SQL Server

AWS meetups are back in town! This chapter is the 1st one this year and dedicated to **S3.** But we look on the storage from completely different angles: **From Developer's to Penetration and Security perspective.** More info soon, and the meantime we reveal topics, and... 🗓 **Save the Date**: Mark your calendar 🍕 + 🍺 = Let's gather around pizza and beer at **Hevre** or Watch the stream on [YouTube (Link)](https://youtube.com/live/Tx7lmDVTVKo) Hosted by: **Maciej Lelusz**, AWS Hero AWS Community Builders: **Maria Kmita & Pawel Kusinski** 🎤 **Speakers**: 〰️ *„*"Optimizing S3: A Million-Dollar FinOps Journey" **Avihay Tsayeg,** Senior Staff DevOps Engineer, Cloudinary 〰️ *„UnS3cure - Buckets full of holes"* **Paweł Kusiński,** Penetration Tester and Security Researcher 💡 Details about Speakers & Talks💡 **Avihay Tsayeg:** joined Cloudinary five years ago and is a key member of the Infrastructure group, where he leads the FinOps domain. With over 20 years of experience in software development, specializing in the DevOps–FinOps intersection, Avihay brings deep expertise in cloud cost optimization. ☞ will speak about: In his talk, he will share actionable strategies for mastering resource cost management within AWS S3. **Paweł Kusiński:** Penetration Tester and Security Researcher focused on app and cloud security. His work includes penetration tests and infrastructure audits across a wide range of IT projects. Passionate about knowledge sharing, he leads workshops, gives conference talks, teaches at universities, and is an AWS Community Builder. Outside of work, he plays CTFs as a member of justCatTheFish and has an unhealthy habit of buying too many Legos - despite having absolutely no space left for them. ☞ will speak about: Time goes by, AWS keeps adding new security features, and yet year after year, we hear about more data leaks and breaches involving S3 buckets. Data spills by the terabyte, companies apologize, and shortly after, the cycle repeats. How does this keep happening? What is the core problem? How do attackers find their targets? We’ll walk through the most common methods and configuration mistakes - and if time allows, we’ll try to secure everything properly as well! And who knows - maybe we'll uncover a million-dollar leak during the presentation?

The language of this workshop is Hungarian. A program a **Budapest Accessibility Meetup**, a **UX Budapest** és az **Appy** közös szervezésű eseménye. A felhasználóknak mindig tudniuk kell, hogy egy-egy űrlapmezőbe milyen adatot írjanak be. Ehhez elengedhetetlen az űrlapmezők megfelelő címkézése, illetve instrukciókkal történő ellátása. Mivel a címkék nagyon fontosak az akadálymentesség szempontjából, ezért kiemelt szerepet kapnak WCAG szabványban is. A WCAG számos kritériuma foglalkozik azzal, hogy a címkézési folyamat mely aspektusai okozhatnak potenciális akadályokat. A workshopon gyakorlati példák segítségével azt járjuk körül, hogy milyen módon lehet elkerülni ezeket a címkézéssel kapcsolatos anomáliákat. **Többek közt szó lesz arról, hogy:** * mi az összefüggés az űrlapmező címkéje és elnevezése között, * közvetlenül mely WCAG kritériumok vonatkoznak a címkére, * a különböző kisegítő technológiák használatakor hogyan érvényesül a címke, * milyen a jó címkeszövegezés, * a HTML kódban hogyan valósítható meg az akadálymentes címkézés. **Időpont:** 2026\. március 4\.\, szerda\, 16:00 **Helyszín:** Appy iroda (1061 Budapest, Nyugati tér 1. 6. em.) **Meghívott szakértő:** **dr. Velegi Dorottya** \- CPACC\, jogász **Facilitátorok:** * **Daniss-Bodó Eszter -** ux designer, accessibility advocate (Blue) * **Nagy Árpád -** lead ux designer, akadálymentességi szakértő (OTP) * **Klein Péter -** design strategist & leadership advisor (Blue) * **Szántai Károly -** tanúsított web akadálymentességi szakértő, szakoktató **Program:** 1, Bevezető előadás - Szántai Károly 2, Csoportmunka interaktív feladatokkal 3, Közös összegzés **Kiknek szól?** UX/UI tervezőknek, fejlesztőknek, tesztelőknek, és akadálymentességi szakembereknek. A workshop gyakorlati példáiban nagyon egyszerű HTML kódok is lesznek, de ez senkit ne riasszon el a részvételtől. A kódolásban kevésbé járatos résztvevőknek is segíteni fogunk ezek értelmezésében. **RSVP** Kérjük, használd az RSVP-t! Ha bármilyen okból nem tudsz eljönni, kérjük, frissítsd foglalásodat, hogy más számára felszabaduljon a hely. **A helyszín akadálymentessége:** A helyszín akadálymentes. Lift és akadálymentes mosdó található az épületben. Segítőkutyádat természetesen szeretettel várjuk. **Fotózás** Készíts te is fotókat, és töltsd fel ide az eseményhez. Örökítsük meg együtt eseményeinket. **Van Meetup ötleted?** Folyamatosan szeretnénk javítani eseményeinket a te hozzájárulásoddal is. Ha van egy téma a fejedben, vagy ha szeretnéd, hogy a céged szponzoráljon egy eseményt, esetleg segítenél a szervezésben, jelezd nekünk.

