Infrastructure as Code

**Haluatko oppia puhumaan selkeämmin, itsevarmemmin – ja vähän vähemmällä jännityksellä?** **Stadin Sanasepät** on suomenkielinen puhe- ja esiintymistaitojen treenikenttä, jossa opitaan puhumalla – ei istumalla passiivisena luennoilla. Meillä esiintytään, mokaillaan, pitchataan ja kehitytään turvallisessa ja kannustavassa ilmapiirissä. Tämä on hyvä paikka, jos haluat esimerkiksi: – saada itsevarmuutta esiintymiseen – sanoittaa omaa ajatustasi napakammin – treenata tulevaa työpaikan esitystä varten – kehittyä palautteen antajana (ja vastaanottajana!) – tai vaan oppia puhumaan ihmisille niin, että ne kuuntelee Saat oman mentorin, pääsyn kansainväliseen Toastmasters-materiaaliin – ja ennen kaikkea porukan, joka tsemppaa ja kulkee mukana. Vieraileminen on maksutonta eikä ennakkoilmoittautumista tarvita. Tule testaamaan, miltä tuntuu puhua yleisön edessä. Ei tarvitse olla valmis – kunhan haluat oppia.

ENG (in Swedish below) **WHEN:** Group 1 (advanced): 12.1, 2.2, 2.3, 30.3, and 4.5 Group 2 (beginners): 19.1, 9.2, 9.3, 13.4, and 11.5 at 18:00 - 19:30 **WHERE:** Luckan, Georgsgatan 27, Helsingfors **HOW: The event is free of charge. Register here:** **[https://forms.gle/ai8BituyMyAkrLqq7](https://forms.gle/ai8BituyMyAkrLqq7?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEweVp1TEZkZFRvQlp5Rlh4T3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6sqzrrkBsE2DCnr_BRfH8GyxFagtgH_S_BlsbV-3uXQX059a7_x4-O3Ke3kg_aem_o5saCgVhaeN1ulJWs2jrFg)** Are you eager to practice your Swedish? Do you have an interest in literature? Join our Book Club in Easy Swedish to practice your Swedish and explore literature. Engage in lively discussions, read easy Swedish literature, and boost your language skills. Language Cafe Experience: Our book club is designed as a language cafe, where literature takes center stage. It's a relaxed and welcoming environment, perfect for individuals of all language levels. Whether you're a beginner or an advanced learner, you'll find inspiration, encouragement, and a place to enhance your language skills through engaging conversations. This study year, two researchers from Helsinki University will be shadowing the groups. The research is focusing on how texts in easy Swedish help participants learn the language. Flexible Attendance: No need to attend every session. Feel free to join us when you can, and each gathering will be a unique experience. *** SWE **NÄR:** Måndagar 12.1, 2.2, 2.3, 30.3 & 4.5 (mera avancerad) Måndagar 19.1, 9.2, 9.3, 13.4 & 11.5 (lätt) kl. 18:00 - 19:30 **VAR:** Luckan, Georgsgatan 27, Helsingfors **HUR: Gratis, men anmälan krävs. Registreringslänken [https://forms.gle/ai8BituyMyAkrLqq7](https://forms.gle/ai8BituyMyAkrLqq7?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEweVp1TEZkZFRvQlp5Rlh4T3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6H8tpFly0f644p5Mh4Cs6iTMHugdHz8HfiDodDueXq_r-7LHl-iLWwXzAgKg_aem_wlC7gMiEcPjWTTEgFDu1Hw)** Vill du öva din svenska? Har du ett intresse för litteratur? Gå med i vår bokklubb på lättläst svenska för att öva dina kunskaper i svenska och utforska litteratur. Delta i livliga diskussioner, läs lättläst svensk litteratur och förbättra dina språkkunskaper. Träffa andra som också lär sig svenska för att dela tankar, ställa frågor och ha meningsfulla diskussioner. Bokklubben är utformad som ett språkcafé, där litteraturen står i fokus. Det är en avslappnad och välkomnande miljö som passar individer på alla språknivåer. Oavsett om du är nybörjare eller mer avancerad användare, hittar du inspiration, uppmuntran och en plats där du kan förbättra dina språkkunskaper genom engagerande samtal. Det här studieåret har vi två forskare från Helsingfors universitet som skuggar grupperna. Deras forskning fokuserar på hur lättlästa texter hjälper deltagarna att lära sig svenska. Man behöver inte delta i varje träff. Kom gärna med när det passar dig.

