Technical Analysis

Tule Vallilaan kuulemaan kaksi tositarinaa tekoälyavusteisesta softakehityksestä ja vaihtamaan ajatuksia softakehityksen tulevaisuudesta. I puheenvuoro **Lenni Ojala,** *Relex Solutions* **Uudistumista kaaosvoimin – mitä tapahtuu, kun AI-kokeilu päätetään tehdä isosti?** AI-työkalut kehittyvät kuukausissa. Organisaatiot muuttuvat yleensä hitaammin. Mitä jos ei lähdetä pieniin piloteihin — vaan päätetään tietoisesti avata kokeilu laajasti? RELEXillä tehtiin valinta: tuotepuolen ihmisille annettiin mahdollisuus kokeilla AI:ta featureiden tekemisessä kunnolla. Ei varovasti sivussa, vaan osana oikeaa tekemistä, end-to-end. Lenni Ojala kertoo, miten tällainen kokeilu johdetaan määrätietoisesti: * Miten päätös laajasta kokeilusta tehtiin? * Miten luotiin rakenteet, jotka mahdollistavat nopean - oppimisen? * Miten varmistettiin, ettei tiimin aikaansaaminen hajoa? * Missä kohtaa kokeilu muuttuu toimintatavaksi? Taustalla kulkee myös näkökulma luovuuteen ja ongelmanratkaisuun: Lenni on opiskellut systeemistä luovuutta ja tuo mukaan ajatuksen siitä, että luovuus ei ole sattumaa — se on rakennettavissa oleva kyvykkyys. AI voi toimia katalyyttina, mutta vain jos ympäristö tukee oppimista ja psykologista turvallisuutta. II puheenvuoro **Janne Oksanen**, *Museokortti &* **Tommi Sinivuo**\*, Wonna\* **Case Museokortti: Uusi ominaisuus Salesforce-ratkaisuun viidessä päivässä?** Voiko täysin uuden ominaisuuden rakentaa viidessä päivässä tekoälyavusteisesti ympäristössä ja koodipohjassa, joita devaajat eivät entuudestaan tunne? Museokortin järjestelmäpäällikkö Janne Oksanen päätti lähteä testaamaan tätä yhdessä Wonnan kanssa: mitä tapahtuu, kun vahva tuoteomistajuus ja syvä domain-osaaminen yhdistetään tekoälyavusteiseen kehitykseen. Kyse ei siis ollut pienestä kokeilusta, vaan oikeasta ominaisuudesta useamman käyttöliittymän palveluun. Salesforce on keskeinen osa Museokortin järjestelmäkokonaisuutta. Museokortin kehitystiimillä on vahva domain-osaaminen sekä syvä ymmärrys omasta ympäristöstään. Wonnan kehittäjillä taas ei ollut aiempaa kokemusta Salesforcesta. Uskottiin silti, että on mahdollisuus onnistua - ainakin oppimaan. Nopeuttaako tekoäly riittävästi teknologia-alustan haltuunottoa? Kuinka pitkälle vahva domain-ymmärrys kantaa? Case-esittelyssä avataan: * Mitä tekoälyltä odotettiin etukäteen * Mitä oikeasti tehtiin * Mitä opittiin * Mitkä odotukset toteutuivat ja mitkä eivät * Mitä kysymysmerkkejä jäi * Mitä seuraavaksi **Kenelle ja miksi?** Meetup tarjoaa ajatuksenruokaa devaajille ja heitä johtaville ihmisille siitä, mikä jo nyt on mahdollista, ja kuinka näihin mahdollisuuksiin kannattaisi softakehitystiimien tarttua. Tarjolla on pitsaa ja virvokkeita. Tämä sessio vedetään suomeksi. Meetupia ei nauhoiteta. *Wonna-meetupien tavoite on tuoda ohjelmistoalan ihmiset yhteen oppimaan ja inspiroimaan toisiaan, jotta softatiimit pystyisivät tehokkaammin vastaamaan asiakkaiden ja markkinoiden muuttuviin tarpeisiin – tinkimättä ammattiylpeydestä, työnilosta ja hyvästä elämästä.*

Learning Finnish in Finland can be difficult because Finns tend to switch to English. That is one of the reasons people like our Finnish language café: you get to practice Finnish with Finns :) The events are completely free and there is always a native speaker to facilitate the conversation and to help find the right words. The coffee is good too ☕😋🇦🇹 Tervetuloa! When? ⏰ Usually Tuesday to Friday from 15:00 - 16:00 Where? 📍 In a cozy Viennese coffee house: The Good Coffee Company, Eerikinkatu 33, Helsinki The Good Coffee Company A Taste of Vienna 🇦🇹 Eerikinkatu 33, 00180 Helsinki Please visit our Facebook page for updates and changes: https://www.facebook.com/TheGoodCoffeeCompany/events

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)

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 18 de marzo en **la Biblioteca Oodi, Sala grupal 1 (segundo piso).** Finlandia Toastmasters es parte de la red Toastmasters International.