Lépj be egy varázslatos, párhuzamos univerzumba, aminek ha korábban tudtál is a létezéséről, nem gondoltad, hogy ennyire kiforrott! (It's important that the event is held in Hungarian!) Újratöltött **Shiwaforce AI Forge 2026** meetupunkkal bevezetünk a kézzel fogható, érezhető, látható, szagolható AI világba, ami túlmutat a kódok és képek generálásán: ez a **fizikai AI.** Eseményünkön elismert szakértők vezetnek be a robotika, a dróntechnológia, a számítógépes látás és persze mindezek jogi vonatkozásainak világába, bemutatva, hogyan válik az algoritmus kézzelfogható értékké a gyártósorokon, a kiskereskedelemben és a mindennapi környezetünkben. *Biztosítsd helyed egy gyors előzetes részvétellel, ehhez töltsd ki a lenti formot!* **AGENDA** **17:00 \- 17:30 \|** Kapunyitás, érkezés (Shiwaforce HQ) **Az agendát folyamatosan frissítjük!** **Előadóink:** * [Várhelyi-Tóth Gergely](https://www.linkedin.com/in/tgergo1/) \- TÜV Rheinland Group **\|** a Computer vision kihívásai * [Kovácsné Dr. Bikki Laura](https://www.linkedin.com/in/lbikki-laura/) LL.M. **\|** AI jogi és robotikai szakértő * [Holló Benjamin](https://www.linkedin.com/in/hollo-benjamin-a5bbb1299/) a TerraSky.ai CEO **\|** az AI-támogatott drónalkalmazások * [Zsolt Vaszary](https://www.linkedin.com/in/zsoltvaszary/), a Robotic Retail co-founder **\|** Robotizált kereskedelem Host: [Mátyás-Kollár Gabriella](https://www.linkedin.com/in/gabriellamatyaskollar/) (Head of AI, Shiwaforce) **Csatlakozz hozzánk, ha azoktól szeretnél tanulni az AI-ról, akik évek óta dolgoznak vele.** Ezek a szakértők valós, gyakorlati tapasztalatokat hoznak az említett rendszerekkel kapcsolatban, mivel ők már beépítették a mindennapi munkájukba. Az esemény nemcsak értékes tudást, de networking lehetőségeket is biztosít. \*\* – Itt van az ajtó, ami arra vár, hogy átlépj rajta a „másik oldalra”. Regisztrálj előzetesen!\*\* **—** Fontos, hogy az esemény magyar nyelven kerül megtartásra! / It is important that the event is held in Hungarian!

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/)

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!