¡Bienvenidos al curso gratuito de meditación Sahaja Yoga en español! Sahaja Yoga es una práctica de meditación que nos permite alcanzar un estado de equilibrio general, tanto a nivel físico como emocional y espiritual. El objetivo central es alcanzar y mantener el estado de conciencia sin pensamientos o silencio mental. Con práctica regular de meditación podemos establecer este estado en nuestro interior. No es necesario llevar nada al curso y puedes vestirte de ropa normal. Después de la clase podemos tomar té y hay tiempo para preguntas y conversación. Este video te ayuda a llegar al centro de Sahaja Yoga de Kamppi: https://vimeo.com/199566137 ¡Bienvenidos! Más información sobre Sahaja Yoga: www.sahajayoga.es

(English version at the bottom) Itsekritiikki voi tuntua hyvin tutulta: mieli arvioi, vertaa ja vaatii enemmän. Tässä meditaatiossa tutkimme, mistä tämä ääni syntyy ja mitä tapahtuu, kun siihen suhtautuu hieman lempeämmin. 𝐌𝐚𝐚𝐧𝐚𝐧𝐭𝐚𝐢 𝐦𝐞𝐝𝐢𝐭𝐚𝐚𝐭𝐢𝐨 Maanantain meditaatio on viikoittainen zen-harjoitus. Harjoittelemme yhdessä meditaatiota ja tutkimme joka kerta yhtä aihetta, joka voi avata uusia näkökulmia omaan mieleen ja elämän kokemiseen. Harjoitus voi tuoda lisää selkeyttä, rauhaa ja tasapainoa sekä meditaatiossa että arjen tilanteissa. 𝐌𝐲ö𝐭ä𝐭𝐮𝐧𝐧𝐨𝐧 𝐭𝐞𝐞𝐦𝐚 Tämä ilta on osa myötätunnon ja mettameditaation teemaa, jota tutkimme maanantain meditaatioissa 23.3.–20.4. 𝐎𝐡𝐣𝐞𝐥𝐦𝐚 • 50 min teetä & opetusta • 2 x 25 min istumameditaatio + 10 min kävelymeditaatio • Henkilökohtaista ohjausta (meditaation aikana, vapaaehtoinen) • Teetä ja yhdessäoloa harjoitusystävien kanssa (vapaaehtoinen) 𝐓𝐮𝐧𝐭𝐢 𝐨𝐧 𝐚𝐯𝐨𝐢𝐧 𝐤𝐚𝐢𝐤𝐢𝐥𝐥𝐞 Kaikki ovat tervetulleita. Aikaisempaa kokemusta meditaatiosta ei tarvita. 𝐎𝐬𝐚𝐥𝐥𝐢𝐬𝐭𝐮𝐦𝐢𝐬𝐦𝐚𝐤𝐬𝐮 • Ensimmäinen kerta 7 € • Tämän jälkeen 17 € / kerta 𝐒𝐚𝐫𝐣𝐚𝐤𝐨𝐫𝐭𝐢𝐭 • 4 kerran kortti 15 € / kerta • 8 kerran kortti 12,50 € / kerta 𝐈𝐥𝐦𝐨𝐢𝐭𝐭𝐚𝐮𝐭𝐮𝐦𝐢𝐧𝐞𝐧: https://forms.gle/ZPL9X5hsxaBJC2rS6 Lempein terveisin, Tyyniminä-yhteisö \~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~ 🇬🇧 Self-criticism can feel very familiar: the mind judges, compares, and demands more. In this meditation, we explore where this voice comes from and what happens when we approach it with a little more gentleness. 𝐌𝐨𝐧𝐝𝐚𝐲 𝐌𝐞𝐝𝐢𝐭𝐚𝐭𝐢𝐨𝐧 Monday meditation is a weekly Zen practice. We meditate together and each week explore a new topic that can open new perspectives about our own mind and our experience of life. The practice can bring more clarity, peace, and balance — both in meditation and in everyday life. 𝐂𝐨𝐦𝐩𝐚𝐬𝐬𝐢𝐨𝐧 𝐭𝐡𝐞𝐦𝐞 This evening is part of the theme of compassion and metta meditation, which we will explore in Monday meditations from March 23 to April 20. 𝐒𝐜𝐡𝐞𝐝𝐮𝐥𝐞 • 50 minutes of tea & teaching • 2 × 25 minutes sitting meditation + 10 minutes walking meditation • Personal guidance (during meditation, optional) • Tea and time to connect with fellow practitioners (optional) 𝐂𝐨𝐦𝐞 𝐚𝐬 𝐲𝐨𝐮 𝐚𝐫𝐞 Everyone is welcome. No previous meditation experience is needed. 𝐂𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 • First time 7 € • After that 17 € / session 𝐏𝐚𝐜𝐤𝐚𝐠𝐞𝐬 • 4 session package 15 € / session • 8 sesssion package 12,50 € / sesssion 𝐑𝐞𝐠𝐢𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧: https://forms.gle/htLe2rccKwuav8pM8 Warmly, Tyyniminä Community

