Product Development

​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/)

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**.

**[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 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.

**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.

Hello sporty population! Let's gather around and play some football 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! We will play indoors at Playbox in Vantaa on Tuesday evenings from 18.00-19.00 Age limit: 16+ You can come directly inside the hall or meet us at the entrance a bit before 18.00. 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! WHERE: Playbox Vetokuja 1 01610 Vantaa Warm welcome! 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!

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.

Welcome to our May meetup, kindly hosted by [ICEYE](https://www.iceye.com/) Our host will tell us the story of conquering space, that started with just a couple of Aalto students, and has grown into a multi million euro business. There will be food served at arrival, so you can nourish your body, before nourishing your mind with three talks prepared for you by ICEYE employees. You have to RSVP for the event to join. For security reasons you are required to provide your full name as stated in your official ID document. If you can't make it, please update your RSVP promptly so another Python enthusiast from the waiting list can take your spot. Photos of the event may be shown on different digital channels of Helsinki Python and our hosts. Please also share your own photos! **Photography is allowed ONLY in the event spaces!** **Location: ICEYE OY - Maarintie 6, 02150 Espoo** **Schedule** * 17:00 Doors open, food and drinks available 🍺🍕 * 17:30 Welcoming words from Helsinki Python team * 17:35 [Hugo van Kemenade](https://hugovk.dev/) \- Python 3\.15 news\! ⚡ * 17:40 [ICEYE](https://www.iceye.com) \- Who we are * 17:55 [Jeremy Mayeres](https://jerr.dev) \- Modern Python repository setup * 18:25 [Kasper Paavolainen](https://www.linkedin.com/in/kasper-paavolainen) \- Earth Observation Satellite Scheduling Problem * 18:55 Break * 19:10 Quiz 🔮 * 19:20 [Daniel Vahla](https://blog.vahla.fi) \- Python and HTTP/3\, feel the difference in performance\! * 20:00 End of the talks * 20:30 Let's start moving to a nearby bar to continue Python discussions 🍻 **Arriving** The event venue is close to Aalto University metro station and Maari tram stop. There is also plenty of parking nearby (but not right next to the building). The building's main entrance is facing the Maarintie street, and is right next to the pond. Security team will be escorting people in groups from the entrance to the event space.

**Welcome to the Finnish Testing Meetup Group** **May 2026 get together!** Let us continue on our collective journey learning together about testing and quality assurance. **Host** Meetup June Helsinki edition is hosted by [SOK](https://s-ryhma.fi/). Host from SOK will be: * [Mikko Vaha](https://www.linkedin.com/in/mikkovaha/) **IMPORTANT NOTICE:** to all registered participants, please see the host (SOK, Ässäkeskus) provided arrival instruction (pdf is stored and available on FTMG Drive): https://drive.google.com/file/d/1cdUN58MvEuYd4vBSIlqjo61Lew_NVliX/view?usp=drivesdk In order to avoid rush, queuing and general chaos, the event arrival timeslot has been extended to 45 minutes starting from 16:15 to 17:00. **Thank you kindly for understanding** **Event program:** 16:15-17:00 Arrival, refreshments and mingling 17:00-17:15 Opening words 17:15-18:00 Presentation 1 + questions 18:00-18:30 Refreshments and mingling 18:30-19:15 Presentation 2 + questions 19:15-19:30 Announcements 19:30-20:00 mingling, discussions and networking 20:30 Venue closed **Let's be polite:** Please respect host and arrival timeslot Please remember to update your RVSP in case you cannot participate. It is polite to update your RVSP NOT on the last day before the event or the event day but earlier! **Presentations:** In this session we will have two presentations from: 1. [Quan Dao](https://www.linkedin.com/in/quanminhdao/) from [SOK](https://s-ryhma.fi/) 2. [Pablo Garcia Munos](https://www.linkedin.com/in/pablo-garcia-munos-3224121/) from [Sharpness AB](https://www.sharpness.se/) **Quan's presentation** **Title:** Demystifying Continuous Deployment – From Weekly Tension to Daily Confidence **Abstract:** A practical talk on how the Sokos Hotels web booking team went from weekly manual releases to deploying seven times per day without compromising on quality or sanity. Quan will share how a high-stakes system (thousands of daily reservations across 50 hotels in Finland and Estonia) broke free from release anxiety through a testing strategy that made deployments genuinely boring. Results included sustaining 10%+ conversion rate and 4.3+/5 team happiness scores. Attendees will walk away with: the three signs a team isn't ready for Continuous Deployment, the key actions to move from "QA signs off" to “Built-in Quality”, and a battle-tested roadmap they can try out next week Monday. **Pablo's presentation** **Title:** “Doing Things Right the First Time” is the fastest and cheapest way to create Software. **Abstract:** Software projects have a tendency to be late, sometimes so late that the biggest competitor have delivered a better version before you have. Some software projects never deliver or has problems until the weekend before release when it is “saved” by one or two developers. This presentation will walk through the most common reason why projects are late and what to do to avoid it. **Warmly welcoming you all,** **Brgds FTMG organizers;** [Nina](https://www.linkedin.com/in/ninaperta/), [Szilard](https://www.linkedin.com/in/szellszilard/), [Jani ](https://www.linkedin.com/in/jani-gronman/)and [Mikko](https://www.linkedin.com/in/mikko-paloheimo/)

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!

**🚀 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.

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!

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 v1 Tips & Tricks, Autopilot v2 katselmointi ja viimeiset uutiset (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 🍻

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)

**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

**TBA**

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

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)

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.