Infrastructure as Code

Hey, friend in Jakarta! Now that you joined JakFri... **are you a member of [Jakarta Writers](https://www.meetup.com/jakarta-writers/) (former Creatives) yet?** Want to see **pictures** of past events? **[Take a look here!](https://www.meetup.com/jakarta-friends/photos/)** And feel free to upload a few pictures you might take at the event 😊 JakFri and JakWri are **the** biggest, oldest, most active, and most inclusive MeetUp community in Jakarta... …and we invite you to join us for this **Board Game Social Afternoon in Tebet!** Everyone is always welcome to join our events. Our community is all about creating authentic in-person connections in this urban jungle. Come as you are... It’s the best version of yourself. **ABOUT THE EVENT** Calling out for all board gamers to play together! The idea is very simple: **We meet, and we play board games!** All levels of experience playing board games are welcome. Newcomers are **very** welcome. This event will be at Oksigasi Space, Central Jakarta. Just pay for your own food and drink. We will ask for a split bill! The host will bring various games which are easy to learn on the spot, including **Monopoly, Ludo, Halma, Hangman, UNO and more!** Feel free to bring your own games, if you want to! No extensive experience as a board gamer needed! The event is set to finish at 7.00 PM but might extend longer, if people want to stay! (Feel free to have dinner at this place) We have organised this event many times before! You can see a few past events here: * [Board Game afternoon (July 2025)](https://www.meetup.com/jakarta-friends/events/308665793/) * [Board Game afternoon (April 2025)](https://www.meetup.com/jakarta-friends/events/307160038/) * [Board Game afternoon (May 2025)](https://www.meetup.com/jakarta-friends/events/307731360) * or scroll through [all past event of JakFri](https://www.meetup.com/jakarta-friends/events/?type=past) to get a sense of this community! **ABOUT THE VENUE** Oksigasi Space is a distinguished coffee establishment located in Cideng Timur, Central Jakarta. * At the venue, ask for "Corrado" or "Gina" or MeetUp " from the staff. * Here is a link to the venue for more information: [www.instagram.com/oksigasispace/](www.instagram.com/oksigasispace/) * We encourage you to reach the event by public transportation. **HOW TO REGISTER TO THE EVENT?** To register, just click “Attend”! There are a few simple rules * We kindly ask attendees who cannot manage to join to **update RSVP at least 24 h before the event** as a courtesy to other attendees and event organisers. * Come and go as you want for this event. The earlier you come, the more time you can have to enjoy the event. * People on the waitlist cannot attend and will receive a spot automatically if someone cancels. Also, people in the waitlist need to update their RSVP if they cannot come! * 3X no show at Jakarta Friends events without updating RSVP = removal from the group * Cancelling within 2h of the event is unfriendly to the organiser, fellow attendees, and venue, and -- unless cases of force majeure -- still counts as a no show Thank you for your understanding and cooperation! **WE HAVE A MEMBERSHIP FEE. HOW DOES IT WORK?** Our community has a **monthly membership fee** that can be paid through the app only (**2 USD/month or about 33k IDR/month**). Membership can also be paid as a **yearly membership of 320k IDR,** valid for 365 days after payment. Membership fee is offered with a **promo discount to first-timers**, who can become members for **240k IDR/year** (**Option A**). First-timers can decide to join with a **sneak peek price of 50k IDR & pay the remaining 270k IDR at the next event** they attend (**Option B**). Renewals (after 365 days) and upgrades (to join JakWri) are offered at a special rate. All this is aimed at encouraging people to sign up, and then to attend as many events as they like! Yearly membership can be paid at an event (cash/bank transfer/Gopay) or beforehand (bank transfer/Gopay). Text Corrado (+62 8211 489 3580) if you have any questions about membership. Membership to **both** Jakarta Friends and Jakarta Writers is offered for **only** 390k IDR/year (**Option C**). Membership gives **access to all events** plus exclusive perks available only to paying members, like for example our [Give Away Birthday Celebrations with lucky draw](https://www.meetup.com/jakarta-friends/events/300470498) (Sept 2024) or [FREE pasta cooking (and eating 😉) workshop](https://www.meetup.com/jakarta-friends/events/304253623/) (Nov 2024) or [Museum visits with FREE GUIDED TOURS](https://www.meetup.com/jakarta-creatives/events/301738408/) (Sept 2024). To many events, attendees can **bring a +1 for free**, and we have some events open to all (paid and unpaid) members. To all members, we **guarantee** to keep organizing plenty of events. You will receive a **full refund** if the group closes down or if there’s no event happening in three months. In the past 3 years, we have organised up to 2-3 events per week (browse past event [of JakFri here](https://www.meetup.com/jakarta-friends/events/?type=past) and [of JakWri here](https://www.meetup.com/jakarta-writers/events/?type=past)). That is, with your membership, you can attend up to 5-10 events! We **guarantee** to keep organising plenty of events. You will receive a **full refund** if the group closes down or if there’s no event happening in three months. **THE RULES OF OUR COMMUNITY** Our communities are: * **Jakarta Friends**: [https://www.meetup.com/jakarta-friends](https://www.meetup.com/jakarta-friends) * **Jakarta Writers**: [https://www.meetup.com/jakarta-writers/](https://www.meetup.com/jakarta-creatives/) Members often participate in events of both groups. Over the past two years, we have held over 250 events with over 2,000 attendees. Attendees rate our events **very positively** and give wonderful feedback, with an average of **4.8**⭐ (out of 5⭐) from over 500 reviews ([take a look at our reviews here!](https://www.meetup.com/jakarta-friends/feedback-overview/)) We value diversity, inclusivity, respect, and authenticity. We **do not tolerate** harassment or discrimination of any kind. * You are invited to join our WhatsApp group where we announce our events regularly: [https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx](https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx) * Feel free to tag us on Instagram, and we will repost! [www.intagram.com/jakarta.friends.creatives](http://www.intagram.com/jakarta.friends.creatives) * For questions about the event, please post a comment on the event page, or DM the event organisers

**🌿 Kemi Meetup: Languages & Connections at Melly’s Garden 🌿** Hey everyone! The next **Kemi Meetup** is here. Whether you want to practice a new language or simply meet amazing people, this is the perfect spot to spend your Saturday night! ✨ How it works: We’ll have tables organized by languages. Just find your flag, sit down, and start chatting! 🗣️🌍 **📅 When:** Saturday, 9 May 2026 **⏰ Time:** 19:30 (7:30 PM) onwards **📍 Where: Melly’s Garden** **Why join us?** * **Language Tables:** Dedicated spots for English, Bahasa Indonesia, German, Japanese, Chinese, and more (depending on who joins!). * **Great Atmosphere:** Melly’s Garden offers a cozy, outdoor vibe perfect for conversations. * **New Connections:** Meet locals, expats, and fellow language enthusiasts. Note: Please RSVP so we can prepare the right number of tables. 📝 See you all there! 🥂🌸 [[Click This Whatsapp Groupchat Link](https://chat.whatsapp.com/BQcHLsg2oJfLugoOG27jjk)]

Your body can stand almost anything. It's your mind that you have to convince.

Hello, Jakarta Writer! **Are you a member of [Jakarta Friends](https://www.meetup.com/jakarta-friends/) yet?** Want to see **pictures** of past events? **[Take a look here!](https://www.meetup.com/jakarta-creatives/photos/)** And feel free to upload a few pictures you will take at the event 😊 JakCre and JakFri is **the** biggest, oldest, most active, and most inclusive MeetUp community in Jakarta… and we invite you to join us for this **WRITERS' CLUB: GIVE & RECEIVE FEEDBACK on your writing!** Everyone is always welcome to join our events. Our community is all about creating authentic in-person connections in this urban jungle. Come as you are... it’s the best version of yourself. **ABOUT THE EVENT** What's one of the most difficult part in writing? Getting high-quality feedback! This event addresses exactly this! Plus, writers will have the chance to be part of a friendly community and a support system for fellow creatives. **We want to help and elevate each other!** This is what we will do: We will meet at the indicated time (please don't be late) and everyone who wishes to can drop their name on a box for a lucky draw. One person is selected by chance and will need to have a text **of any kind** (poetry/fiction/non-fiction/essay/article/script/blog/music lyrics/whatever!) ready to share with everyone on a Google drive folder. Then everyone will take their time and read the piece(s) on their own. We allocate **about 60-90 minutes quiet reading time**. Readers will take notes on what they wish to give feedback to. The author is also welcome to brief readers on what they should pay attention to or give feedback on. People who wishes to be there as readers only (that is, without putting their name in the lucky draw box), are most welcome to! The crucial part is that everyone needs to be respectful of each other's craft and give **polite, constructive feedback**! After reading time, there is the feedback time! **For about 90 minutes, we will discuss what we have read, and give feedback to the author.** Sounds easy, fun, and productive? It is. Everyone will have the chance to learn something new! This event doesn't require any preparation! We will read and give feedback on the spot. This will be a unique occasion to receive a feedback on your writings (of any kind) and to practice your ability to give and receive feedbacks on texts! Just be ready to share (not mandatory) **a piece of your writing of about 2,000 words** (1,000 to 10,000 words is OK, too, but be aware that a shorter piece is more likely to receive plenty of feedback) as a Google Drive link and grant people access to read. Be sure you will join with a device where it's possible to join a video conference (Zoom/GoogleMeet/tbd). **We have done this event before! Take a look here:** * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (Feb 2026)](https://www.meetup.com/jakarta-writers/events/313180424/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (Jan 2026)](https://www.meetup.com/jakarta-creatives/events/312723598/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (Dec 2025)](https://www.meetup.com/jakarta-creatives/events/312032052) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (hybrid) (Nov 2025)](https://www.meetup.com/jakarta-creatives/events/311725541/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (hybrid) (Aug 2025)](https://www.meetup.com/jakarta-creatives/events/310122815/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (online) (Aug 2025)](https://www.meetup.com/how-to-become-a-writer/events/308662343/) * [WRITERS' CLUB (May 2025)](https://www.meetup.com/jakarta-creatives/events/307536966/) **ABOUT THE VENUE** **Mad for Coffee** is a lovely coffeeshop with great coffe and some nice food on the menu. The owners are so kind to have a room or the upstairs terrace for us! At Mad for Coffee they also have regular comedy shows, including one just after our event at 4 PM which we can attend together! Link to be shared soon -- take a look here at a past free comedy event we attended together: https://www.meetup.com/jakarta-creatives/events/312964219/ (walk-ins at the comedy event are usually possible, too) * Let's meet directly there! There will be tables prepared for us * At the venue, ask for Corrado or MeetUp at the staff. There will be a MeetUp sign on our table to find us * Here is a link to the venue for more information: [https://www.instagram.com/madforcoffeeid/](https://www.instagram.com/madforcoffeeid/) * We encourage you to reach the event by public transportation MRT Cipete Raya is just 15 minutes walk! **ABOUT THE HOST** Corrado Nai has a Ph.D. in microbiology and writes mostly about science. His feature articles has been published in Smithsonian Magazine, New Scientist, Asimov Press, and many more. Currently he's writing [a graphic novel about agar-agar's surprising role in science](https://fanny-hesse-graphic-novel.site/), called "The Dessert That Changed the World" which can be followed and supported through Patreon ([www.patreon.com/corradonai](https://www.patreon.com/corradonai)) **HOW TO REGISTER TO THE EVENT?** To register, just click “Attend”! There are a few simple rules * We kindly ask attendees who cannot manage to join to **update RSVP at least 24 h before the event** as a courtesy to other attendees and event organisers. * **Be on time! Don’t be early!** * Come alone or with a friend, family, or your better half * People in the waitlist cannot attend, and are encouraged to check a few hours before the event if they got a spot * Repeated no-show (3X) without updating RSVP will be removed from the group. * Cancellation at the last minute is unfriendly for other attendees, organisers, and venue. Please cancel whitin 2 hours for exceptional circumstances **only**. Otherwise it will count as no-show! * Attendees who bring a +1 are responsible to make sure that the guest understands and agrees to our rules of respect and inclusivity. Thank you for your understanding and cooperation! **WE HAVE A MEMBERSHIP FEE. HOW DOES IT WORK?** As this group is slowly unrolling into a Writers' Group, it will be soon possible to join through Patreon, too: https://www.patreon.com/corradonai Monthly membership through Patreon will grant access to **all** events of Jakarta Writers (this group) **and** of [Jakarta Friends](www.meetup.com/jakarta-friends). Our community has a **monthly membership fee** that can be paid through the app (**2 USD/month or about 33k IDR/month**). Membership can also be paid as a **yearly membership of 320k IDR** valid for 365 days after payment. Membership fee is offered with a **promo discount to first-timers**, who can become members for **240k IDR/year**. First-timers can decide to join with a **sneek peak price of 50k IDR & pay the remaining 270k IDR at the next event** they attend. Registered +1 can attend for free. Renewals (after 365 days) and upgrades (to join JakFri) are offered at a special rate. All this is aimed at encouraging people to sign up, and then to attend as many events as they like! Yearly membership can be paid at an event (cash/bank transfer/Gopay) or beforehand (bank transfer/Gopay). Text Corrado (+62 8211 489 3580) if you have any questions about membership. Membership to **both** Jakarta Friends and Jakarta Writers is offered for **only** 390k IDR/year. Membership gives **access to all events** plus exclusive perks available only to paying members, like for example our [Give Away Birthday Celebrations with lucky draw](https://www.meetup.com/jakarta-friends/events/300470498) (Sept 2024) or [FREE pasta cooking (and eating 😉) workshop](https://www.meetup.com/jakarta-friends/events/304253623/) (Nov 2024) or [Museum visits with FREE GUIDED TOURS](https://www.meetup.com/jakarta-creatives/events/301738408/) (Sept 2024). To most events, attendees can **bring a +1 for free**, and we have some events open to all (paid and unpaid) members. To all members we **guarantee** to keep organizing plenty of events. You will receive a **full refund** if the group closes down, or if there’s no event happening in three months. In the past 3 years we have organised up to 2-3 events per week (browse past event [of JakFri here](https://www.meetup.com/jakarta-friends/events/?type=past) and [of JakWri here](https://www.meetup.com/jakarta-writers/events/?type=past)). That is, with your membership you can attend up to 5-10 events! We **guarantee** to keep organising plenty of events. You will receive a **full refund** if the group closes down, or if there’s no event happening in three months. **THE RULES OF OUR COMMUNITY** Our communities are: * **Jakarta Friends**: [https://www.meetup.com/jakarta-friends](https://www.meetup.com/jakarta-friends) * **Jakarta Writers (former Creatives)**: [https://www.meetup.com/jakarta-writers/](https://www.meetup.com/jakarta-creatives/) Members often participate in events of both groups. Over the past two years, we held over 250 events with over 2,000 attendees. Attendees rate our events **very positively** and give wonderful feedback, with an average of **4.8**⭐ (out of 5⭐) afrom over 500 reviews ([take a look at our reviews here!](https://www.meetup.com/jakarta-creatives/feedback-overview/)) We value diversity, inclusivity, respect, and authenticity. We **do not tolerate** harassment or discrimination of any kinds. * You are invited to join our WhatsApp group where we announce our events regularly: [https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx](https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx) * Feel free to tag us on Instagram, and we will repost! [www.intagram.com/jakarta.friends.creatives](http://www.intagram.com/jakarta.friends.creatives) * For questions about the event, please post a comment on the event page, or DM the event organisers

Hey, friend in Jakarta! Now that you joined JakFri... **are you a member of [Jakarta Writers](https://www.meetup.com/jakarta-writers/) (former Creatives) yet?** Want to see **pictures** of past events? **[Take a look here!](https://www.meetup.com/jakarta-friends/photos/)** And feel free to upload a few pictures you might take at the event 😊 JakFri and JakWri are **the** biggest, oldest, most active, and most inclusive MeetUp community in Jakarta... …and we invite you to join us for this **Board Game Social Afternoon in Tebet!** Everyone is always welcome to join our events. Our community is all about creating authentic in-person connections in this urban jungle. Come as you are... It’s the best version of yourself. **ABOUT THE EVENT** Calling out for all board gamers to play together! The idea is very simple: **We meet, and we play board games!** All levels of experience playing board games are welcome. Newcomers are **very** welcome. This event will be at Oksigasi Space, Central Jakarta. Just pay for your own food and drink. We will ask for a split bill! The host will bring various games which are easy to learn on the spot, including **Monopoly, Ludo, Halma, Hangman, UNO and more!** Feel free to bring your own games, if you want to! No extensive experience as a board gamer needed! The event is set to finish at 7.00 PM but might extend longer, if people want to stay! (Feel free to have dinner at this place) We have organised this event many times before! You can see a few past events here: * [Board Game afternoon (July 2025)](https://www.meetup.com/jakarta-friends/events/308665793/) * [Board Game afternoon (April 2025)](https://www.meetup.com/jakarta-friends/events/307160038/) * [Board Game afternoon (May 2025)](https://www.meetup.com/jakarta-friends/events/307731360) * or scroll through [all past event of JakFri](https://www.meetup.com/jakarta-friends/events/?type=past) to get a sense of this community! **ABOUT THE VENUE** Oksigasi Space is a distinguished coffee establishment located in Cideng Timur, Central Jakarta. * At the venue, ask for "Corrado" or "Gina" or MeetUp " from the staff. * Here is a link to the venue for more information: [www.instagram.com/oksigasispace/](www.instagram.com/oksigasispace/) * We encourage you to reach the event by public transportation. **HOW TO REGISTER TO THE EVENT?** To register, just click “Attend”! There are a few simple rules * We kindly ask attendees who cannot manage to join to **update RSVP at least 24 h before the event** as a courtesy to other attendees and event organisers. * Come and go as you want for this event. The earlier you come, the more time you can have to enjoy the event. * People on the waitlist cannot attend and will receive a spot automatically if someone cancels. Also, people in the waitlist need to update their RSVP if they cannot come! * 3X no show at Jakarta Friends events without updating RSVP = removal from the group * Cancelling within 2h of the event is unfriendly to the organiser, fellow attendees, and venue, and -- unless cases of force majeure -- still counts as a no show Thank you for your understanding and cooperation! **WE HAVE A MEMBERSHIP FEE. HOW DOES IT WORK?** Our community has a **monthly membership fee** that can be paid through the app only (**2 USD/month or about 33k IDR/month**). Membership can also be paid as a **yearly membership of 320k IDR,** valid for 365 days after payment. Membership fee is offered with a **promo discount to first-timers**, who can become members for **240k IDR/year** (**Option A**). First-timers can decide to join with a **sneak peek price of 50k IDR & pay the remaining 270k IDR at the next event** they attend (**Option B**). Renewals (after 365 days) and upgrades (to join JakWri) are offered at a special rate. All this is aimed at encouraging people to sign up, and then to attend as many events as they like! Yearly membership can be paid at an event (cash/bank transfer/Gopay) or beforehand (bank transfer/Gopay). Text Corrado (+62 8211 489 3580) if you have any questions about membership. Membership to **both** Jakarta Friends and Jakarta Writers is offered for **only** 390k IDR/year (**Option C**). Membership gives **access to all events** plus exclusive perks available only to paying members, like for example our [Give Away Birthday Celebrations with lucky draw](https://www.meetup.com/jakarta-friends/events/300470498) (Sept 2024) or [FREE pasta cooking (and eating 😉) workshop](https://www.meetup.com/jakarta-friends/events/304253623/) (Nov 2024) or [Museum visits with FREE GUIDED TOURS](https://www.meetup.com/jakarta-creatives/events/301738408/) (Sept 2024). To many events, attendees can **bring a +1 for free**, and we have some events open to all (paid and unpaid) members. To all members, we **guarantee** to keep organizing plenty of events. You will receive a **full refund** if the group closes down or if there’s no event happening in three months. In the past 3 years, we have organised up to 2-3 events per week (browse past event [of JakFri here](https://www.meetup.com/jakarta-friends/events/?type=past) and [of JakWri here](https://www.meetup.com/jakarta-writers/events/?type=past)). That is, with your membership, you can attend up to 5-10 events! We **guarantee** to keep organising plenty of events. You will receive a **full refund** if the group closes down or if there’s no event happening in three months. **THE RULES OF OUR COMMUNITY** Our communities are: * **Jakarta Friends**: [https://www.meetup.com/jakarta-friends](https://www.meetup.com/jakarta-friends) * **Jakarta Writers**: [https://www.meetup.com/jakarta-writers/](https://www.meetup.com/jakarta-creatives/) Members often participate in events of both groups. Over the past two years, we have held over 250 events with over 2,000 attendees. Attendees rate our events **very positively** and give wonderful feedback, with an average of **4.8**⭐ (out of 5⭐) from over 500 reviews ([take a look at our reviews here!](https://www.meetup.com/jakarta-friends/feedback-overview/)) We value diversity, inclusivity, respect, and authenticity. We **do not tolerate** harassment or discrimination of any kind. * You are invited to join our WhatsApp group where we announce our events regularly: [https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx](https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx) * Feel free to tag us on Instagram, and we will repost! [www.intagram.com/jakarta.friends.creatives](http://www.intagram.com/jakarta.friends.creatives) * For questions about the event, please post a comment on the event page, or DM the event organisers

**🌿 Kemi Meetup: Languages & Connections at Melly’s Garden 🌿** Hey everyone! The next **Kemi Meetup** is here. Whether you want to practice a new language or simply meet amazing people, this is the perfect spot to spend your Saturday night! ✨ How it works: We’ll have tables organized by languages. Just find your flag, sit down, and start chatting! 🗣️🌍 **📅 When:** Saturday, 9 May 2026 **⏰ Time:** 19:30 (7:30 PM) onwards **📍 Where: Melly’s Garden** **Why join us?** * **Language Tables:** Dedicated spots for English, Bahasa Indonesia, German, Japanese, Chinese, and more (depending on who joins!). * **Great Atmosphere:** Melly’s Garden offers a cozy, outdoor vibe perfect for conversations. * **New Connections:** Meet locals, expats, and fellow language enthusiasts. Note: Please RSVP so we can prepare the right number of tables. 📝 See you all there! 🥂🌸 [[Click This Whatsapp Groupchat Link](https://chat.whatsapp.com/BQcHLsg2oJfLugoOG27jjk)]

Looking for something fun? Come hang out at *Mad For Laughs*, our English open mic featuring a curated lineup of fresh and fearless comics :) **Every Sunday** **Doors open at 3:30 PM \| Show starts at 4:00 PM** **Doors will close at 4:00 PM when the show begins.** To keep the show running smoothly, late entry may not be allowed, and any unclaimed spots may be released to other walk-ins. We have weekly event every Sunday for more details please check it out [here](http://bit.ly/mfl-openmic)! Interested in performing? Sign up [here](https://forms.gle/x1YsKfoNBSsFXsd29)!

Your body can stand almost anything. It's your mind that you have to convince.

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.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

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

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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)

**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