ENGLISH STAND-UP COMEDY NIGHT❗❗ Join us for another amazing Hot Paprika Comedy🌶️ Night at A&o! We have an amazing lineup of international🌍 comedians waiting to make you laugh! **Please comment under the post in the events discussion tab if you want a spot to perform!**\* FREE Show‼️But donations are appreciated💸 Hosted by : Tauseef Seats are on a first come first serve basis. So, come a bit earlier to make sure you have a seat.🪑 Follow Hot Paprika Comedy' to stay updated on future events: https://www.facebook.com/hotpaprikacomedy

Foundation models are leaving the cloud — and entering the physical world. Robotics is quietly becoming the next global ecosystem. Open-source foundation models. End-to-end learning. Industrial-grade reliability. And radically new ways of building robotic bodies. This meetup is special because we’re not just talking theory. We’re bringing together speakers from: • **Hugging Face** — powering one of the world’s leading open AI ecosystems, now expanding into open-source robotics • **mimic robotics** — building scalable, real-world robotic manipulation systems for industrial deployment • **Allonic** — reinventing how robotic bodies are manufactured through its 3D Tissue Braiding technology, recently raised €6M in pre-seed funding — the largest hardware pre-seed round in Hungary to date This event is powered by **ShareTech Foundation** — a non-profit initiative building bridges between frontier technology, industry, and the European tech ecosystem. This event venue is provided by **Tulip Interfaces** a manufacturing app platform empowering frontline teams with digital tools and real-time data. *** ** Date & Time:** March 5. 2026, 17:30 ** Location:** Tulip Interfaces Office - Budapest, Köztelek u. 6, 1092 *** ** The Talks** *** **Dana Aubakirova** ML Research Engineer — Hugging Face **Open-Source Robotics: Bringing Foundation Models to Real Robots** From Vision–Language–Action models to real robotic deployment. Dana will walk us through: * How foundation models are reshaping robotics * Multimodal pretraining and scaling trends * SmolVLA and the LeRobot open-source ecosystem * Community-driven robot data collection * What still blocks large-scale embodied AI If you care about open-source AI moving into the physical world — this one’s for you. *** **Benedek Forrai** Co-Founder & Lead Roboticist — mimic robotics **Systems as Moat — Bringing Reliability into End-to-End Learning** End-to-end learning is exciting. Industrial reliability is harder. Benedek shares: * VLA → VAM evolution * Scaling pretraining without massive robot datasets * Architectural bottlenecks in current pipelines * Why system design becomes the true competitive moat This is where research meets customer-grade deployment. *** **Benedek Tasi** Founder & CEO — Allonic **Complexity in Robotic Bodies — And Making Them Simple Enough for Mass Production** As robot intelligence scales, hardware complexity explodes. Allonic introduces **3D Tissue Braiding** — a radically new way of “growing” robotic bodies in a single integrated process. We’ll explore: * Bio-inspired robotic connective structures * Reducing hundreds of parts into unified builds * Manufacturing scalability for the next robotics wave This is how you build robots that can actually scale. *** ** Agenda** 17:30 — Arrival & welcome 18:00 — Talks 20:00 — Community networking 21:00 — Wrap-up ** Why You Should Come** Because robotics is no longer sci-fi. It’s becoming infrastructure. And the next big shift in AI will be embodied. Join us if you’re into: * AI & foundation models * Robotics & manipulation * Industrial systems * Hardware innovation * Or just want to see where this is all heading As always: high-signal talks, real practitioners, strong community. See you there. *ShareTech.Foundation is building Europe’s next-generation tech communities — from AI and robotics to hardware prototyping and cross-border collaboration.* \*Please note: All presentations will be conducted in English to welcome our growing number of international members. \*\*Please be informed that photographs/videos can be taken at the event, in which the event participants may be identifiable as data subjects. The event usually produces mass shots to show the events in their overall effects, but it can also be possible to highlight a particular person or moment in the recordings. The photo/video may be used and published in promotional and/or marketing materials, on the website, intranet and social media channels. We declare that we will only use photo that are not infringe the personal rights of the data subject.

