Infrastructure as Code

**Explore sounds of belonging, for you and for others in a three-days’ workshop** **When**: 18th, 19th & 20th of May **Time:** 13.30-18.30 **Where:** Sibelius Academy Töölönlahdenkatu 16 C, 2nd floor The workshop "Bajo un mismo sol" is bilateral and happens simultaneously with participants in Medellín. All together we will train careful listening to places, make and share recordings of places we feel belonging to, and create collective sound maps in the mobile app MSWalks on Kansalaistori, in front of Oodi library, and on the square of Medellín Modern Art Museum. On these sound maps that activate when we walk across the squares with our phones' speakers, we will also improvise with small custom-designed solar-powered electroacoustic instruments. Participating does not require any background in music, but an interest in sound, for encountering new people and sharing ideas related to identity and memories. A careful listening attitude is central to the activities, as well as an interest for sharing and conversing within respect of differences. This workshop is related to a research and the registered participants will receive detailed information prior to decide on consenting to participate to the research. The activities will be documented for research purposes and there are various options for being or not included in the documentation. You may participate to the whole workshop or select the times that suit the best to your schedules. **After registering you will anyway be contacted and given more information, but you may as well ask information prior to registration by email at marianne.decoster-taivalkoski@uniarts.fi.** About the facilitator: Marianne Decoster-Taivalkoski (IG: marianne.d_t ) is a media and sound artist with French origins and based in Helsinki since 1993. She works in music and technology program at the Sibelius Academy of the University of the Arts Helsinki as a lecturer and an artist- researcher. Her work deals with identities, movement, listening, places and improvisation. She has a long experience in working with groups.

**Become a better speaker and leader with Stadi Talkers Toastmasters Club!** Welcome to Stadi Talkers Toastmasters Club, a proud member of Toastmasters International, the global non-profit organisation dedicated to teaching public speaking, presentation, pitching, and leadership skills. Our worldwide network of clubs helps individuals grow personally and professionally through practical, hands-on experience. **New to Toastmasters? Join us as a guest!** We invite you to attend our meetings as a guest to see what Toastmasters is all about. You can choose to participate in our impromptu speech session or simply observe and get a feel for our community. Our welcoming environment is designed to support and inspire you, whether you're just starting out or looking to hone your skills. **Meeting structure** Our meetings typically include the following segments: * Table Topics™ (Impromptu Speeches): *4-7 short speeches (1-2 minutes each)* * Prepared Speeches: *2-3 in-depth presentations (5-7 minutes each)* * Evaluation Session: *Constructive feedback to help you improve* No matter your profession, the skills you develop at Toastmasters will enhance your ability to communicate effectively, pitch ideas confidently, and interact positively with others. These are lifelong benefits that will serve you well in any career or social setting. **Learn more and connect with us** For more information about Toastmasters International, visit [www.toastmasters.org](http://www.toastmasters.org). However, the best way to truly understand the value of Toastmasters is to experience it first-hand. Guests are always welcome, and you can even try your hand at our impromptu speech session if you feel inspired. Connect with us on [LinkedIn](https://www.linkedin.com/company/stadi-talkers) or [Instagram](https://www.instagram.com/staditalkers/)! *Meetings start at 18:00. We recommend arriving early to mingle with club members before the program begins.*