We're excited to announce that the next PyData Helsinki meetup will be hosted by **Elisa** on Thursday, 19 March 2026! **Important:** Because of venue security requirements, we have to ask you to provide your real name that staff can verify from an ID card on you. Here's the night's lineup: * 17:00 Doors open * 17:30 **PyData Helsinki intro** * 17:35 [Nina Marila](https://www.linkedin.com/in/nina-marila/): **Data & AI at Elisa** * 17:55 [Esko Heinonen](https://www.linkedin.com/in/esko-heinonen/): **Optimization problems in electricity markets** * 18:25 Break 🍕 * 19:00 **PyData Helsinki Quiz** 🔮 * 19:20 [Eero Lihavainen](https://www.linkedin.com/in/eero-lihavainen-b1606a121/): **How fast can you read data from Delta Lake without a cluster?** * 19:50 [Udit Asopa](https://www.linkedin.com/in/uditasopa/): **⚡️ Goodbye argparse, Hello Typer** * 20:00 [Sardana Ivanova](https://sardana.codes/): **⚡️ Teaching AI to Write Poetry in Three Languages: Fine-Tuning mBART for a Museum Exhibit** * 20:10 End of programme / networking

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

Full Circle is a community of practice where mental health and wellbeing professionals come together to learn, share, and grow. ​If you’re a mental health or wellbeing practitioner who thrives on shared wisdom and community, Full Circle offers a space where you can connect, grow, and bring fresh insights back into your client work. ​**Full Circle is for professionals who work with clients in mental health or wellbeing** (e.g. psychotherapists, counsellors, art therapists, coaches, and others integrating mind–body approaches) . ​A community of practice is a space where we come together as professionals to share our experiences, challenges, and insights, not to be taught, but to learn from each other. Full Circle is about connection, not workshops. It’s a circle of peers, not a classroom. ​**By registering for this event, you agree to stand by our shared principles:** * ​Confidentiality: What is shared in the circle stays in the circle. * ​Presence: We give our full attention to each other, listening deeply. * ​Respect: Every voice matters; we value different perspectives and approaches. * ​Curiosity: We come to explore, not to give definitive answers. * ​Contribution: Everyone is encouraged to share practices, cases, and reflections. * ​Commitment: We show up consistently, knowing the community grows through regular participation. ​**How our gatherings work**: ​We gather **once a month** in person, and every time we move through the same process: * ​*Check-in*: We begin by going around the circle, with each person sharing what’s present for them in the moment. * ​*Shared practice*: One member of the community leads the group through a method, exercise, or embodied practice from their own field. Everyone experiences it first-hand. * ​*Integration dialogue*: Together, we explore what the practice brought up and how it might be woven into our client work. * ​*Check-out*: Each person shares one insight they will carry with them.

Long week at work? The friday is here right about in its usual schedule! So what's better than Friday afterwork with some cool drinks, make new friends and meet old friends 😎 Join the crowd to tell your best comedic mishaps and gossips in a conversational fashion in Bar Loose (just next to Gate A21). The happy hour lasts until 20:00 (🍺beer / cider, 🍷wine 12cl 5.50€) and we have booked private area for our group to the right from the main entrance. We might head into restaurant, bar or nightclub later. We'll see. Hope to see you there! 🤗

Finland Azure User Group is hosting **a free Azure learning event** at the Microsoft House in Espoo! Everyone is welcome regardless of your level of expertise in Azure, and our talks range from levels 100 to 300. We have an all-star cast of speakers across different areas of Azure specializations! You won't want to miss this! **Agenda:** • **12:00-12:35** Opening ([Sakari Nahi](https://www.linkedin.com/in/sakarinahi/)) • **12:40-13:15** Data ([Vesa Tikkanen](https://www.linkedin.com/in/vesatikkanen/)) • **13:25-14:00** App ([Jouni Heikniemi](https://www.linkedin.com/in/jouniheikniemi/)) • **14:00-14:30** Break & Snacks • **14:30-15:05** Infra ([Jukka Koskelin](https://www.linkedin.com/in/jukka-koskelin/)) • **15:15-15:50** Security ([Jussi Roine](https://www.linkedin.com/in/jroine/)) • **15:50-16:30** Q&A Panel

What does it mean to *know* something? We often say things like “I know this is true,” but philosophy asks a deeper question: what separates knowledge from mere belief? If someone believes something that happens to be true, is that already knowledge — or is something more required? In this meetup we will explore some of the central questions of **epistemology**, the philosophical study of knowledge: * What is the difference between **belief**, **truth**, and **knowledge**? * Do we need **justification** in order to know something? * Can we ever be certain about anything? * Could we be radically mistaken about the world — dreaming, deceived, or living in a perfect illusion? * Is it possible that **knowledge itself might be impossible**? Philosophical skepticism raises the unsettling possibility that we might never truly know anything at all. If all our beliefs could in principle be mistaken, what would count as genuine knowledge? We may also briefly discuss famous philosophical puzzles, such as the **Gettier problem**, which challenges the traditional definition of knowledge as *justified true belief*. No prior knowledge of philosophy is required. The goal is not to reach final answers but to explore the problem together through open discussion. Bring your curiosity — and perhaps a few things you think you know. **Description by ChatGPT**

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)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

OpenClaw, NemoClaw, personal assistants, 24/7 agents. What does it all mean? How does it all work and what should we know about it? Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Our hybrid event takes place both as a face-to-face and as an online meeting using the GoToMeeting software application: [ ](http://app.goto.com/meeting/449766181)[CinMIC LINK](https://meet.goto.com/449766181). This club is an operating stock investment club, open to the public as an educational opportunity. Each month this club covers an investment educational topic or presents a teaching segment. Stocks are discussed and studied. This month's educational topic will be presented by Allan Chestnut on CASH FLOW and how it affects investing. Our stock study will be ADDUS Home Care (ADUS) presented by member Paul Jayaseelan. We end the meeting with a "Talkin' Stocks" segment with quick overviews of Coke (KO) and Chipotle (CMG). Investors at all levels are welcome at the face-to-face meeting or online by using this[ ](http://app.goto.com/meeting/449766181)[CinMIC LINK](https://meet.goto.com/449766181). Get to know fellow investors!

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