Apache Beam

We all know how rewarding it is to organize meetups. But we also know how hard it is sometimes. Finding sponsors, venues, speakers, budgets… We at UpCloud cherish communities and some of us are meetup organizers too! Let’s join our forces together and meet in Organizer’s meetup on 25th of February 2026! No marketing, no sales, no pitches. Just we, the organizers. What is your struggle? What UpCloud can offer you? How can we work together? How to build the “community of communities”? We will discuss all of this over beverages and snacks! Join us in our office: Location: UpCloud office, Aleksanterinkatu 15 B, 7th floor, 00100 Helsinki **The event is invite-only for meetup organizers! If you are interested to join us, let us know!** Together we will create Helsinki’s Developers Knowledge Hub and be a vital part of it!

Welcome to the meetup Women & Non-binaries in QA! The event offers a supportive and safe space for women, non-binary people, and anyone in IT who does not identify as a man. The aim is to build community, share practical knowledge, and **deep dive to quality assurance**. It is also a place for open conversations about IT work and improving inclusion in the industry. The purpose of the event is to have a sociable evening and our first theme is **Test Automation and AI.** You’ll meet Meri Alho (Test Automation Developer) and Virpi Tuohisto (Head of Test Automation & AI) from VALA and Caroline Liu Chang (AI advisor, Design Principal for Data & AI) from Siili. Meri and Virpi will introduce you to the world of Test Automation and how you can utilize AI in it, and Caroline will talk about the AI powered software development process. Whether you’re already working with test automation and AI looking for new ideas or completely new to these themes - this event is for you! Anyone interested in networking with like minded people, learning about test automation and AI, and hearing career stories from professionals in the field is welcome. **Host and venue** This meetup will be hosted by VALA at their Erottaja office. Your hosts from VALA will be Anni Paro and Maria Lavemäki. This event will be held in English. VALA’s office, Erottajankatu 11 B, 3rd floor, 00130 Helsinki. You’ll find the entrance on the courtyard. At the door, you’ll find a door buzzer labeled “VALA”. Unfortunately VALA office is partially inaccessible. For more detailed information about accessibility, practical matters or need of assistance, please contact Anni (+358503247484) or Maria (+358503058503). **Event Program** 16.30 Doors open, refreshments, food and mingling 17.00 Opening words from the organizers 17.15 1st presentation + Q&A 18.00 Break 18.30 2nd presentation + Q&A 19.00 Mingling 20.00 Venue closes **How we meet / Our Approach** During this event, we’ll follow the safer space guidelines, which you can find below: * be respectful * avoid assumptions * give space to others * take accountability and have an open mind * intervene These guidelines will be presented more detailed at the event. Also, please respect the host and arrive on time. If you are unable to attend, remember to update your RSVP so that people on the waitlist can join instead. **How to enroll?** Click "Attend" in Meetup and answer the questions to register. If the event is full, no worries! We recommend joining the queue, as cancellations may still occur on the day of the event.

Zurihac shirts, or other Haskell events paraphernalia mark the spot! :D You're invited to Haskell Office Hours, a laid-back meetup where you can ask questions, get help setting up the Haskell toolchain, or just hang out with fellow Haskellers. This meetup is geared for newcomers, but experts are also welcome to show up and join in the knowledge-sharing. This meetup will occur every second week and RSVP is preferred. Meetup starts at 19:00 and runs until 20:00. For more coordination, join our [Newcomers Matrix room!](https://matrix.to/#/!wnXpJkwWACgSBBzwDh:matrix.org?via=chreekat.net&via=matrix.org&via=rauhala.info) Happy Haskelling!

