, hogyan használnak ETW-t és miként integrálják az AMSI-t. Az előadás bemutatja a patch/bypass alapelveit is, gyakorlati példákon keresztül. Célunk egy erős technikai alap megadása azoknak, akik mélyebben szeretnének elindulni az EDR-ek elemzésének és megkerülésének világában. Előadó: Django.

*All the presentations are in Hungarian. Thanks for your understanding!* Miért rákkeltő az alkoholfogyasztás? És mi az univerzum két legnagyobb rejtélye? A márciusi Budapest Science Meetupon kiderül. **Az alkohol rákkeltő hatásának nyomában** *Szüts Dávid – HUN-REN TTK, Molekuláris Élettudományi Intézet, Genom Stabilitás Kutatócsoport* Az alkoholfogyasztás ismerten rákkeltő, de vajon miért? Kutatócsoportunk az etanol fő bomlástermékének, az acetaldehidnek a mutagenikus hatását vizsgálta sejttenyészetekben. Az általunk talált hatás enyhe, de egyértelmű: DNS-törésekre utaló genomi átrendeződéseket találtuk sejtvonalakon végzett kísérletekben, és ugyanilyen mutációk alkoholfogyasztással való asszociációját gyomorrák esetekben. Az eredmények alapján az acetaldehid DNS-töréseket előidézve okozhat olyan változásokat a testi sejtek génállományában, amelyek hozzájárulnak a tumorok kialakulásához. **Az univerzum két nagy rejtélye: a sötét energia és a Hubble-feszültség** *Raffai Péter – ELTE TTK Atomfizikai Tanszék* A fizikai kozmológia alapvetése, hogy a világegyetem nagy léptékben homogén. Einstein általános relativitáselmélete szerint egy ilyen univerzum tágul, vagyis a kozmikus távolságok -például a galaxisok között- mindenütt azonos ütemben nőnek. A növekedés mai üteme, a Hubble-állandó, a tágulástörténet kulcsparamétere - az univerzum korát is ő árulja el. A legkülönfélébb megfigyelésekhez a Lambda-CDM kozmológiai modell illeszkedik leginkább; eszerint a tágulás mintegy 5 milliárd éve lassulóból gyorsulóba váltott át, egy ismeretlen összetevő, a sötét energia hatására. A sötét energia mellett a kozmológia legégetőbb kihívásává a "Hubble-feszültség" vált: a Hubble-állandó különböző mérési módszerekkel kétféle értékűnek adódik. Vajon ez csak mérési hiba? Vagy forradalom előjele a kozmológiában? És lehet a két nagy rejtélynek közös feloldása?

**Join us for our next Ethereum Meetup in beautiful Budapest!** **What to expect** * Casual vibes * Networking & community activities * A mix of general and technical talks & discussions * Drinks & snacks **↗️ [Luma](https://luma.com/j77fxzdn)** *🧭 Make sure to check out "**How to Find Us**" in the Location section to get the exact instructions on how to access the space* 📑**Agenda** 🕡 **6:30 - 7:15 pm** * Arrivals * Introduction, community goals, Ethereum core development & ecosystem news - Eniko (EF) 🕢**7:15 pm - 7:45 pm** Ethereum's Scaling Roadmap - Péter Garamvölgyi⁩ (Scroll) 🕢**7:45 pm - 10:00 pm** * Open discussions, community activities and networking The agenda is subject to change. The event’s primary language is English to accommodate all. The events are always interactive and we encourage discussions. 💬 *Az elsődleges nyelv a Meetupon az angol, de természetesen próbálunk alkalmazkodni mindenkihez. Akinek az angol problémát jelent, van lehetőség kérdésre, vagy az előadások után diskurzusra.* **Organizers and sponsors** * Ethereum Everywhere (Ethereum Foundation) * Guild.xyz

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/JThEZv724MJ3hvnwBpfJA7). 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!

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **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

Come chat about Atlassian tools and best practices at the Nationwide Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-downtownnationwide-22/.

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.