**The Red Tent – an Empowering Circle for Women and Non-binary** *”Do you miss an opportunity to share your experiences, memories and desires as a woman in a safe circle?”* **IMPORTANT**: Spots are limited, please make sure to reserve yours! If you are not on the list, you will be kindly asked to leave. If you repeatedly register without showing up and cancelling in good time for someone else to participate instead, the host may choose to remove you from future events, so as to ensure fair access to the group. In our weekly Monday meetings, we will explore them together through somatic practices, dance, singing, painting, writing, discussing and lecturing. The 7x times workshop series will culminate in a voluntary exhibition of our own right at Lapinlahden Lähde. This is an open group, but to get the full experience, it is recommended to attend the entire workshop series. We follow the principles of safe space and no discrimination of any kind is accepted at the event. You can learn about them here: [https://unwomen.fi/turvallisemman-tilan-periaatteet/](https://unwomen.fi/turvallisemman-tilan-periaatteet/) [https://kansalaisfoorumi.fi/wp-content/uploads/safer-space-principles-poster-a3.pdf](https://kansalaisfoorumi.fi/wp-content/uploads/safer-space-principles-poster-a3.pdf) Please, come as you are, on time, and in comfortable clothes to move with. The language of instruction: Finnish and English The age range: all attendants from 18 years of age **WHEN:** Monday 4th of May – Monday 15th of June 2026 Time: 6.30pm–8.30pm **WHERE:** Tallipääty, MIITTI office Lapinlahden Lähde, Lapinlahdenpolku 8, 00810 Helsinki (How to find us: When inside of the front courtyard of the yellow main building, the door to MIITTI's office is the first one on your left-hand side.) Full list of dates: Mon 4.5. 6.30pm–8.30pm @ Tallipääty Mon 11.5. 6.30pm–8.30pm @ Tallipääty Mon 18.5. 6.30pm–8.30pm @ Tallipääty Mon 25.5. 6.30pm–8.30pm @ Tallipääty Mon 1.6. 6.30pm–8.30pm @ Tallipääty Mon 8.6. 6.30pm–8.30pm @ Tallipääty Mon 15.6. 6.30pm–8.30pm @ Tallipääty About the facilitator: Katariina Jumppanen studies Theatre Pedagogy Master at the University of Arts, and this workshop series is part of her teaching practice. If you have any questions, please do not hesitate to email: katariina.jumppanen@uniarts.fi Looking forward to see you! Katariina **Punainen teltta – voimaannuttava piiri naisille ja ei-binäärisille** ”Kaipaatko mahdollisuutta jakaa kokemuksiasi, muistojasi ja toiveitasi naisena turvallisessa piirissä?” Viikoittaisissa maanantaitapaamisissamme tutkimme näitä teemoja yhdessä somaattisten harjoitteiden, tanssin, laulun, maalaamisen, kirjoittamisen, keskustelujen ja luentojen kautta. 7 kerran työpajasarja huipentuu vapaaehtoiseen omaan näyttelyymme Lapinlahden Sairaalassa. Ryhmä on avoin, mutta täyden kokemuksen saamiseksi suosittelemme osallistumista koko sarjaan. Noudatamme turvallisemman tilan periaatteita, ja kaikenlainen syrjintä on tapahtumassa kielletty. Voit lukea lisää täältä: [https://unwomen.fi/turvallisemman-tilan-periaatteet/](https://unwomen.fi/turvallisemman-tilan-periaatteet/) Tulethan paikalle omana itsenäsi, ajoissa ja mukavissa liikkumiseen sopivissa vaatteissa. Tämä työpajasarja on osa opetusnäytettäni Teatteripedagogiikan maisteriopinnoissa Taideyliopistossa. Opetuskielet: suomi ja englanti Ikäraja: osallistujat 18 vuodesta ylöspäin Aika: maanantai 4.5. – maanantai 15.6.2026 Kellonaika: klo 18.30–20.30 Paikka: Tallipääty, Lapinlahden Lähde, Lapinlahdenpolku 8, 00810 Helsinki Jos sinulla on kysyttävää, älä epäröi ottaa yhteyttä sähköpostitse: katariina.jumppanen@uniarts.fi Lämpimästi tervetuloa mukaan! Katariina

