HMI Human Machine Interface
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HMI Human Machine Interface Events Today
Join in-person HMI Human Machine Interface events happening right now
DEAR WORLD RUNS: Social Run - run the city. meet the world.
**RUN THE CITY. MEET THE WORLD.**
We launched something new - and what a success it was!
With up to 40 people we run beautiful routes through Copenhagen on our social runs - and you're invited to be part of the next edition.
In the future, we will post and track our runs on CYKOM (platform/app), as we thereby have the opportunity to get connected with brands to elevate our runs and maybe provide us with some drinks or similar occasionally. To establish this well it would be great if you can take a minute and join our running community there and also join the next run via the following link: https://app.cykom.com/LJUg/o7izxl02
**DEAR WORLD RUNS** is for those who want to move, connect, and feel the city in motion.
Whether you're a regular runner or just curious to join, this is your moment.
đââď¸ **The Run**
⢠Friendly but fun pace around 6:15 min/km to be able to chat but with ambition
⢠Approx. 5â6 km, accessible for most
⢠You donât need to be âfastâ - just bring energy
â **The Vibe**
⢠Post-run coffee/tea included & hangout at Nomad Day Bar in the 25hours hotel on beautiful Paper Island
⢠Come solo or bring a friend - weâll make it social
⢠Led by the Dear World crew
you can leave your belongings that you donât want to take along the run with the venue which will secure it while we are gone.
đ**Where & When**
Nomad Day Bar / 25hours Hotel Paper Island
đď¸ Tuesday every 2 weeks
đ 18:00H sharp (meet from 17:45)
**We run the city - join us.**
Letâs make this the start of something that moves us all.
#DWRuns #DearWorldCPH
Thinking about identity, rethinking AI & terminal-first agent experience
**Welcome to .NET SkĂĽne!**
Welcome to the next meetup of .NET SkĂĽne!
This time we have the pleasure of inviting you to Elva11 in MalmĂś for yet another inspiring evening!
**IMPORTANT**: If you have signed up to the event but can't make for some reason please cancel your spot in good time before the event so the spot is free for someone else to attend.
**Agenda:**
**What I think about when I think about identity**
(Fredrik MĂśrk)
Who are you, really? Now, this may be one of the large questions in life, and not an easy one to answer. You may not get all the answers in this session, but what you will get is a run through of good things to think about when dealing with identity and users in single-sign on environments. In a mix of theoretical and hands-on examples I will share learnings from implementing single-sign on systems serving multiple services.
**Rethinking AI in software development**
(Aisha Kujovic)
AI is becoming part of everyday development, but 74% of organizations cite security as their biggest concern, and most AI usage already happens outside of IT control.
In this talk, Aisha shares lessons from building Noorlytics and explores what secure AI looks like in practice when you run models locally. When does it work, where does it fall short, and what does it actually mean for real development teams?
**AgenticTerminal**
(Mats Alritzsson)
AgenticTerminal explores a terminal-first agent experience where the user can see, understand, and learn from the agentâs actions instead of having them hidden behind opaque automation. The project combines an interactive terminal UI with a lightweight wrapper model for tracked command execution, using a backchannel to report lifecycle events such as start, completion, exit status, timing, and diagnostic context. This enables more reliable coordination than prompt-detection heuristics while preserving transparent stdin/stdout/stderr behavior. The result is a foundation for agents that are both observable to humans and better informed about the commands they run.
**About the speakers:**
**[Fredrik MĂśrk](https://www.linkedin.com/in/fmork/)**
Fredrik is a software architect thriving in the borderland between software-, product- and business development. He has written code in Visual Basic. The non .NET kind. Yes, he is that old. He is an occasional conference speaker (DevSum, Ăredev and user groups in Sweden and Norway, among others), and a photographer.
**[Aisha Kujovic](https://linkedin.com/in/aisha-uk)**
Aisha is a software engineer, team lead, and founder of Noorlytics AI Tech. She builds developer tools that use AI to analyze code, surface technical debt, and identify risky dependencies, without sending code to external services. Her work challenges the default âjust use cloud AIâ approach, exploring what happens when you run AI locally instead: what you gain, what you lose, and what actually works in real development environments.
[Mats Alritzson](https://www.linkedin.com/in/mats-alritzson-3b96ab20/)
Mats is a software developer with over 20 years of experience across embedded systems, imaging, and cloud-based solutions. He combines deep technical expertise in C#, C++, and modern cloud platforms with a strong focus on agile ways of working and team empowerment. Mats has been involved in projects in industries ranging from logistics and public transport to automotive and consumer software. Mats works as a consultant at [Living IT](https://www.livingit.se).
**Host:**
ELVA11 was founded with a bold idea. To prove that people, culture, and values can scale just as fast as technology. We are a software and AI company with global ambitions â delivering world-class innovation while building a culture that dares to be different.
Join our [Discord server](https://discord.gg/w3gtJPjHUu) or our [GitHub repo](https://github.com/dotnetskane).
AI First til IT udvikling
Kom til JCafe og diskuter om IT udvikling har fĂĽet AI som fast deltager for alle pladser og opgaver.
Agenda
* AI first /v Martin Boel
* Claude og PF4J - et plugin framework til Java v/Anders Kristian Andersen
Google I/O Extended 2026 Watch Party | Framna, Copenhagen
**â Complete your event RSVP here:** [https://gdg.community.dev/events/details/google-gdg-copenhagen-presents-google-io-extended-2026-watch-party-framna-copenhagen/](https://gdg.community.dev/events/details/google-gdg-copenhagen-presents-google-io-extended-2026-watch-party-framna-copenhagen/)
Join Framna for their annual Google I/O Livestream Event on May 19. Framna are opening their doors at their office in Islands Brygge for an exciting evening of technology, talks, and tasty treats!
Schedule:
17:00 - Doors Open
17:30 - Enjoy snacks and refreshments
19:00 - Google I/O Livestream begins
21:00 - Event concludes
This is a fantastic opportunity for tech enthusiasts, industry professionals, and anyone interested in the latest developments in technology to come together and experience the magic of Google I/O. Whether youâre a developer, a student, or just curious about the future of tech, youâre welcome to join us.
The event is open to all and free to attend. Come network, learn, and be inspired. We look forward to seeing you there!
Agenda
5:00 PM: Doors Open
5:30 PM: Enjoy snacks and refreshments
7:00 PM: Google I/O Livestream begins
9:00 PM: Event concludes
***
Partner
Framna Denmark (https://framna.com/)
Framna is a diverse and global team of builders, thinkers, and creators. We are united by one mission: to craft digital products that make everyday life better for millions of people worldwide. Today, over 500 of us collaborate across eight studios in Denmark, the Netherlands, Sweden, Switzerland, and the US.
We partner with industry leaders (and those about to be) to create digital products that define markets, reshape industries, and drive meaningful growth. We call it Win by product.
***
Paint Mandalas with dots
Learn how to paint Mandalas with dots.
Painting a mandala is a therapeutic artistic activity that helps you de-stress and calm down. When you paint a mandala, all your attention goes towards maintaining symmetry. You get engrossed in the patterns and get into the flow of creation.
If done with an intention, painting a mandala lets you be in and enjoy the present.
Membership costs 50kr a year
[www.mindfulnesshome.se](https://mindfulnesshome.se)
Contact: 070-355 41 91(Emma)
Hyggeaften pĂĽ dansk!
Mangler du nogen at tale (dansk) med? Vi mødes om tirsdagen pü en hyggelig cafÊ og taler dansk sammen. Det er gratis at deltage, men køb venligst en drink eller snack for at støtte cafÊen der huser os. Alle er velkomne, ogsü danskere! ;-)
Do you want to practice your Danish? We meet on Tuesdays in a 'hyggelig' cafĂŠ and speak Danish together. The event is free but please buy a drink or a snack to support the cafĂŠ that hosts us. Everybody is welcome, also Danes! ;-)
Coffee Talk
Fulfillment. Joy. â Do you know what it is? Do you feel it now?
Many of us are living lives that have âjust sort of happenedâ. We had a dream, a vision (maybe we still do) for what we wanted our lives to look like. Somewhere along the way, life took over and something else ended up happening. We made decisions, took a turn down a path, and now our life isnât what we thought it would be.
Or weâre living someone elseâs life. Maybe itâs what our parentâs wanted for us. What we believe our partner or a potential partner might want. Or maybe itâs what we believe we need to do and have to be happy. I was one of these people. My life checked all the boxes for what I thought I needed in order to be happy. And still, I wasnât.
Join me for a coffee talk on what it means to live a Life By Design. Where your choices are deliberate and based on your authentic, true self. What you have to let go off to achieve this (hint: the notion that vulnerability is a weakness and feelings of fear and guilt) and who you will become in the process.
HMI Human Machine Interface Events This Week
Discover what is happening in the next few days
AI Meetup Copenhagen #9
**Join us at AI Meetup Copenhagen 21/05/2026**
Connect with innovators, designers, academics, suits and developers in a relaxed and positive environment. Enjoy talks from exciting speakers and demo your own ideas on stage. Be a part of our vibrant community!
This is a multidisciplinary community and meetup for innovators, creators, and techies who are passionate about learning and talking about artificial intelligence.
The event is open from 16:45. The program starts 17:15.
**Lightning talks (15 minutes)**
* Ali Reza Farahnak, Senior AI Architect, Microsoft
* KrĂŚn Hansen, Developer Experience Engineer, Eleven Labs
* Daniella Feiglin, Product Manager, Tactile Games
* Olga Safonova, Lead Product Manager, Public 360° at Tieto
***SPEAKER BIOS & TOPICS:***
**[Ali Reza Farahnak](https://dk.linkedin.com/in/alirezafarahnak)** is a Senior AI Architect at [Microsoft](https://www.microsoft.com/), focused on AI, Azure, and GitHub. For the past 7 years he has worked out of Microsoft's Global Customer Success organization in Redmond with some of the world's largest customers, including Tesla, NEOM, the London Stock Exchange, Bank of America, Emirates, Aramco, Maersk, Novo Nordisk, and several governments. Since January 2026, he has been part of Customer Success in Denmark, helping Danish enterprises turn generative AI into production-ready solutions.
Topic: Most enterprise AI apps stop at the chat window, but your customers are on the phone, on WhatsApp, on SMS, in their inbox, and inside Teams. Ali shows how Azure Communication Services lets a single AI app reach customers across all of those channels, with a live demo of an outbound Danish speaking voice agent, similar to what has been built for the insurance industry, Vodafone Qatar, Norlys and many more, that calls a customer, runs a light identity check, and has a real conversation powered by Azure Voice Live and gpt-realtime-1.5.
**[KrĂŚn Hansen](https://dk.linkedin.com/in/kraenhansen)** is a Developer Experience Engineer at voice AI startup [ElevenLabs](https://elevenlabs.io/) where he builds [SDKs](https://elevenlabs.io/blog/elevenagents-react-sdk-v1-0) to enable text-to-speech, speech-to-text, and voice-cloning on the real-time ElevenAgents platform. He formerly worked at MongoDB, building a local-first database and sync engine called Realm. He holds a Master's degree in Computer Science from the Technical University of Denmark (DTU).
Topic: "We talk to AI every day, but when we switch from typing to speaking, the rules change. A half-second delay breaks the illusion of conversation. In this talk, I'll take you behind the scenes of how voice agents actually work: what makes a voice conversation feel natural, why latency is the enemy, and the different ways you can deploy voice AI, from fully managed platforms to bringing your own AI model. Whether you're building with voice AI or just curious about where it's heading, you'll walk away understanding what's really going on when you talk to a machine."
**[Daniella Feiglin](https://dk.linkedin.com/in/daniella-feiglin)** is a Product Manager at [Tactile](https://tactilegames.com/product-manager-at-tactile/), where she works closely with development teams and stakeholders to turn ideas into fully launched game features. She joined the company in August 2025 and brings nearly a decade of experience in the mobile games industry with a background across game design, market research, and product management. At Tactile, she focuses on using data and market insights to shape product decisions and drive impactful player experiences.
Topic: A practical, honest look at how day-to-day work changed using Claude Code. Daniella will share how she transitioned to an AI-powered workflow that allows her to prototype features as she specs them, while providing consistent, high-detail output for her development teams at a higher pace.
**[Olga Safonova](https://www.linkedin.com/in/olgasafonova/)** is a product leader with 20+ years in enterprise tech, currently Lead PM for [Public 360°](https://www.tietoevry.com/en/industry/public-360-services/360-case-document-and-records-management/) at Tieto (GovTech, 500K+ users). Previously at Siteimprove, Workday, LEO Innovation Lab and Saxo Bank. She also builds: Open-source MCP servers (a few running in production), an OTel observability library for AI tool infrastructure, and SkillCheck (getskillcheck.com). Where most product leaders talk about AI, she ships it on weekends.
Topic: From personal OS to team OS - Agentic skills, MCPs and team context. As product manager, Olga shares how she built her own AI tooling: A personal OS of agentic skills, MCP servers, CLIs, and the cross-machine configurations that keeps it coherent.
...
***Venue:***
[Tactile Games](https://tactilegames.com/) \- Vestergade 33\, Copenhagen
***Sponsors:***
Thanks to [Tactile Games](https://tactilegames.com/) for event sponsorship along with sponsoring food, beverages and snacks.
A big thanks to our foundational sponsor [Transmission](https://www.transmission.dk/).
***Sponsorship opportunities:***
Please contact the group administrator ([Martin Schultz](https://www.linkedin.com/in/martinschultz/)) if you would like to be an event sponsor, a sponsor of food and/or beverages or if you would like be a future venue sponsor. This is a non-profit event.
***Please note:***
1. Attendance is capped at 75 participants to maintain quality interaction, and we reserve the right to select attendees to optimize group dynamics.
2. Photos and perhaps video will be taken at the meetup and shared on our Meetup.com group, on various LinkedIn channels, our LinkedIn newsletter, the AI Meetup Copenhagen website, possibly by the event host, other participants and by our sponsors. Let us know at the event if you don't want to be in the photos or videos (that's not a problem).
3. If you're signed up, but find that you're unable to attend, you're *expected to cancel* your attendance (your RSVP status) here on the Meetup platform. You can still join future meetups - you will only cancel your attendance for this meetup.
4. Speaker bios are submitted by the speakers themselves and reviewed only for basic accuracy. AI Meetup Copenhagen does not independently verify all information provided.
DEAR WORLD - the international week-breaker + pool
**đđđđĽ đŞđ˘đĽđđ â the international week-breaker**
Your favorite after-work/after-uni bar night to connect, relax, and meet amazing people at ease.
**\- average age range is from 20\-30 \(everyone is welcome\)**
**\- we are always many more people than sign up here on meetup as most traffic and updates happen on IG**
**Happy New Year!**
Let's start another amazing year of Dear World the way we know it - together!
At Pool, we enjoy the super cozy vibes indoor and outdoor while always having some pool tables to mingle for some competition.
đ¸ IG @dearworldcph (for impressions from past events!)
As the days are colder and shorter, weâre bringing the energy to our nights â with over 100+ at our bar nights and 200+ at our parties, đđđđĽ đŞđ˘đĽđđ keeps growing!
For almost 2 years now, weâve been uniting Copenhagenâs international crowd (and locals) â countless nationalities, shining in different languages đ
Think easy-going conversation starters like flags, rotating chat charms & playful questions â all designed to spark great chats and eliminate any awkwardness.
đ POOL, Gothersgade 8C, 1123 København
đ When: starting at 19:00 (hosts & stickers until 22:00, the night continues however long you like)
Letâs raise a glass, meet familiar and new faces, and break the week â together đĽ
đđđđĽ đŞđ˘đĽđđ
The space for internationals and open-minded locals to connect in Copenhagen. Whether youâre looking to socialize, network, make friends, or simply vibe â just show up. Come solo or bring your crew â weâve got you.
Got questions? DM us on Instagram @dearworldcph or reach out to the host here.
Letâs make Wednesdays the new favorite day of the week đ
May meetup
Welcome to another exciting evening of NixOS!
If there are no speakers, we just hold a regular hack evening.
Room: Kantine, 1. Sal, PASCAL\*
## Details
Interested in NixOS? Maybe only its package manager Nix? Want to share how you (ab)use Nix(OS) in your own company? Join this NixOS user group meet-up!
Topic will be announced.
*Why NixOS?*
**NixOS The Purely Functional Linux Distribution**
NixOS is a Linux distribution with a unique approach to package and configuration management. Built on top of the Nix package manager ( nixos.org/nix ), it is completely declarative, makes upgrading systems reliable, and has many other advantages ( nixos.org/nixos/about.html ).
**Declarative**
NixOS has a completely declarative approach to configuration management: you write a specification of the desired configuration of your system in NixOSâs modular language, and NixOS takes care of making it happen.
**Reliable**
NixOS has atomic upgrades and rollbacks. Itâs always safe to try an upgrade or configuration change: if things go wrong, you can always roll back to the previous configuration.
Come join us for a cosy night of Nix(OS). There will be pizza, kindly sponsored by PROSA
PPUGDK Q2 2026 KBH
Vi glÌder os til at se jer alle til PPUG Brugergruppemøde ved Context& fredag d. 22 maj.
âContext& snakker ind i deres brug af Power Platform, bĂĽde ved dem selv, og evt. ogsĂĽ i kundeløsninger (med tilladelse!
âDer vil vĂŚre morgenmad kl. 08:30
âSelve mødet starter kl. 09:00
â**Agenda:**
09:00 - Velkommen til ved Context&
* â1. emne -
* âPause
* âRundt om bordet
* âPause
* â2. emne -
* âTid til at netvĂŚrke
â13:00 - Tak for i dag
âAgenda'en er blot vejledende.
âMødet foregĂĽr i [Hummeltoftevej 49, 2830 Virum](https://maps.app.goo.gl/BsdL4MtyzW56KCFbA?utm_source=luma)
VIGTIGT sigup her : [PPUGDK Q2 2026 KBH ¡ Luma](https://luma.com/5hsdtalk)
Frederiksberg Toastmasters: Explore and enhance your leadership skills
Please Note: only registered guests will be allowed to attend our meetings.
đ¤ Looking to overcome your fear of public speaking and gain confidence in your leadership abilities?\*\*
Look no further than Frederiksberg Toastmasters, a chartered club of Toastmasters International - the leading non-profit organization in public speaking and leadership development.
đ Practice your public speaking, communication, and leadership skills in a supportive and inclusive environment, guided by experienced mentors and utilizing the Basecamp curriculum.
đą Develop your ability to persuade, gain stakeholder buy-in, and negotiate with ease through regular speeches, evaluations, and leadership opportunities.
đ¤ As a member of Frederiksberg Toastmasters, you'll join a community of like-minded individuals working towards the same goal: to become world-class communicators and leaders.
đď¸ We invite you to join us at our weekly meetings, held every Saturday from 11:00 to 13:00. We start on time.
đ A typical Toastmasters meeting is run like this: [Watch Video](https://www.youtube.com/watch?v=383gehepo8M)
đ Meeting location: Please check our LinkedIn page: [Frederiksberg Toastmasters LinkedIn](https://www.linkedin.com/company/frederiksberg-toastmasters)
đ As a guest, you'll have the opportunity to observe and participate in our meetings (voluntarily). Note that you will not be forced to speak if you don't want to. Typically, there will be around 20-30 people.
đŁď¸ You will witness the power of superior communication manifesting in the form of inspiring oratory and elevated storytelling that underpins world-class leadership.
âď¸ Step out of your comfort zone and become the best version of yourself
đ Frederiksberg Toastmasters \| Home of Leadership and Public Speaking
Toastmasters \| Where Leaders are Made
đŽ frederiksberg@toastmasters.dk
đ Facebook: [Frederiksberg Toastmasters Facebook](https://www.facebook.com/FrederiksbergTM)
đ LinkedIn: [Frederiksberg Toastmasters LinkedIn](https://www.linkedin.com/company/frederiksberg-toastmasters)
Copenhagen Toastmasters Club (since 1996) - Become a better communicator
**Guests: Registration on email is required before attendance**
Guests are most welcome to join our meetings, but attendance must be registered by email to [copenhagen@toastmasters.dk.](http://copenhagen@toastmasters.dk.%2A%2A/) Please come 10 minutes before the meeting start. We start at exactly 18:00.
Welcome to ***Copenhagen Toastmasters Club***
Looking to improve your speaking and communication skills? Ignite your career? Gain the confidence to speak up? Youâve come to the right place.
**Our meetings for 2026 from April to June:**
⢠Wk 15: 7. april
⢠Wk 17: 21. april
⢠Wk 19: 5. may
⢠Wk 21: 19. may
⢠Wk 23 2. jun.
⢠Wk 25 16. jun.
**Our history**
The *Copenhagen Toastmasters Club* was established in June 1996 by a group of dedicated people. We are the first Toastmasters club in Denmark. We are part of the Toastmasters International which is a nonprofit organisation that helps people to improve public speaking.
**Our goals**
*Copenhagen Toastmasters Club* will give you the skills and confidence you need to express yourself effectively in any situation. Toastmasters is the most efficient, enjoyable and affordable way of gaining great communication skills. You'll learn how to:
* Formulate and express your ideas effectively
* Be more persuasive and confident when giving presentations
* Improve your one-on-one dealings with others
At *Copenhagen Toastmasters Club*, you'll get to practice your skills by organising and conducting meetings and motivating others to help you. Become a better negotiator. Gain trust. Inspire your team.
**Want to know more about *Copenhagen Toastmasters Club*?**
[Facebook](https://www.facebook.com/CopenhagenToastmasters) , [LinkedIn](https://www.linkedin.com/company/2480522/admin/dashboard/)
[Toastmasters International - global network](https://www.toastmasters.org/)
If you can speak, you can lead! Practice with Speak to Lead Toastmasters
Speak to Lead Toastmasters helps people to improve their public speaking and leadership skills in a supportive and fun environment. No matter what your age, background, and level of confidence are, it is a place for you. If you are scared as hell of public speaking, then you should definitely come!
If you are new to our club and would like to attend one of our club meetings, go to our [website](https://sites.google.com/view/speaktoleadtoastmasters) or [Facebook](https://www.facebook.com/SpeaktoLeadToastmasters) / [LinkedIn](https://www.linkedin.com/company/speak-to-lead-toastmasters-copenhagen/) / [Instagram](https://www.instagram.com/speaktolead.toastmasters/) pages for our current updates, send us a message on Messenger and see how our previous meetings have been. Email: speaktolead.membership@toastmasters.dk if you have any questions. Guests are welcome, âand it is for free as a guest.
If you find it interesting, you can later sign up as a member by paying a small monthly fee (non-profit). As a member, you will get access to online educational programs and manuals, will be able to give speeches, take on different roles, participate in contests and international conferences as well as befriend lots of cool people.
We meet on Wednesdays from 18:00 at: **Kulturstationen Vanløse, Jernbane AllĂŠ 38, 2720 Vanløse.** The roomâ is on the first floor.
How to get there:
1\. Once you exit the Vanløse station turn
2\. towards the Burger King & Netto\, then
3\. On the left side is a white building with an elevator and staircase
4\. Go up to the first floor and use your CPR card to get in
5\. You will see the room with a Toastmasters sign
Please note that the meeting is in English. In addition, the number of attendees on Meetup is not a representation of the number of people at the event.
We are looking forward toâ seeing you!
HMI Human Machine Interface Events Near You
Connect with your local HMI Human Machine Interface community
TBD
**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
[Nathan Leiberman: Tailwind CSS: The Perfect Wingman for Frontend Projects] #12
Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ...
Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworkerâs cobbled container class? Tailwind CSS is here to save your sanity.
Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing teamâs whims with clear, composable class names and a powerful configuration system. Youâll spend less time fighting CSS and more time building beautiful interfaces.
In this talk, Iâll walk through an interactive demo of Tailwind CSS and cover the following topics:
* Set up Tailwind CSS in your project
* Understand Tailwindâs utility classes and how they work
* Integrate breakpoints and dark mode like a pro
* Customizing Tailwind to fit your style
Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you.
***Bring your laptop and expect to write some (non-AI generated) code!***
Food and drinks will be available.
**LOCATION:**
6515 Longshore Loop, Suite 300, Dublin, OH 43017
**FREE PARKING:**
6725 Longshore Street, Dublin, OH 43017
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Building Agents with Microsoft Agent Framework
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.
ASH UU Topic: TBD
ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio
TBD
Snacks are usually available, and you are welcome to bringing something to share!
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering â a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open micâstyle 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 â just a welcoming space to exchange ideas and keep the local AI conversation moving.
If youâd like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what youâd like to share.
Whether youâre 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)
















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