All are welcome! We meet at Lapinlahti’s sauna, and the run begins promptly at 6:00 PM. **Please arrive early to get ready.** • There is a changing room, a few lockers, and a bathroom available. • We will run from the sauna to the Sibelius Monument and back — a total distance of 6–6.5 km. • The sauna house will be locked while we are out running. After the run, we will swim, hang out, and enjoy the sauna until 8:00 PM. * We kindly ask everyone to leave by 8:00 PM. * **To enable fair participation, if you are no longer able to join, please cancel 3 hours in advance so individuals on the waitlist may attend.** **Hosted by: Nia & Olli** Contact: Nia – +358 408223934 **HOW TO FIND US:** When arriving at the main gates of Lapinlahden Lähde, turn right and head towards the water. Lapinlahti's sauna is located halfway between the yellow main building and the red Venetsia building We want everyone to feel welcome and safe. **By participating, you agree to:** • Respect others – Be mindful of personal boundaries, privacy, and consent. • Listen actively – Give space for all voices and avoid dominating conversations. • Use inclusive language – Avoid offensive, discriminatory, or exclusionary remarks. • Be considerate in the sauna – Some people may prefer quiet or need space. • Address issues kindly – If a problem arises, bring it up respectfully or with the hosts. Tervetuloa Run to Saunaan! Tapaamme Lapinlahden saunalla ja lähdemme juoksemaan noin kello 18.00. Tulethan ajoissa! • Käytössä on pukuhuone, lokeroita ja vessat. • Juoksemme saunalta Sibelius-monumentille ja takaisin. Kokonaismatka on noin 6-6,5 km. • Sauna on lukossa juoksun ajan. Juoksun jälkeen saunomme, uimme ja vietämme aikaa yhdessä kello 20.00 saakka. Kello 20.00 jälkeen meidän täytyy poistua. Tapahtuman järjestävät: Nia ja Olli Voit soittaa Nialle: +358 408223934 MITEN MEIDÄT LÖYTÄÄ: Kun saavut Lapinlahden Lähteen pääporteille, käänny oikealle kohti merta. Lapinlahden sauna on keltaisen päärakennuksen ja punaisen Venetsia-rakennuksen puolivälissä. Haluamme, että kaikilla on turvallinen olo. Run to Sauna -tapahtumissa noudatamme seuraavia periaatteita: • Kunnioitamme toistemme rajoja ja yksityisyyttä. • Annamme kaikille tilaa osallistua keskusteluun. • Puhumme kaikista ihmisistä ja ihmisryhmistä kunnioittavasti. • Olemme ystävällisiä toisillemme. • Ongelmatapauksissa voit kääntyä ohjaajien puoleen. **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 behavior if someone indicates that my behavior 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. If you want to be part of the MIITTI community, follow us on our other platforms: IG: [instagram.com/miitti1](http://instagram.com/miitti1) Facebook: [facebook.com/miitti1](http://facebook.com/miitti1) Web: [lapinlahdenlahde.fi/projekti/miitti](http://lapinlahdenlahde.fi/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!

Opitaan suomea ja arabiaa sekä kohdataan kahvikupposen äärellä! Kielenvaihtokulmassa opit tandem-menetelmällä arabiaa sitä äidinkielenään puhuvalta ja itse opetat samalla suomea, molemmat opettavat toisilleen. Tule kielenvaihtokulmaan jakamaan osaamistasi! Location: Maunula talo Metsäpurontie 4 00630 Helsinki Tervetuloa mukaan silloin kun sinulle sopii! If you want to be part of the MIITTI community, follow us on our other platforms: IG: instagram.com/miitti1 Facebook: facebook.com/miitti1 Web: lapinlahdenlahde.fi/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!

Språkcaféet är en öppen diskussionsgrupp för dig som är intresserad av att öva svenska. Välkommen till Oodi för att samtala på svenska, dricka te, lära känna nya människor och utveckla dina språkkunskaper. Tröskeln är låg alla är välkomna till språkcaféet. Vi träffas på andra våningen i grupprum 7. Språkcaféet ordnas i samarbete med Föreningen Luckan. NÄR? Varje onsdag från 28 januari till 1 juli 2026, kl. 17.30–19.00 VAR? Tölöviksgatan 4 / Helsingfors centrumbibliotek Oodi Grupprum 7, våning 2 HUR? Gratis, men antalet platser är begränsattill 20 personer – säkra din plats i tid. Läs mer här: [https://helmet.finna.fi/FeedContent/LinkedEvents?id=helsinki:agilmfuur4](https://helmet.finna.fi/FeedContent/LinkedEvents?id=helsinki%3Aagilmfuur4&fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEyOXJVem4wcG9zTFNnWkZhb3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7oA9f7wT-vg1TTAOolBX-DIa5v2kNy3WWYaRoGIQ61b0FwKnNRIpM8iS_SNA_aem_3IiwBU4uC18LCxtcZztCzQ) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- The Language Café is an open discussion group for people interested in practicing Swedish. Come to Ode to discuss in Swedish, drink tea, get to know new people and practice your language skills. We have a low threshold, everyone is welcome to the language café and we meet on the second floor in group room 7. The language café is organised in cooperation with Föreningen Luckan. WHEN? Every Wednesday starting 28th Jan - 1st July 2026 from 17.30-19.00 WHERE? Tölöviksgatan 4 / Helsinki Central Library Oodi, Group room 7, second floor HOW? Free, however, the space is limited to 20 people so make sure to grab a seat. Read more here: [https://helmet.finna.fi/FeedContent/LinkedEvents?id=helsinki:agilmfuur4](https://helmet.finna.fi/FeedContent/LinkedEvents?id=helsinki%3Aagilmfuur4&fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEyOXJVem4wcG9zTFNnWkZhb3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR5tA7X3DwdnHkLD_aFYiMP70HkHr0Sb51r5vMwwTnCaNWoZQI38y7VBcXHTqQ_aem_ankM-3hEAv-lqwS8R76POA)