¡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

Welcome to our May meetup in Helsinki, arranged together with Antilooppi (https://antilooppi.fi/). Schedule: 17:00 Doors open! 17:30 Welcome words by organizers and Antilooppi 17:40 **The Spec-Driven Revolution: Building the 20X Development Engine** **By Dr Jukka Ala-Mutka, Founder of Managentics** Traditional SaaS is hitting a wall. As job security and project timelines face constant pressure, the "Artisan Coding" model is being replaced by AI-native pipelines. In this session, Jukka also shares how Managentics is operationalising "Spec-Driven Development" to achieve results that were previously impossible. In this deep dive, we will explore: * ⁠The Specification Factory: How Managentics transforms raw business intent into high-fidelity agent specifications. This is the "Intent-to-Specs" phase, where business logic is refined into structured blueprints before a single line of code is written. * The Industrial Assembly Line for Software: How we treat platform development not as a manual craft, but as a process-driven assembly line. We apply industrial management principles to digital creation, ensuring every feature follows a repeatable, high-velocity path from the factory to production. * The Power of SDD and TDD: Moving the source of truth from ephemeral syntax to structured business logic (Spec-Driven Development) and rigorous automated validation (Test-Driven Development). In this engine, specifications are the blueprints, and tests are the quality gates. * The 20X Development Engine: How this automated approach achieved 20x efficiency, delivering 200,000 lines of production-grade code in just 3 months. If you’re interested in moving beyond simple prompting to building industrial-scale autonomous capabilities through process-driven management, this talk is for you. About the Speaker: Jukka Ala-Mutka is a Dr Sc. & BSc in Construction Management with over 20 years of experience in strategy and technology. As the founder of Managentics, he is pioneering the "Intent-to-Specs" pipeline, helping organisations transition from human-centric tools to autonomous agent swarms. \*5 min break\* 18:15 **"Building Viral Apps People Love" by Jarno Silander, Founder of Kinoon.fi and Head of Growth at Droppe.** The world is full of digital experiences that fail people. Previously you just had to put up with it, but not anymore thanks to AI. In this session, Jarno shares practical advice on finding your next project and building experiences worth sharing, using the viral cinema platform Kinoon.fi as a working example. In this session, we’ll dive into: * ⁠**The Kinoon.fi story**: how virality generated the first 20k users and put Kinoon on track for €800k+ in annual partner sales. * **Finding your next project**: UX arbitrage and using pain as a compass. * **Building shareworthy experiences**: UX frameworks, mental models, and tips that turn users into your distribution channel. * ⁠**When taste ends and science begins**: measuring what matters and running experiments to surface unintuitive wins. * **How to just do things**: getting out of your own way. About the speaker: Jarno Silander is a curious startup founder-operator with 7 years of experience helping startups find product-market-fit and scale to their next growth stage. \*5 min break\* 18:50 TBA 19:30 Mingling / free discussion etc 20:00 Doors close **About us** Vibe Coding Finland is a community for developers, designers, business professionals and tech enthusiasts who love to vibe code, learn, and connect in a relaxed and inspiring atmosphere. Whether you’re a seasoned professional or just starting your coding journey, you’ll find good company, meaningful discussions, and hands-on sessions to boost your skills and creativity. Our meetups feature a mix of talks, coding sessions, project showcases, and networking — all centered around building great vibes and a supportive tech community in Finland.

**🚀 Kubernetes Community Days Helsinki 2026 is almost here!** On May 20th, the cloud-native community will gather at Aalto University for a full day of technical talks, insights, and networking. This year, we’re scaling up—welcoming up to **500 attendees** from across Finland and beyond 🤩 🎤 **Featured keynote speakers** We’re excited to welcome an incredible lineup of keynote speakers: * Faseela K — KubeCon Co-Chair & CNCF TOC, Ericsson * Davanum Srinivas — CNCF TOC & Kubernetes SIG Architecture Co-Chair, NVIDIA * Marina Moore — CNCF TAG Security & Compliance Co-Chair, TUF Maintainer, Edera * Lucas Käldström, Cedar Maintainer, previously Kubernetes Maintainer/SIG co-chair, Upbound 🎉 **What to expect** 🔹 Deep-dive technical sessions from local and international experts 🔹 Real-world cloud-native use cases and lessons learned 🔹 Opportunities to connect with engineers, architects, and platform teams 🔹 A full day immersed in the Kubernetes and open-source ecosystem 🛠️ **Workshops (May 19)** We’re also offering **free** **hands-on workshops the day before the event**. You can select a workshop as an add-on when purchasing your ticket—spaces are limited, so make sure to grab a spot early! KCD Helsinki is supported by the Cloud Native Computing Foundation (CNCF) and organized by the non-profit Cloud Native Finland ry. **Event details & registration** 👉 Full agenda, speakers, and tickets at [https://kcdhelsinki.fi](https://kcdhelsinki.fi) 📅 Date: May 20, 2026 📍 Location: Aalto Dipoli, Otakaari 24, 02150 Espoo 🎟️ Last tickets are selling now—secure your spot [here](https://pretix.eu/kcd/2026/)! We’re looking forward to seeing familiar faces and meeting new ones—whether in the audience, at the booths, or in the hallway track.