Csatlakozz hozzánk egy inspiráló estére március 5-én a Lupus Consulting irodájában a 10. Atlassian Community Eseményre, amelyet olyan szakemberek számára szervezünk, akik szeretnék megismerni az ügyfélszolgálat és az eszközmenedzsment legmodernebb megoldásait. Az esemény főbb témái: Customer Service Management (CSM) – Az ügyfélszolgálat jövője Ismerd meg a CSM működését, lehetőségeit és gyakorlati megoldásait Kiss Marcell előadásában. Hatékony eszközmenedzsment Tari Levente bemutatja, hogyan építhetsz fel jól strukturált asset sémákat, valamint hogyan automatizálhatod az eszközobjektumok frissítését és létrehozását a hatékonyabb működés érdekében. Élet az Opsgenie után Betekintést nyerhetsz az Opsgenie migráció kihívásaiba, majd megismerheted az új Jira Service Management (JSM) Operations felületet Salánki Attila izgalmas bemutatója keretében. Networking Kötetlen beszélgetés és közös pizzázás🍕🍺 az előadások témáiról és egyéb izgalmas szakmai lehetőségekről. Program: 16:30–17:00: Regisztráció 17:00–17:10: Köszöntő 17:10–17:30: A Customer Service jövője: Újdonságok, lehetőségek és megoldások Előadó: Kiss Marcell 17:35–17:55: Hatékony Asset kezelés – Asset sémák felépítése, objektumok frissítése és létrehozása automatizmusokkal Előadó: Tari Levente 18:00–18:30: Pizzázás🍕 18:30–18:50: Élet az Opsgenie után – migrációs kihívások és az új JSM Operations felület bemutatása Előadó: Salánki Attila 📍 Helyszín: Lupus Consulting iroda Ne hagyd ki ezt a remek lehetőséget, hogy kapcsolatba lépj hasonló gondolkodású szakemberekkel, és lépéselőnybe kerülj a szakmádban. Biztosítsd a helyed most, és légy részese a jövőbe vezető izgalmas útnak! 🚀 Agenda --- Speakers Attila Salánki - Lupus Consulting (Atlassian Consultant) Marcell Kiss - Lupus Consulting (Atlassian Consultant) Levente Tari - Lupus Consulting (Atlassian Consultant) Hosted By Attila Gaspar [META-INF], Community Leader Ernszt-Galamb Eszter, Marketing specialist Ágnes Ignáth, Community Champion & Atlassian Consultant --- 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 Lupus Consulting (https://lupusconsulting.com/hu) --- 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-budapest-presents-10th-budapest-ace-tavaszi-atlassian-community-esemeny/.

English below \-\-\-\-\-\-\-\-\-\-\-\-\- Tarts egy kis szünetet a hétköznapi rohanásban és gyere el csendes könyvklubunkba a Fővárosi Szabó Ervin Könyvtárba. Hozd magaddal az aktuális könyvedet, merülj el benne egy órácskát, majd oszd meg velünk, amit olvastál. 🗺 Hogyan találsz meg minket: A tanulótér felújítása miatt az eseményt a FSZEK Ötpacsirta u-i épületében tartjuk (Ötpacsirta u. 4., a Központi Könyvtár bejáratával szemben): az épületbe beérve gyere fel az első emeletre a balra található lépcsőn. A termünk rögtön a lépcsősorral szemben lesz. 💡 Részvételi díj: Nincs. :) 🥤 Étel-ital: Kérünk, zárható üvegben hozz magaddal innivalót, ha az esemény alatt megszomjaznál. Másból inni, valamint a teremben enni nem lehet. 🕑 A menetrend: 17:00–17:30 – Érkezés és bemutakozókör: mit fogsz olvasni? 17:30–18:30 – Csendes olvasás 18:30–19:30 – Választható beszélgetés a könyvekről (magyarul) Extra: Az esemény után igény szerinti afterezés a [Prága Kávéház és Sörözőben](https://pragakavezo.hu/) (Baross u 8.), hogy ne csak könyvekről beszélgessünk! Ha csak erre jönnél, írj üzenetet, hogy ne kerüljük el egymást. Fontos: Ez egy teljesen magyar nyelvű esemény. A bemutatkozó kör az elején és a kötetlen beszélgetés a végén is magyarul zajlik. Az olvasás csendje persze mindenkié, így nyugodtan hozhatsz bármilyen nyelvű könyvet. A részvétel ingyenes, de a helyek korlátozottak. A helyedet a hivatalos Meetup eseményen való regisztrációval tudod biztosítani: Várunk szeretettel! \-\-\-\- Please note: This is a Hungarian-language event. The introductions at the beginning and the optional discussion at the end are held in Hungarian.