Tapaamme Lootuskukan huoneella, Uudenmaankatu 33, Helsinki. Ota mukaan oma istumatyyny jos haluat istua lattialla. Tuoleja on vapaasti käytettävissä. Saavuthan paikalle ajoissa. Oviraha oman kyvyn mukaan 10-30e/kerta.

PLEASE SIGN UP HERE: [https://luma.com/sets1ldo](https://luma.com/sets1ldo) Welcome to the VTC (Vietnamese Tech Community) TechTalk at our Zalando Helsinki Tech Hub in Kamppi! **TechTalk EP8: Modern Cloud Architectures — Hyperscale Cloud, Bare Metal Cloud & Edge Computing** ☁️️⚡ ​Where does your workload belong? In the world of modern infrastructure, the "Cloud" is no longer a single destination. It's a spectrum of performance, cost, and control. ​Join us for TechTalk EP8 as we navigate the three pillars of the modern stack: * ​**Hyperscale Cloud:** For massive ecosystems and flexibility. * ​**Bare Metal Cloud:** For raw power and predictable costs. * ​**Edge Computing:** For ultra-low latency and global scale. We have 3 talks lined up for the evening: \- Cloudflare Workers by [Benjamin Bui](https://www.google.com/url?q=https://www.linkedin.com/in/binh/&sa=D&source=calendar&ust=1771972656039967&usg=AOvVaw12jMnjE2VqYsrY9HMoQyfg) \- Hyperscale Cloud vs Bare Metal Cloud by [Tri Hoang](https://www.google.com/url?q=https://www.linkedin.com/in/tri-hoang-24b104150/&sa=D&source=calendar&ust=1771972656039967&usg=AOvVaw0JggQaqkN8uVWNYv9Elxkw) Welcome! PLEASE SIGN UP HERE: [https://luma.com/sets1ldo](https://luma.com/sets1ldo)

---- Fully booked! --- (please RSVP to the waiting list) We have a date and time now confirmed! Agenda: * Supercell presentation: How Supercell Uses Databricks and AI to Automate Compliance Workflows. (Amin Javidan, Senior Data Engineer at Supercell, Sinan Sakaoglu, Senior Software Engineer at Netlight) *Learn about Supercell’s compliance strategy and operating model, and how their AI-powered PII Hunter solution, built on Databricks, helps them automate compliance* * Neon co-founder, Heikki Linnakangas: Neon to Lakebase journey through Vantaa * Food & Drinks and networking Venue Full -- Sold out!

**Welcome to Azure and Friends February meetup at [Black Belt Consulting](https://blackbelts.fi/) in Helsinki! This time we are gathering at the other side of PItkäsilta in Hakaniemi, just a short metro ride from the Central Railway Station.** Save the date and join us to spend some time with likeminded people and to listen interesting presentations about Azure. Event will be held in **English**. **We have a no-show policy:** In accordance with our [code-of-conduct](https://www.azureandfriends.com/code-of-conduct), if you are not able to participate and do not cancel, you will not be allowed to participate in upcoming events for the **next six months**. **Waitlisting:** If the event is full, please join the waitlist as seats usually free up closer to the event date. Organizers will also remind attendees to review their RSVP status couple days before event. **Photos, Live streaming and Social Media:** Please notice that we reserve rights to takes photos of the event and speakers and publish them in our social media channels. Some events might be recorded or live streamed. If you wish not to be in photos or recordings, please contact one of the organizers at the event. **LinkedIn:** Consider following **[Azure and Friends](https://www.linkedin.com/company/azure-and-friends/)** at LinkedIn **Event agenda:** 16:45-17:15 - Doors open and food 17:15-17:25 - Azure and Friends Intro 17:25-17:35 - Welcome words by **Black Belts** 17:35-18:10 - **Multi-agent Orchestration patterns in Agent Framework** by **Pasi Huuhka (Zure)** 18:10-18:20 - Break 18:20-19:00 - **TBA** by **Oskari Heikkinen (Datablink**) 19:00-21.00 --> Networking