Join us for an empowering workshop hosted by Helsinki Toastmasters, focusing on mastering confidence and communication skills. Whether you are a seasoned public speaker or just starting your journey, this event is tailored for individuals looking to boost their self-empowerment and enhance their leadership skills. Our experienced mentors will share valuable insights on how to speak with conviction, project confidence, and become a compelling communicator. Connect with like-minded individuals, network with professionals, and engage in thought-provoking discussions aimed at personal development and positive thinking. Elevate your public speaking game, gain inspiration, and set yourself on the path to success. Don't miss this opportunity to invest in yourself and unleash your full potential. Helsinki Toastmasters welcomes you to this interactive event that promises to be both educational and fun. The meeting is in English language, meet and greet starts at 17:30, meeting starts at 17:45 pm sharp. Warmly welcome as a guest.

**[EVENT SCHEDULE UPDATED with Speakers and topics below]** Let's GO! Backstage Finland User Group is on the way. Please join us for this epic virgin voyage! **WHEN** We chose the date as Tuesday, 19th May - the day before [Kubernetes Community Days Helsinki 2026](https://cloudnativefinland.org/kcd-helsinki-2026/) (Wednesday, 20th May) So if you feel like warming up with **Backstage and Platform Engineering,** and you are already in the Helsinki area \-\-\-\> Come join and relax with us next to the Helsinki Central Railway station with Pizza & Drinks **Building the Future of Developer Experience in Finland!** Backstage Finland is gathering experts and newcomers alike to discuss how we can reduce cognitive load and build the most vibrant Platform Engineering community in the North. **WHAT** \- Knowledge sharing from people already with their hands deep in Backstage \- Live Demos \- Networking **EVENT SCHEDULE** **16:00 – 16:30** \| Doors open\, Coffee\, and Refreshments\, Relaxed lounging **16:30 – 16:40 \|** Opening Remarks *(Fossi & Heikki)* **16:40 – 17:00 \|** OP Pohjola’s Backstage Evolution: From History to Present *(Jyrki Koistinen, Product Owner - OP HUB (Backstage based IDP) OP Bank* **17:00 – 17:30 \|** PIZZA TIME and Refreshments **17:30 – 18:00 \|** Developer Roundtable: Open Discussion and Knowledge Sharing * TOPIC 1. * What are you banging your head on the table with Backstage currently ? Maybe someone has already solved it ? 🤔 * TOPIC 2. * What new thing have you learnt with Backstage recently that you would like to share...nothing is too little of a matter :) **18:00 – 18:15 \|** Improving Self-Service Template Reliability with Health-check Plugin (*Martti Mourujärvi, Site Reliability Engineer, OP Bank)* **18:15 – 18:30 \|** Refreshment Break **18:30 – 19:00 \|** Observability in Backstage with OpenTelemetry (*Martti Mourujärvi, Site Reliability Engineer, OP Bank)* **19:00 – 20:00 \|** OP Hub Demo: Comprehensive Walkthrough *(Heikki Hellgren, Expert Lead Developer in OP Bank's Backstage team)* **20:00 – 20:15 \|** Short Break and Refreshments **20:15 – 20:45** \| AI Integration in Internal Backstage Development *(Teemu Koivumaa, Specialist, DevOps Engineer, OP Bank)* **20:45 – 21:00 \|** Closing Remarks *(Fossi & Heikki)* **21:00 – 22:00 \|** Social Hour: Pizza, Drinks, and Relaxed Networking **FOOD + DRINKS** Pizzaaaa!!!! + alcohol and non-alcohol beverages + snacks / Pizza from 17:00 -->

Detailed topic, place and speakers TBD. Contact organizers if you wanto to speak, host or offer snacks. Possible topics for those eager to speak for example: • Introducing your API & telling your API story • APIOps Cycles methods - experiences & feedback • Automating API Design • API Audit of a specific API • OpenAPI live specification of an API • Organizing hackathon • Marketing and monetizing your API • Open data & APIs