Hosted by Hoxhunt **Agenda** 17:00 Doors open 17:30 Welcome / DevOps Finland & Hoxhunt 17:45 Dangers in Kubelet permissions / Martti Leppänen, Director of Platform Engineering @ Hoxhunt 18:30 \*\*\* break \*\*\* 18:45 Terraform Blocks You Don't Know / Lauri Suomalainen, Head of Cloud Development @ Teamit 19:30 Free discussion 21:00 Doors close **Dangers in Kubelet permissions** We encountered interesting issues with proxy/getdata permissions where the description did not match the implications. Over 20 years in devops, currently helping secure the world at Hoxhunt **Terraform Blocks You Don't Know** "I know a lot of terraform, but what is it that I don't know", Lauri pondered and decided to find out. 'Terraform blocks you don't know' chronicles Lauri's perilous journey through the official Terraform documentation in search of obscure and overlooked parts of Terraform, what they are and are they actually useful in practice? The presentation contains examples using (mostly) Google Cloud, handful of demos including that of Terraform Stacks and a lot of opinions laced with picante dashes of frustration and agony. The presentation expects prior experience of using standard Terraform features. Lauri Suomalainen has a decade of experience working with public clouds and software. He currently works as the Head of Cloud Development and a cloud consultant at Teamit and is one of the founders and organisers of the Helsinki HashiCorp User Group. Besides professional nerdy interests, Lauri's freetime nerdy interests include playing in a death metal band, rock climbing and board games. **Streaming:** link coming up soon **Join our slack:** [http://www.devopsfinland.org/](http://www.devopsfinland.org/) **LinkedIn:** [https://www.linkedin.com/company/102919614](https://www.linkedin.com/company/102919614)

Ven a Finlandia Toastmasters a practicar y aprender habilidades de presentación 🗣️, storytelling 🎬y pitching 🎤. Estos son pilares fundamentales para tener éxito en el mundo laboral de hoy. El programa de cada reunión incluye discursos y presentaciones, retroalimentación (feedback), improvisaciones y, como si fuera poco, la vas a pasar muy bien 😄. ¡Bienvenidos a conocernos! 🤝 Nos vemos este miércoles 1 de abril en **la Biblioteca Oodi, Sala grupal 6 (segundo piso).** Finlandia Toastmasters es parte de la red Toastmasters International.

Warm welcome to join our weekly improv club for amateurs! No previous experience in theatre or improvisation is required – the most important thing is to have fun and try something new. **IMPORTANT**: Spots are limited, please make sure to reserve yours! The training sessions teach and apply basic improv techniques, skills and principles. In addition to short exercises, those who are interested can work towards for a small performance for a small audience in late spring – however, participation is also meaningful without the desire to perform. *Commitment*: The first four times you can come and get to know the other participants and the techniques without any commitment. From week 16 (14th of April) onwards, the group will close in hopes that the participants can work more focused together and develop onto what we have learned. Participants will also get the opportunity to take turns directing the rest of the group or other smaller responsibilities as they gain confidence. WHEN & WHERE: Tuesdays at 18-20, starting 17th of March Tallipääty, MIITTI office Lapinlahten Lähde Lapinlahdenpolku 1 00180 Helsinki About the facilitator: Iska Knuuttila has been part of the Jyväskylä-based Impropaatti group in 2020–2024, where he led some of the training and performed in two performance seasons. The repertoire included both short techniques and long plays. Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community! IG: instagram.com/miitti1 Facebook: facebook.com/miitti1 Web: lapinlahdenlahde.fi/en/projekti/miitti/

**Easter Retreat in Ylläs, Lapland** **April 1–5, 2026** In Lapland, spring is a threshold season. The snow still carries. The air is clear. The light has already changed, even though winter has not yet stepped aside. At the meeting point of winter and spring, the breath deepens. In this in-between space, we gather to pause and remember who we are. During the retreat we move in a natural rhythm, listening to the dance of light and shadow. Meditation, vibrational and movement practices support nervous system regulation and inner movement. The wisdom of plants helps us see through the layers and return to the heart. Daily integration and supporting practices allow insights to settle and become lived experience, held by our experienced and supportive team. Yet the most important medicine is you. We enjoy clean, plant-based meals that support the body’s natural purification and balance. Daily sauna and treatments complete the experience, creating space for deep relaxation. We are not trying to change anything. This retreat does not add anything new to you — it simply reveals what has always been true. If you feel the call, you can ask for more information by sending me a message: **+358 44 558 8999** (Telegram / Signal / WhatsApp) Before confirming participation, we have a personal conversation with each participant to ensure that this space — and this moment — are truly right for you.

THANK GOD IT'S FRIDAY! Welcome to pay a visit to BTCHEL HUB every Friday from 10am to 6pm, as we launch a new meetup concept: BTCHEL Fridays! BTCHEL Fridays is when the community hub has open doors for anyone to pay a visit, when the active Helsinki bitcoiner scene gathers together under one roof. The BTCHEL Hub is a versatile physical space for workshops, meetups, parties, movie nights, game nights and of course, co-working office where all the members are building together! Join us every friday at your convince! Coffee is on the house ☕️ You'll find us from google maps! Learn more about us from BTCHEL.com

Holistica BodyMind Flow The Spring Sessions The Holistica classes are a blend of mobility, strength, breathwork, and deep relaxation exercises. We use Yoga, Qigong, and somatic practices, as well as playfulness, dance, and creativity. Our goal is to allow ourselves to have some quality “me time” , to build a warm community and to provide tools to support our wellbeing in everyday life. 3rd class of the Spring Sessions: **Blossoming** *What do we need to blossom?* What’s in our way to awaken our true potential, mentally and physically? In the 3. Class of our Spring Sessions we will use dance and play to feel safe and confident. Then we will practice exercises based in pendulation techniques, that will help us to build mental resilience and a strong body. **Please use comfortable clothes and bring a small towel as we need it as a tool for our exercises and for the sweat.** We will have 3 classes in March: Tuesday 3rd: \*\*Awakening\*\* - Time to awaken our energy and overcome resistance. Tuesday 17th: \*\*Growing\*\* - Time to stretch, expand and fortify. Tuesday 31st: \*\*Blossoming\*\* - Time to celebrate, show up for ourselves and shine. (After each class ends, registration for the next one opens.) **Exclusively for women. Migrant women very welcome. LGBT+ very welcome.** Come as you are, bringing openness and curiosity. Wear comfortable clothes. Bring your own massage oil or cream for face and feet self massage. **IMPORTANT**: • Spots are limited. If you are not on the MeetUp attendance list, you will be kindly asked to leave. • If you reserve a spot but cannot attend, please cancel in good time so someone from the waitlist can join. About the Project: These classes are part of the Mindful Movements project, launched in September 2025. Facilitator: Lay Wascher — Yoga teacher, Holistic Body-Work and Wellbeing specialist, Group Fitness instructor, and MIITTI volunteer. WHEN: Tuesday, 31st of March, 18:30-19:30 WHERE: Wanha Labra, Lapinlahden Lähde Lapinlahdenpolku 8 00180 Helsinki (How to find us: Inside the yellow main building's courtyard, enter through the door to Kahvila Lähde and turn left, head up the stairs, the door to Wanha Labra is straight ahead. If you want to be part of the MIITTI community, follow us on our other platforms: [Instagram](instagram.com/miitti1) [Facebook](facebook.com/miitti1) [Website](lapinlahdenlahde.fi/en/projekti/miitti/) Whatsapp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community! ***MIITTI’s Principles for safer space:*** MIITTI wants to nourish a safe and pleasant environment for everyone, where everyone can feel safe as themselves. By joining as a volunteer, employee or participant of the event or activity, you agree to follow the guidelines below *Non-discrimination* I do not make assumptions about people based on their external characteristics or names. I treat all participants with respect, and I don’t use language or take actions that discriminate based on race, gender, sexuality, disability, age, religion, or any other characteristic. I respect pronouns and names. *Boundaries* I respect others' personal space and boundaries, both physical and mental. I acknowledge that I cannot know someone else's boundaries without asking first. I ask before touching. I listen to others and adapt my behaviour if someone indicates that my behaviour makes them feel uncomfortable. *Creating Safe Environment* Everyone is responsible for contributing to a safe and respectful environment. If I witness harassment, I do my part to support those who experience inappropriate or offensive treatment. *Zero Tolerance for Harassment* Our space upholds a strict zero-tolerance policy towards any form of harassment. Harassment, whether verbal, physical, or online, will not be tolerated. If you experience or witness inappropriate behavior or harassment at our events, please report it to the MIITTI or Lapinlahden Lähde staff.

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

Colombus Code & Coffee is thrilled to partner with Central Ohio Azure to put on the global Azure community day! RSVP here: https://www.meetup.com/central-ohio-azure/events/313484939/ View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.