PyData Helsinki is grateful to be hosted by RELEX this February. This time the event has a data engineering theme with talks suitable for various experience levels. **Schedule:** 17:30 Doors open 18:00 PyData Helsinki intro 18:05 Relex intro 18:20 **Refactoring bespoke integrations with dlt** by [Juuso Montonen](https://www.linkedin.com/in/juuso-montonen-7127ab20/) 18:50 **How indexes work in relational databases** by [Stanislav Bashkyrtsev](https://www.linkedin.com/in/stasbashkyrtsev/) 19:20 Break 19:50 PyData Helsinki Quiz 20:00 **⚡️ You could use DuckDB** by [Miikka Koskinen](https://miikka.me/) 20:15 **⚡️ Zero to Pipeline: When Data Connectors Just Work** by [Olusola Akinsulere](https://www.linkedin.com/in/akinsulereolusola/) 20:30 End of programme, move to suitable pub If you can't come in person, catch the stream at [https://www.twitch.tv/pydatahelsinki](https://www.twitch.tv/pydatahelsinki).

Hello sporty population! Let's gather around and play some badminton together with people from around the world! IMPORTANT! Spots are limited, so make sure you reserver yours! If you are not registered on the list, you will be kindly asked to leave; this is to ensure fair access for everyone! **If you marked going and do not come, or you did not cancel your spot on time (1 day before), you will be suspended from participating for the next two sessions.** We will play in Talihalli Huopalahti from 11.00-12.30 Court numbers are 9, 10 and 11; you can come directly to the courts or meet us at the entrance a bit before 11.00. Please keep in mind that if you go directly to the courts, **do not enter them before our time starts!** MIITTI welcomes everyone to its events regardless of background or gender. You don't have to have any skills at all to come and play with us, and if you do, please come and coach us! Age limit: 16+ Event is free, but please bring your rackets and indoor shoes, or you can rent (racket) from the hall for 4€ each. After badminton, we'll enjoy Talihalli's sauna and maybe go to a local restaurant to grab some lunch after the game. Warm welcome! For questions and more information, please contact Alaa 040 5656096 If you want to be part of the MIITTI community, follow us on our other platforms: 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! [Instagram](https://www.instagram.com/miitti1) [Facebook](https://www.facebook.com/miitti1) [Website](https://lapinlahdenlahde.fi/en/projekti/miitti)

Welcome to join our Ren Xue Yuan Gong practice throughout the summer at Lapinlahden Lähde! The practice is simple but yet practical and powerful. It is easy to learn and will help you: -gain energy, feel less tired and stressed -more mental clarity, easier to concentrate -boost your immune system Time: Sundays 15:30 - 17:00 WHERE: Tallipääty, MIITTI office Lapinlahden Lähde Lapinlahdenpolku 8 00180 Helsinki About REN XUE Ren Xue is a comprehensive system for uplifting human life. It includes a unique form of Qigong (Yuan Qigong); three foundational theories (Theory of Qi, Theory of Consciousness, Theory of Totality) and a large body of teachings. It was created by world-renowned teacher and healer Yuan Tze who continues to offer online and in-person events worldwide. Ren Xue combines ancient Chinese wisdom traditions with modern insights into health and well-being. The goal of Ren Xue is to help individuals improve their physical, emotional, and mental health through a holistic approach that emphasizes the connection between the mind, body, and spirit. REN XUE FINLAND Ren Xue Finland (RXF) is the Finnish branch of the global movement, an organization dedicated to the promotion and teaching of Ren Xue and its associated practices, including Yuan Gong and Yuan Ming Medicine. It provides easy entry into the Ren Xue system through local in-person sessions, online courses and workshops/retreats. Other learning methods can be found here: Ren Xue TV, a YouTube channel and Learn Ren Xue website. More about Ren Xue: [https://www.renxueinternational.org](https://l.facebook.com/l.php?u=https%3A%2F%2Fwww.renxueinternational.org%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAAR06uJQRSC7BE3zhPePQ7X_KO7WXa60cr7NK25KdOqfbSIHpYqBLO3dYgVM_aem_alDR7a6KhbNhG3u9NhCUVA&h=AT18asmYaRkvHCJemaC7rr9GVu579uflDCg7T6mLNodWdtMVhuxwFhIyz0p5ONeJbm3WQ3ZGIwONIa0_pDvih4t9BCCJUBkjhK4BdIMEl4aQ_qPzR5ykW-aiOndhYDPeAW9_2_eWZaMsv889HKbp8_c&__tn__=q&c%5B0%5D=AT35KTjVjr2kCnYHrXXjXPxEGFK-RFbZnFVdDmWrTe5WwbSZZ5ulNxFEjPPhejS8Pf4xetwkU1hhM1P2K_ABugpnXL6w-CKE25ARXwtLSexv-4fPJ4s2_Kcqgj3g2XWjCVkPPgcjwrPoNWOvdKa2f1VqyVa-2kcTojodTS3wn9zrnRjZLcG7)/

