Distributed Systems

Hello Fellow Testers! We are excited to invite you to our next Test & Tea meetup. This session will be held in English, and we are thrilled to be hosted by Arm Hungary Kft. **IMPORTANT DETAILS:** Because we are guests at the Arm office, we have a few specific requirements to ensure everyone gets in smoothly. **Please read the following carefully:** * **Registration:** Please confirm your attendance via the Meetup app by May 6th, EOB * **Capacity:** Space is limited to 100 attendees. * **Security:** You **must use your full name** during registration. The team at Arm requires this list to grant building access. Failure to provide your full name may prevent entry * **Legal & Privacy:** By registering and participating you acknowledge that photos and videos may be taken during the event in which you may appear. You consent to the host [Arm Hungary Kft] using images and recordings of you for communication and marketing purposes (e.g. internal platforms, website, social media). Personal data will be processed in accordance with the GDPR. For more information you can contact: Lilla Berenyi, Lilla.Berenyi@arm.com **The lineup for this evening is going to be the following:** **Speaker 1: Ákos Csilling**, Principal SW engineer, Arm Arm has recently announced the Arm AGI CPU, its first production silicon. This transition from IP provider to chip manufacturer has raised some questions in the SW test teams as well. *How do I test the HW that doesn’t exist yet?* *How to test before we get to the Linux prompt?* *Are 14 test cases enough for my system?* *Can a project be confidential and open source at the same time?* *Do we need to retest all components?* *How to stabilize CI when we need the latest from everything?* In this talk, we explore these challenges through a real-world case study and use them to uncover practical, transferable testing principles for complex systems built under uncertainty. **Speaker 2: Márton Siska**, Cooperative Member, Hungarian Testing Board In the world of industrial automation, minor software or firmware glitches can halt entire production lines. Ensuring hardware, firmware, and software work in harmony is a high-stakes challenge. In this talk, we’ll dive into: * The Strategy: Building comprehensive test environments that integrate hardware, firmware and software * The Workflow: From the automatic creation of test environments to sustainable test procedures * The Results: Executing tests and generating automated reports for rapid decision-making If you deal with large dependencies, tight deadlines, or the risk of small mistakes causing huge delays, this session will provide insights to keep your projects on track. We look forward to seeing you there for an evening of technical deep dives and great company!

Practice Buddhist meditation in the middle of Budapest! The meditation is suitable for beginners. Each regular meditation is guided and begins with a short introduction. (all together is about 30-40 minutes) Our regular Buddhist meditations have proven popular with people who want to integrate authentic Buddhist methods into their daily lives. For the modern lay person who is juggling work, relationships, and an active role in society, we teach a meditation that is easy to learn, and profound and powerful for experienced practitioners. The meditation originates from the Karma Kagyu tradition of Tibetan Buddhism. It has a cumulative effect on mind, leading to greater clarity and calmness. Fearlessness, joy, and active compassion are the result of regular practice of Buddhist meditation. * Do I need any special clothing? No special clothing needed. * Does the attendance cost anything? No, the meditation is free.

Join SnapSoft and the AWS Serverless community for a night of scaling and security. We’re diving into **multi-agent GenAI** workflows for massive **document generation** on **Bedrock**, paired with a high-stakes look at **enterprise PKI** and the hard lessons learned from intermediate **PCA expiration**. Pizza and beer included! 🍕🍺 **Agenda** 18:00 - Arrival 18:15 - Large-Scale GenAI Document Creation on AWS 18:50 - Tick-Tock: Lessons from a Near-Miss PCA Expiration 19:25 - Networking, **Pizza, Drinks** **Large-Scale GenAI Document Creation on AWS** This session showcases a real-world GenAI solution built on AWS, where Amazon Bedrock and other AWS managed services power a multi-agent workflow for document ingestion, retrieval, and large-scale automated document generation. One of the key outcomes was the ability to generate multiple hundreds of pages in one go, while maintaining structure, context, and quality across complex documents. We will explore the architectural decisions made, how we would improve it today. Along the way, we highlight key trade-offs, common anti-patterns, and emerging best practices for building scalable, future-proof GenAI solutions. **Tick-Tock: Lessons from a Near-Miss PCA Expiration** PKI is the silent engine of enterprise trust, but its complexity often stays hidden until something goes wrong. This session provides a practical overview of enterprise-scale PKI architecture before deconstructing a real-world crisis: an almost expired intermediate signing PCA. We’ll explore the cascading technical fallout across the infrastructure and share battle-tested strategies for maintaining crypto-agility. Join us to learn how to manage these critical lifecycles before the "silent" failures start. **SPEAKERS** **Patrick Nanys** Patrick is an ML Engineer focused on taking AI systems from idea to production. His background spans large-scale NLP infrastructure, LLM applications, agentic workflows, and custom ML systems, both in high-throughput enterprise environments and in client-facing AI projects. **Márton Varga** Márton is a Cloud Engineer at specializing in AWS architectures for large-scale enterprise clients. He has a track record of building complex hybrid networking solutions and robust landing zones using **Terraform and Terragrunt**. With a focus on infrastructure efficiency and security, Márton enjoys deconstructing the "silent" critical systems—like PKI—that keep the enterprise running.