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!

Please sign up in advance! Hot Paprika Presents: Budapest’s Best Pub Quiz! Register here: https://forms.gle/JKjGn4aGBr1r1dF48 Join us for the Hot Paprika Pub Quiz at A&O Hostel Budapest, kicking off at 8 PM! This isn’t your average trivia night—it's hosted by comedians, so expect uncomfortable laughs, unexpected twists, and an unforgettable time! What to Expect: Diverse Topics – From pop culture to history, no subject is off-limits! Comedian Hosts – The hilarious Tauseef Parvez & Fanni Pinter will keep you entertained. Big Prizes – Weekly winners score free comedy show tickets & bar discounts . Grand Prize – The season’s top team wins a 20,000 HUF bar tab! First Event: Donation-Based – Come, play, and support the show however you can! Gather your team, sharpen your wits, and let’s make trivia night legendary! Register now and don’t miss out!

Hey everyone, here we go again with our next event on Saturday! Linh will host this session, so please follow his instructions! 🙏 IMPORTANT NOTE: Free Cancellation is only until Friday, 18:00 PM. If you cancel after that without noticing the host, You must pay the fee to compensate the court and shuttlecock. WAITLISTED ATTENDEES: If you are in the WAITLIST but you decided to come, there will be an extra payment as part of the punishment. The amount of Payment should be 1,000 HUF extra. Level of expectation : intermediate - advanced Venue: HODOS TAMAS Badminton Hall Our venue does not provide rackets, which means that you'll have to bring your own racket! There are 3 courts booked for us for 3 hours from 16:00 till 19:00. Showers and changing rooms are available! Extra Note Attendance fee: We will divide the court fee by the number of people showing up. However, in certain circumstance, when the number of people cannot is less than and equal to 12, The Host deserve to contact the people who canceled after the time designated cancellation time. The expected fee is usually around 2000-3000 HUF per person. Payment is done at the court. or The host will reach you out via meetup chat. !!!Last but not least: if you have signed up but cannot make it for some reason, just take a minute to sign off, RSVP = no. This is to help those who are on the waiting list and want to play. The cancellation time with non-sick reason should be 18 hours before the session. In case you are not feeling well on the session day, please kindly contact the host via comment or privately message him/her with the direct message feature maximum 3 hours before the session. Looking forward to seeing you! cheers, Yoga Liability: The participation happens on own risk. There is no liability for any accidents, thefts or damages from the organizer.

Love reading & self-reflection? Join us for silent reading, writing, discussion and being tied to a char (rope not included) Do you love reading and self-reflection, but struggle to find the time or place for it? Join us! We promise to tie you to a chair until you finish reading (rope not included). But seriously: if you want a cozy space to read, write, reflect, and share with others, bring your favorite book **(novel, non-fiction, etc.—any genre is welcome!)** and join us. You can bring a hard copy or an e-book in any language, or you can just focus on writing if that’s more your style. This is a safe, welcoming space—feel free to share your thoughts and approach others with kindness. **How the Event Works:** * **Introductions:** We’ll start with a quick round to say hello and get settled. * **Reading & Writing (40 minutes):** Time to dive into your book or write in silence. We will provide paper and pens if you want to take notes! * **Discussion (Until 6:00 PM):** We'll spend the rest of our time discussing the ideas and thoughts from our books and mingling. **The discussion will be held in English.** *The event itself is free, but please support the venue by getting yourself a nice slice of cake, tea, or hot chocolate while we hang out.* ⏱️ **Time:** 15:00-18:00 📍 **Location:** V51 Café, Budapest, Mester u. 9, 1095 🗣️ **Language:** English 📸 **Please note:** By attending the event, you consent to photos being taken of you and used for promotional purposes.

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.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

**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.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

**Presenter:** Auri Rahimzadeh, Principal Software Architect, Momentum3 **Time:** Pizza at 6:00, Presentation Starts at 6:30pm Eastern **Location:** Theoris, 9000 Keystone Crossing, Suite 230, Indianapolis .NET 10 is here alongside a practically rewritten Visual Studio 2026. Learn about the new C# 14 features, VS2026 niceties, and more! Looking forward to seeing you there!