​Join us on May 19th for a joint meetup organized by Helsinki MLOps Community and Helsinki ProductTank to conclude the spring semester with a bang! ​--- Agentic AI is moving from prototypes to production and everybody must balance speed of adoption and reliability. Due to their dynamic task executions, the behavior of agentic AI is even more unpredictable than in regular AI system where ML/AI models - large or small - are utilized in predefined workflows. Nevertheless, going forward all the AI and product teams will be dealing with agentic AI sooner or later. What does it take to build and operate the agents as productized software solutions? Let's hear it from forerunners that have been living through the latest regarding advanced agent cases in enterprises or as technical founders. **🎤** **The talks and the panel:** **​Case Story from WithSecure -** Seamus Moloney, Data & AI Team Lead, Principal Data Architect / WithSecure Corporation **From Prompt to Product: Managing AI Agents in Production** \- Pasi Vuorio\, Founder\, CEO / ModernPath **Panel Discussion: Choosing the Right Approach for Agentic AI: Where It Fits and What It Demands** Chaired by: * Dan Khurram, Senior consultant, Business and PM coach / Eficode Panelists: * Valentin Sattinger, Co-Founder & Product Manager / Luo & Advisor / 8wave (Past: Director of product management / Noice & Product manager / Unity) * Arto Tolonen, CEO & Co-founder / ProductSense (Past: CPO / Smartly.io & CTO / Audiodraft) * Aaro Isosaari, Co-founder & CEO / Flow AI (Past: Co-founder & CEO / Flowrite) ​--- 📍 Haaga-Helia University of Applied Sciences (Pasila campus next to Pasila railway station) 📆 May 19th 🕔 17:00 - 21:00 ​​Beverages & snacks + Discussions & networking Organized in collaboration with * Brillian (https://brillian.fi/), * Aiven (https://aiven.io/), * Haaga-Helia UAS (https://www.haaga-helia.fi/en) * "Applied AI in Business and Education" innovation hub of the Ulysseus European University (https://ulysseus.eu/innovation-hubs/artificial-intelligence/)

This event will be held in English. Attention all cyber enthusiasts. Welcome to learn what OT systems are, how they operate and differ from IT systems and participate in the OT workshop. Designed for anyone interested in Industrial Control Systems and Operational Technologies, though some prior experience in networks and cybersecurity is beneficial. Industrial Control Systems and Automation Systems are controlling vast amount of our modern society around us, from traffic lights to grocery store warehouses, and from manufacturing plants to electricity grids. But what actually are these OT systems, and how do they work? What is a Programmable Logic Controller and what does it do? During this session we talk about OT systems in general, what are they, why are they different than IT systems, and do some basic exercises in simulated OT environment. **Please note:** Participants should take their **own laptops** with them. An OT platform needs to be downloaded and installed before coming to the workshop. *Instructions have been sent to participants, please check your emails.* Please note that we can accommodate dietary restrictions for those who get a spot before 18.05.2026. However, due to some constraints, we may not be able to make special food arrangements for those who get a spot after this date. We appreciate your understanding. **Agenda** 16.30 - Doors open, food and refreshments 17:00 - Welcome by Elisa and W4CFI 17:05 - Introduction to OT systems and environments, Karo Vallittu, Principal OT Security Lead, Elisa Santa Monica 17:45 - Break 18:00 - Introduction to workshop platform and guided exercise 18:50 - Break 19:00 - OT Workshop 21:00 - Event ends **We have no-show policy:** If in any unforeseen circumstances, you are unable to participate and do not cancel, please be reminded that you will not be allowed to participate in any upcoming events for the next 6 months. If you are in the waiting list, we recommend checking your status in the meetup occasionally. Sometimes we have issues with email notifications. If you need to cancel your Participation, please update your RSVP status in Meetup to “Not going” by 18 May 2026. **Photos and social media** Please note that pictures from the event will be shred in our social media channels. You can opt out from being photographed at the event. **How to enroll?** The venue requires prior registration. To enroll in the event click “Attend” in Meetup. If you have any questions, please feel free to contact us at events [a] women4cyberfinland.com. Warm Welcome!

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.

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

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

**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** TBD **YouTube Link** TBD

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. 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.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)