💜 Csak nőknek szóló PyLadies esemény! 💜 Sziasztok PyLadiek! Ez alkalommal bepillantunk a legintenzívebben fejlődő AI-technológiák világába. Elsőként pár fogalmat és alkalmazási területet nézünk meg, majd pedig csinálunk Pythonban egy saját LLM-et. Felépítjük komponenseinket, és ki is próbáljuk, mire képes egy alaprendszer. A szünet utáni második részben az igényeinket kibővítjük, a rendszerkomponenseket nagyobb tudású elemekkel helyettesítjük, és így építünk fel egy, a gyakorlatban is használható megoldást, egy lokális RAG-rendszert. 👨‍💻 Előadó: Sepp Norbert 🗓️ Programterv Múltkori alkalmakból tanulva, most hosszabb szünetet hagyunk a ket előadás között, hogy legyen időnk beszélgetni és megismerni egymást :) • 17:30 – 18:00 Megérkezés, setup • 18:00 – 19:00 Előadás I. • 19:00 – 19:40 Szünet, Networking • 19:40 – 20:35 Előadás II. • 20:35 – 21:00 Záró gondolatok, elköszönés (A programterv változásának jogát fenntartjuk.) 💻 Mivel készülj? Workshop jellegű alkalom lesz, így ajánlott, hogy legyen nálad egy programozásra alkalmas számítógép. A meetup előtt egy héttel részletes telepítési és előkészítési útmutatót küldünk. Ha régebbi vagy kisebb teljesítményű géped van, akkor sincs gond – az első részhez nem lesz szükség komolyabb erőforrásokra. 💜 Kit várunk? Olyan lányokat/nőket, akik érdeklődnek az AI és a Python iránt, és szeretnék megérteni, hogyan működnek a modern nyelvi modellek, illetve kipróbálnák magukat egy saját rendszer építésében. 📍 Helyszín Balance Irodaház – 7. emelet Dél (Lifttől balra) Cím: 1139 Budapest, Váci út 99 🌍 Nyelv Az esemény nyelve: magyar (és Python) 🤝 Szponzor HCL Technologies Starschema Kft. Az esemény regisztrációhoz kotott! Csatlakozz a PyLadies slack csatornára! https://slackin.pyladies.com .. Ha megkaptad a meghívót, jelentkezz be, és a csatornák (channel)-ek között keresd ki a #budapest-pyladies-t. Célunk, hogy legyen egy olyan közösség, csatorna, ahová bármikor be lehessen dobni egy érdekes cikket amit olvastál, random gondolatokat vagy problémát amin elakadtál - de igazából bármit ami kapcsolódik a pythonhoz - beszélgessünk és segítsük egymást! :) Írj, akár slacken, akár itt, ha bármi kérdésed van, csatlakoznál szervezői csapatunkhoz, vagy akár te is szívesen előadnál valamilyen témában! Nagyon várjuk, hogy újra találkozhassunk! Üdvözlettel, a PyLadies Budapest szervezői 👩‍💻

Az AI jövőjét egyre több meghatározó női szakember formálja. A Shiwaforce-nál különösen büszkék vagyunk arra, hogy kollégáink és partnereink közül többen is elnyerték a Hírközlési Tudományos Egyesület "Top 50 Nők a Mesterséges Intelligencia területén" elismerését. Ennek apropóján egy inspiráló „homecoming” meetupra hívunk, ahol a szakma kiemelkedő női szereplői találkoznak, gondolkodnak és beszélgetnek együtt. **Miért érdemes eljönnöd?** * **Lendületes beszélgetések** „szívügyekről”, ami igazán mozgatja az előadóinkat az AI jelenéről és jövőjéről női szemmel * **Valódi, személyes történetek** az AI világából, nem csak sikerekről, hanem dilemmákról és tanulságokról is * **Közvetlen kapcsolatépítés** a hazai AI-közösség meghatározó szereplőivel * Inspiráció, ami túlmutat a technológián: **karrier, láthatóság, hatás** **Mire számíthatsz?** Panelbeszélgetésre és kötetlen networkingre, egy olyan közegben, ahol nemcsak a technológiáról, hanem egymásról is szó lesz. *Biztosítsd helyed egy gyors előzetes részvétellel, ehhez töltsd ki a lenti formot!* **AGENDA** **17:15 \- 17:30 \|** Kapunyitás, érkezés (Shiwaforce HQ) **17:30 - Panelbeszélgetés** **19:00 - 20:00** **\|** Pizza és networking **Vendégeink listája folyamatosan frissül:** * Dr. [Simon Eszter](https://www.linkedin.com/in/eszter-simon-95884417b/) \- K&H Bank\, Natural Language Understanding \(NLU\) team lead\, K&H Bank **\|** Top 5 Women in AI (HTE 2025) * [Dalos-Kovacs Gabriella](https://www.linkedin.com/in/daloskovacsgabriella/) **-** 4iG csoport, Group AI Officer & Strategist **\|** Top 15 Women in AI (HTE 2025) * [Szaloczy Nora](https://www.linkedin.com/in/szaloczy-nora/) **-** SE EKK - EMK, Egészségügyi adattudós és mesterséges intelligencia szakértő **\|** Top 15 Women in AI (HTE 2025) * [Dr. Mokos Judit](https://www.linkedin.com/in/j-mokos444/) \- Datapao\, Technical Instructor **\|** Top 50 Women in AI (HTE 2025) * [Varga Pál ](https://www.linkedin.com/in/pal-varga-948635b/) \- BME \- Head of AI **\|** HTE Top 50 Women in AI - Díjbizottság Elnöke * [Moldir Pocstar, Ph. D.](https://www.linkedin.com/in/moldirpocstar/) \- Shiwaforce\, Research and Product Development Lead **\|** Top 50 Women in AI (HTE 2025) * [Kiss-Vetráb Mercédesz](https://www.linkedin.com/in/mercedesvetrab/) \- Shiwaforce\, AI Researcher and Educator **\|** Top 50 Women in AI (HTE 2025) Host: [Mátyás-Kollár Gabriella](https://www.linkedin.com/in/gabriellamatyaskollar/) \- Shiwaforce\, Head of AI **\|** Top 50 Women in AI (HTE 2025) **Csatlakozz, ha szeretnél kapcsolódni egy erős, inspiráló szakmai közösséghez!** // Fontos, hogy az esemény magyar nyelven kerül megtartásra! // It is important that the event is held in Hungarian!

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:** Visszatérünk a Központi Könyvtár fő épületébe, méghozzá a felújított, átalakított és átkeresztelt régi tanulótérbe. Keresd a **Metszéspont** termét: a könyvtárba belépve haladj tovább a liftekig, de mielőtt elérnéd őket, fordulj balra a mosdók irányába. Az ott található lépcsőkön gyere fel fél emeletet. 💡 Az eseményen való részvételhez nem szükséges könyvtári regisztráció vagy beiratkozás, csak jelezd, hogy a Csendes Könyvklubra jössz. 🥤 **Étel-ital:** Kérünk, zárható üvegben hozz magaddal innivalót, ha az esemény alatt megszomjaznál. Másból inni, valamint a teremben enni nem lehet, de az épület átriumában üzemel kávézó. 🕑 **A menetrend:** 17:00–17:30 – Érkezés és bemutakozókör: mit fogsz olvasni? 17:30–18:30 – Csendes olvasás 18:30–19:30 – Kiscsoportos beszélgetés a könyvekről (opcionális) 🍹 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. **✨** **Önkéntes hozzájárulás** A Meetup-felület fenntartására elfogadunk adományokat, hogy eseményeket az eddig megszokott színvonalon és nyitott emberek között tarthassuk. Kérjük, amennyiben lehetőséged van rá, támogasd a könyvklubot! Az eseményen lesz adománygyűjtő doboz és Revolut QR kód. Köszönjük mindenkinek, aki eddig támogatott minket! 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.

Please sign up in advance! Hot Paprika Presents: Budapest’s Best Pub Quiz! Sign Up: https://forms.gle/CouTc9QdmoPqEkRp8 Join us for the Hot Paprika Pub Quiz at Bunkert, 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 will keep you entertained. Big Prizes – Weekly winners score free comedy show tickets & bar discounts . 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!

Get to know others and discover, reinforce & improve yourself through this psychological community game! **"Identity**" is a psychological self-improvement game that lets participants have a glimpse into themselves and each other from different aspects of life and providing opportunity to share relevant experiences and thoughts. You'll get a random simple task with every card you draw such as: **"Most folks are as happy as they make up their minds to be.**" -> How could you use this insight? What does it say to you? How does it bring you forward? "**When did you last have me-time?** What did you do? What things do you usually do for your own joy?" "**Every ending opens up a new gate.**" -> Recall at least 2 painful stations in your life when something important for you ended! What good things could begin thanks to these endings? Substantial short talks in a friendly, respectful, non-judgemental (really: judgements, *even advices* are forbidden by the rules!) environment, while comfortably having a drink. Let others surprise you positively, learn about them, reflect on yourself internally and improve your personal life thanks to select short tasks that aim to bring you forward! **The game will be held in english!** The game only exists in hungarian version, so for instant translation of the cards, **Google Lens is recommended on your phone**! The event will be held in the "Másik Szoba" Café and Bar (part of the Élesztőház): [https://elesztohaz.hu/reszeink/masikszoba/](https://elesztohaz.hu/reszeink/masikszoba/)

Hey everyone, here we go again with our next event on Saturday! I will host this session, so please follow my 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. Do not come 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.

**〜 unplugged easy sunday hike in Budaörs 🌿✨** a morning in nature, not too far from the city 〜 we’ll head into the hills of Budaörs for fresh air and good company ☻ 🕘 **when** Sunday, May 10 9:10 → 13:00 **📍 meeting point** Széll Kálmán tér fountain ([https://maps.app.goo.gl/sEkyBE9jueH7c7n86](https://maps.app.goo.gl/sEkyBE9jueH7c7n86)) We’ll catch the 221 bus from **Várfok utca at** **9:20** toward Csillebérc KFKI ([https://maps.app.goo.gl/fjPcWnRk4WZDan9A7](https://maps.app.goo.gl/fjPcWnRk4WZDan9A7)) **Don't be late, or you'll miss the bus.** **🥾 the hike** ~8.5 km loop ~250 m elevation Easy level, moderate pace (around 2.5–3 hours) We’ll return by bus and aim to be back around 13:00 at Széll Kálmán tér. Route map: [https://turistautak.openstreetmap.hu/mentettutv-1776943035rd1k](https://turistautak.openstreetmap.hu/mentettutv-1776943035rd1k) **🎒 bring** – At least 1L water, snacks if you'd like – Comfortable clothes & walking shoes for nature – Sun protection (hat, sunscreen) **👥 group size** Max. 20 people

Hey everyone, here we go again with our next event on Saturday! Tina will host this session, so please follow her instructions! 🙏 IMPORTANT NOTE: Free Cancellation is only until Friday, 10:00 AM. 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, Do not come Level of expectation : Beginner Venue: Tüskecsarnok Sportscentre: 1117 Budapest, Hevesy György út, Sportscentre Map: http://tuskecsarnok.hu/wp-content/uploads/tuske-map-1-full.png Look for #7 on the map. More info in the "How to find us" section of the Meetup event. 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 1,5 hours from 08:30 till 10:00. 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 people, The Host deserve to contact the people who canceled after the time designated cancellation time. The expected fee is usually around 2500-3000 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.

Every Saturday at 8:00 PM, we gather in the city to share languages, cultures, and conversations. [[Click this whatsapp groupchat link to join](https://chat.whatsapp.com/CrJ7hXrYgckCM0f1D4kRUZ)] Our group is made up of friendly 20s–30s people — locals, expats, and travelers alike — who come together to meet new people and explore different ways of thinking. Whether you’re new to Budapest or call it home, this meetup is your chance to connect in a relaxed, open-minded space. Join us to swap stories, practice new languages, and build genuine friendships across cultures.

FlowDan’s Mix is a Latin-inspired dance party workout. High energy, easy-to-follow choreographies, and nonstop good vibes! Each class has a theme we dance through Class fee: 2500 Huf 5 class pass: 10000 Huf

Zumba class at 18:00 at Hajós utca 1. 💃🏿💃🏿💃🏿

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

WQC has weekly Thursday night social nights at the Westerville Java Central. Come and grab a coffee and connect with the community: low stakes, chill environment, and tasty drinks. No registration is required; come as you are.

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. 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.

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.