Join us on **Fridays, 18:00 - 19:30** at **Lapinlahden Lähde** for a free session where we’ll explore the topic of the week. After 19:30, you're welcome to hang out with us. Depending on what the group decides, we sometimes: \- stay in\, enjoy tea and cookies and play board games \- go out for dinner ✅ Your **RSVP counts as your registration**, we expect you to **honour it**. All conversations are confidential. What’s shared, stays in the group. Small group, big heart: Everyone gets a chance to share. ‍♀️ Come comfy, come curious. Bring water. Skip heavy meals & caffeine. **Tallipääty, Lapinlahdenpolku 8, Helsinki** (Through the gate, first door on the left!) **Kind reminder:** Last-minute cancellations or no-shows mean others miss out. To keep it fair, repeated cases may result in losing the spot in future sessions. If you want to be part of the MIITTI community, follow us on our other platforms: IG: [instagram.com/miitti1](http://instagram.com/miitti1) Facebook: [facebook.com/miitti1](http://facebook.com/miitti1) Web: [lapinlahdenlahde.fi/projekti/miitti](http://lapinlahdenlahde.fi/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!

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

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.

Welcome to Casual Boardgames, where we enjoy classic tabletop games and social deduction games while bonding over good food, drinks, and great conversations. 
We started this group to meet new people and make new friends, and bonding over games in a relaxed atmosphere is a great way to do that. We currently meet near route 23 and Polaris Parkway, and this is close to areas like Powell, Lewis Center, Worthington, and parts of Westerville and Columbus. 
Feel free to bring your own games or play one of the many games our members bring. If you are inexperienced, we will help you learn. 
Here are just a few examples of the kind of games we play. 
Tabletop/board games: Splendor, Catan, Azul, Dominion, 7 Wonders… 
Social deduction games: Code Names, Chameleon, Werewords… 
IMPORTANT: 
1. While we love playing a variety of games and competing, we are not just about the games. We interact and talk while playing, and this leads to a lot of laughter and fun. If you just want to compete and focus solely on the game, then this is probably not the group you are looking for. 
2. Many people join groups like this and never (or rarely) show up after weeks or months. If you join and never really come, we will eventually remove you from the group as a courtesy to our members. Why? Because limiting group conversations (on the app) to regular members makes communication and planning much easier. Also, while it may be rare, it protects members from people who join because they are interested in following a person instead of having a real interest in our group. If you get removed, it is just because you haven’t come, and we follow this protocol as a courtesy to our regular game players.

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!

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

Have a small business? Ever wish you could just ask some questions around how to grow your business, get more customers or just know what the freak you are doing with sales? Now is your chance!! Every month we are hosting the "Ask an Expert" at the Columbus Metro Library, Main campus. I will be there to answer your Sales related questions. Drop-in for sales coaching designed to help small business owners, entrepreneurs, and sales professionals sharpen their sales approach. Whether you have questions on how to refine your pitch, are looking to close deals more quickly, or are working on building better client relationships, Smashing Your Sales Goals Coaches are here to help. Drop-in to get expert insights, actionable strategies and real-time solutions to grow your business and generate higher profits. Drop-In Sales Coaching is FREE + OPEN to the public. No appointment needed. First come, first served. EPIC Learning created. Accelerate Columbus supported.

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA