GIS

**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.

**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

**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.*

¡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

Tervetuloa mukaan Microsoft Security User Groupin (MSUGFI) tapahtumaan! Tapahtuma järjestetään Zuren tiloissa Helsingin ydinkeskustassa (rautatientorin asemaa vastapäätä). Tule mukaan osallistumaan, kuulemaan, oppimaan ja verkostoitumaan rentoon iltaan. Tapahtuma on tarkoitettu kaikille Microsoft-tietoturvasta kiinnostuneille. **\*HUOM\* Tarvitsemme jokaisen osallistujan etu- ja sukunimen tiloihin sisäänpääsyä varten. Täytäthän ilmoittautumislomakkeeseen koko nimesi varmistaaksesi sisäänpääsyn!** **Ohjelma:** * 16:30: Ilmoittautuminen ja vapaata minglausta * 17:00: Tervetulosanat (MSUG aktiivit) * 17:10: Tervetulosanat (Zure) * 17:20: Asiantuntijapuheenvuoro: Jurassic truths about APIM and AppGW (Joona Immonen, Zure) * 18:00: Tauko * 18:30: Asiantuntijapuheenvuoro: Kun puolustus ajattelee graafeina – miksi ja kuka hyötyy? (Jarkko Kinnunen, Microsoft) * 19:15: Loppusanat, vapaata minglausta * \~19:30: Tilaisuus päättyy

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 17 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!

At this Product Owner meetup, we'll hear about Kesko's K-Keräily application and how it uses lean principles and a data-driven approach. **Product Owner Meetup - Helsinki** is a community where Product Owners come together to celebrate their craft, share real-world experiences, and grow as leaders in their industry. **☀️Join us in the May meetup about boosting Kesko's e‑commerce picking efficiency** **Visa Hannula**, Development Manager at Kesko, shares how Kesko built the K-Keräily application using lean principles and a data-driven approach. The talk walks through the concrete development decisions made along the way, lessons learned, and where they are now. **More about the speaker** **🎤 Visa Hannula, Development Manager, Kesko** Visa Hannula works as Development Manager in Kesko's Digital Services Development unit. He brings a data-driven mindset to his daily work, using reporting, analytics and monitoring as hands-on tools for developing and managing systems based on measurable insights. Visa works as a PO for a team responsible for K-Ruoka’s order management, picking and delivery systems and integrations, which provide services for hundreds of brick-and-mortar stores and thousands of daily users. 📍 *Where:* **Nitor Office, Aleksanterinkatu** 46, 6th floor (next to Mummotunneli) 🕕 *When:* **Wednesday, 19th of May, from 17:30 to 19:30** 🍪 *Bonus:* **Snacks, drinks, and great company!** Through inspiring talks, hands-on discussions, and opportunities to connect with peers, we aim to value and highlight the role of the Product Owner to one of innovation, pride, and strategic impact. Each session brings together practical insights from industry leaders with first-person, real-life stories from local and global product professionals who have tackled challenges and achieved breakthroughs. Whether you’re fine-tuning stakeholder management, mastering prioritisation, or seeking inspiration, you’ll find a welcoming space to learn, collaborate, and advance your skills. Join us in shaping a movement where Product Owners are recognised as key drivers of outcome orientation, innovation and value, transforming the profession into a globally celebrated craft. 📍Please note: the downstairs exterior doors lock at **17:00**. If you arrive after this, just ring the doorbell and we will let you in. The event begins at **17:30**.

Alustava ohjelma, johon voi vielä tulla muutoksia. Tarkempaa ohjeistusta lisätään myöhemmin. 8:00 - Registration & coffee ☕🥪 9:00 - Kevätjuhlien aamunavaus 9:15 - Keynote: What's new in Microsoft virtualization solutions (Microsoft) 9:45 - Break 10:00 - Session 1: Vähemmän klikkailua, enemmän automaatiota: Intunen ja Entran automatisointi Azurella (Henri Perämäki) 10:45 - Break 11:00 - Session 2: Defender for Endpoint arjessa – päätelaitteiden ja palvelinten hallintaa Intunella (Jami Susijärvi) 11:45 - Lunch (at own expense) 🍽️ 12:30 - Session 3: Autopilot Tips & Tricks (Pavel Mirochnitchenko) 13:15 - Break 13:30 - Sponsor session (Plentics) 13:45 - Coffee ☕🍪 14:15 - Session 4: Building Your Azure Arc Foundation: Strategy, Security, and Scale (Kaido Jarvemets) 15:00 - Break 15:15 - Session 5 Viime hetken Secure Boot -temput (Matias Haapaniemi) 16:00 - Pavel Quiz, prizes, etc. 16:30 - End of the day 17:00 - Networking with beverages 🍻

Can you reshape your reality with just a marker in your hand? [Tallipääty, MIITTI office,](https://www.eventbrite.com/e/the-loom-of-belonging-a-journey-through-motif-thread-tickets-1987816169674?aff=oddtdtcreator#location) [Lapinlahden Lähde Helsinki, Uusimaa](https://www.eventbrite.com/e/the-loom-of-belonging-a-journey-through-motif-thread-tickets-1987816169674?aff=oddtdtcreator#location) Thursday, May 21 • 6 PM - 8 PM **IMPORTANT:** This event is in collaboration with Mieli Without Borders, and spots are limited, please make sure to reserve yours through: https://www.eventbrite.com/e/neurotree-drawing-your-path-to-growth-potential-tickets-1988554509067?aff=oddtdtcreator ### **Workshop overview** Drawing Your Path to Growth & Potential. Can you reshape your reality with just a marker in your hand? Welcome to NeuroTree, an immersive workshop grounded in the intersection of psychology, neuroscience, and creative research. Using the Neurographic method, we move beyond traditional art to engage in a unique dialogue with the subconscious mind. The "NeuroTree" is one of the most powerful algorithms in this practice. It is a visual metaphor for your life, allowing you to use your past experiences as the "roots" that fuel your future achievements and "branches" of potential. Neurographics is a meditative drawing process that uses specialized lines and shapes to help "rewire" your emotional response to challenges Join us! ### **The Journey** * Identify Your Roots: Transform your previous experiences and lessons into a solid foundation for growth. * Cultivate Your Potential: Use the NeuroTree algorithm to visualise and manifest new goals, habits, and achievements. * Harmonise Your Mind: Learn the "rounding" technique to smooth out internal conflicts and create a sense of psychological flow. * Shape Your Reality: Discover how intentional drawing can shift your perspective and unlock new pathways in your life. ### **Who Is This For?** This workshop is open to everyone. **No art skills or previous drawing experience are required.** If you are looking for a creative, science-backed way to manage overthinking, boost your confidence, or simply explore your potential, you are in the right place. This workshop is in English, therefore communicating and understanding English is necessary for participation. ### **Location** The location is called **Lapinlahden Lähde** and is situated within the historic Lapinlahti hospital area near Hietaniemi. You can find us at **Lapinlahdenpolku 8**, specifically in the **Tallipääty** (Stable Wing) section of the building. The space is easily accessible by walking or cycling through the park, and once you arrive at the Mitti office entrance, there are clear paths leading to our designated area. Please not that this space is not wheel chair accessible. ### **Additional info** All of our activities are organized with safer space principles. Please check out our safer space guidelines [here](https://canva.link/4lidof6w1832syy "https://canva.link/4lidof6w1832syy"). ### **About the organizers** MIELI Without Borders is grassroots, migrant-led organization that is dedicated to promoting and supporting migrant mental health in Finland. Check us out --> [mieliwithoutborders.fi](https://mieliwithoutborders.fi/ "https://mieliwithoutborders.fi/") MIITTI organizes groups, workshops, courses, and events to support mental health and well-being. Our community loves music, dance, food, conversations, languages, stories, art, movement, culture, and different opinions. We work for equality, diversity, and human commonness, and believe that connection is a key for overcoming prejudice. Check out MIITTI --> [https://lapinlahdenlahde.fi/en/projekti/miitti/](https://lapinlahdenlahde.fi/en/projekti/miitti/ "https://lapinlahdenlahde.fi/en/projekti/miitti/"), [https://www.meetup.com/miitti1/](https://www.meetup.com/miitti1/ "https://www.meetup.com/miitti1/") ### **About Irina** Irina Guseva is a creator of grounding sauna rituals and body-based experiences that gently bring people back to themselves. She holds relaxing and restorative spaces where people can reconnect with their bodies, with nature, relax deeply, find balance, and feel more alive.

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.

Turn thoughts into "inner spaces" through meditation, writing, and mixed media art, we’re building maps of our own inner worlds! [Tallipääty, MIITTI office,](https://www.eventbrite.com/e/the-loom-of-belonging-a-journey-through-motif-thread-tickets-1987816169674?aff=oddtdtcreator#location) [Lapinlahden Lähde Helsinki, Uusimaa](https://www.eventbrite.com/e/the-loom-of-belonging-a-journey-through-motif-thread-tickets-1987816169674?aff=oddtdtcreator#location) Saturday, May 23 • 2 PM - 4 PM **IMPORTANT:** This event is in collaboration with Mieli Without Borders, and spots are limited, please make sure to reserve yours through: https://www.eventbrite.com/e/mapping-the-mind-light-space-self-tickets-1987892796868?aff=oddtdtcreator ### **Workshop overview** What does your inner world look like? If your thoughts were a room, would they have high ceilings and open windows, or a winding staircase leading to a hidden door? Mapping the Mind is a reflective, guided art workshop that invites you to visualise your internal landscape through the lens of "inner architecture." In this session, we go beyond traditional portraiture or landscapes to explore the spaces we inhabit within ourselves. Using light, shadow, and structure, you will create a visual map of your current emotional state and personal journey. Join us! ### **The Journey** * We blend mindfulness with mixed-media artistry to help you build your "inner architecture" * Begin with a gentle meditation to ground your awareness and settle into the space. * Use guided writing prompts to translate abstract feelings into physical metaphors (doors, windows, maps, or staircases). * Bring your vision to life through a rich variety of mixed media, including drawing, painting, and collage. ### **Who Is This For?** This workshop is a sanctuary for anyone looking to deepen their emotional awareness through a calm, supportive, and creative outlet. No "Art Skills" Required: This is about self-expression, not technical perfection. Wellbeing Focused: Perfect for those looking for a meditative, low-pressure way to process thoughts and emotions. Curious Minds: For anyone interested in the intersection of psychology, spatial design, and art. This workshop is in English, therefore communicating and understanding English is necessary for participation. ### **Location** The location is called **Lapinlahden Lähde** and is situated within the historic Lapinlahti hospital area near Hietaniemi. You can find us at **Lapinlahdenpolku 8**, specifically in the **Tallipääty** (Stable Wing) section of the building. The space is easily accessible by walking or cycling through the park, and once you arrive at the Mitti office entrance, there are clear paths leading to our designated area. Please note that this space is not wheelchair accessible. ### **Additional info** All of our activities are organized with safer space principles. Please check out our safer space guidelines [here](https://canva.link/4lidof6w1832syy "https://canva.link/4lidof6w1832syy"). ### **About the organizers** MIELI Without Borders is a grassroots, migrant-led organisation that is dedicated to promoting and supporting migrant mental health in Finland. Check us out --> [mieliwithoutborders.fi](https://mieliwithoutborders.fi/ "https://mieliwithoutborders.fi/") MIITTI organises groups, workshops, courses, and events to support mental health and well-being. Our community loves music, dance, food, conversations, languages, stories, art, movement, culture, and different opinions. We work for equality, diversity, and human commonness, and believe that connection is a key to overcoming prejudice. Check out MIITTI --> [https://lapinlahdenlahde.fi/en/projekti/miitti/](https://lapinlahdenlahde.fi/en/projekti/miitti/ "https://lapinlahdenlahde.fi/en/projekti/miitti/"), [https://www.meetup.com/miitti1/](https://www.meetup.com/miitti1/ "https://www.meetup.com/miitti1/")

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)

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

**History** The history of [Blendon Woods Metro Park](https://www.metroparks.net/parks-and-trails/blendon-woods/) began long before its 1951 opening, rooted in a landscape of rugged ridges and deep ravines that made the land unsuitable for traditional farming. In 1945, a report proposing a metropolitan park system for Franklin County specifically highlighted these cliffs of Bedford Shale as some of the "wildest land in the vicinity". Following this recommendation, the recently formed park district purchased the first 229 acres in early 1949. Because the terrain was so uneven, developers had to cut a mile-and-a-half-long roadway through dense woods just to bring in heavy equipment. This initial preservation effort ensured that the mature second-growth hardwood forests remained largely untouched by the urban expansion spreading toward Westerville. Opening day arrived on Labor Day, September 3, 1951, marking Blendon Woods as the second park in the Columbus and Franklin County Metro Parks system. The final push to open was a frantic race; the State Highway Department only finished the primary gravel access road four days before the gates opened. Early staff members, consisting of just four full-time employees, had to hand-dig pit toilets and learn construction skills on the fly to build the first picnic shelters. Despite the dusty conditions and limited facilities, the park was an immediate success, drawing massive crowds from across Central Ohio. By the end of the 1950s, annual visitation had already climbed to over 190,000 people. As the surrounding suburbs grew in the 1960s, the park faced severe overcrowding that threatened its natural habitats. In response, Franklin County voters passed the first Metro Parks levy in 1960, providing the funds necessary for a decade of steady expansion. During this era, the park nearly doubled in size, growing from 264 acres to over 570 acres by 1968. Planners also addressed a critical water shortage by collaborating with the U.S. Soil and Conservation Service to build a lake in 1964. This body of water originally served as a temporary reservoir before its role shifted toward conservation and wildlife support. The 1970s marked a transition toward the specialized wildlife and educational focus for which the park is known today. In 1971, the Walden Waterfowl Refuge was established around the 11-acre Thoreau Lake, creating a sanctuary that remains restricted to provide a quiet habitat for migratory birds. A formal nature center was also developed during this period, expanding on the guided Sunday walks that had been a park staple since the early 1950s. The park’s famous "Monarch Mansion" also became a prominent fixture, starting a long tradition of raising and releasing thousands of monarch butterflies each September. These initiatives cemented the park’s reputation as a premier destination for birders and nature enthusiasts. In more recent decades, Blendon Woods has continued to modernize while maintaining its wilderness character. The 10-acre Natural Play Area was added in 2017, encouraging kids to explore the ravines and woods off-trail. This was followed by the opening of a $1.5 million inclusive playground in April 2025, designed to accommodate children of all physical abilities. The nature center also underwent major renovations to include immersive, three-dimensional exhibits and a new butterfly house. Today, the park encompasses 653 acres, preserving a unique geologic and biological corridor amidst the bustling Westerville and Northeast Columbus area. **Map of the Park** Here is a map of [Blendon Woods](https://www.metroparks.net/wp-content/uploads/2025/05/BLN_map_Inclusive-Playground-and-Butterfly-Trail_May-2025_1980px.png). **Summary** For this event, we will hike the Lake View, Hickory Ridge, Ripple Rock, Overlook, Brookside, and Sugarbush Trails. This sounds like a lot, but it will really be only a little over five miles. Blendon Woods has a few hills here and there, but it's not one of the more strenuous metro parks. **Where We'll Meet** We'll meet just in front of the Nature Center. This is about a mile into the park from the main entrance. You have to go past the Ranger Station and the Shadblow Reservable Area to get to it, so don't stop too early at the Ranger Station and get it confused with the Nature Center. **After the Hike** Afterward, we will head over to [Forbidden Root Restaurant & Brewery](https://forbiddenroot.com/restaurants/columbus-ohio/) at Easton for [drinks](https://forbiddenroot.com/restaurants/columbus-ohio/#dinner-menu) and [food](https://forbiddenroot.com/wp-content/uploads/Cbus-Food.pdf). We should be there by 5 if you can't make the hike and just want to join us for drinks. The brewery's actual address is [4080 Worth Ave, Columbus, OH 43219](https://www.google.com/maps/place/4080+Worth+Ave,+Columbus,+OH+43219/data=!4m2!3m1!1s0x88388a86d10b6619:0x4d42b470a5cf11d3?sa=X&ved=1t:242&ictx=111); however, I recommend pointing your GPS to the [Worth Garage](https://www.google.com/maps/place/Worth+Garage/@40.0542293,-82.9137962,17z/data=!3m1!4b1!4m6!3m5!1s0x88388b4df6082825:0x17582f0eccd9dda1!8m2!3d40.0542293!4d-82.9137962!16s%2Fg%2F11rzfvvv8b?entry=ttu&g_ep=EgoyMDI2MDQxNS4wIKXMDSoASAFQAw%3D%3D) across the street. Parking in this garage is free as long as you're not on the first floor, and it is literally right next to the brewery.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9