Virtualization

Most product people aren't struggling to find AI tools. They're struggling to actually ship something real with them. What gets shared publicly is the outcome. What gets left out is everything that makes it hard: the constraint that reshaped the whole idea, the version that almost worked, the moment where your instinct had to carry the work because the tool couldn't. Behind the Build is a room for that conversation. Two speakers, two honest accounts of what building with AI actually looks like. And for the first 10 builders who want to show their work — a stage to do exactly that. # **Event Format** **Speaker #1 — Building AI as the Product A PM** who has shipped an AI-powered product shares the real story behind it. What shaped the decisions, what broke along the way, and what they would do differently. **Speaker #2 — Building AI for the Workflow A PM** who has built internal AI tools to make their own work faster and sharper. Real examples, real constraints, real output. Including tools most people would consider too small to talk about but that changed how they work every day. **Builder Showcase** *(first 10 to opt in)* You get 2 minutes and a screen. Show something you built — finished or not. What it does, how it went, what surprised you. No slides, no pitch. Just an honest look at the work. Then the room gets one question. **Closing Reflection** Before you leave, write down one thing you want to try after joining the event

Halo Teman-teman Jabodetabek, Mari berbagi ilmu, berdiskusi, dan memperdalam pengetahuan seputar Drupal di acara Meetup Bulanan Komunitas Drupal Indonesia Meetup Drupal Indonesia di Mei 2026 untuk area Jabodetabek. **Waktu: Sabtu, 16 Mei 2026 Pukul 13.00 s/d 15.00** Tempat: Perpustakaan Universitas UI Depok Gedung Crystal of Knowledge, Jl. Letjen DR. Sjarif Thajeb, Pondok Cina, Kecamatan Beji, Kota Depok, Jawa Barat 16424 TEMA: Demo Drupal CMS 2.1 Visual Site Building with Canvas and AI Tools **Registrasi** Acara ini gratis dan terbuka untuk semua. Informasi lebih lanjut bisa menghubungi: Abi: 0878-8767-5921 Vro Budi: 0817-803-145 Terima kasih dan sampai jumpa

**What to Expect** *A relaxed, productive weekday environment - High-speed WiFi & comfortable co-working space *Flexible padel play throughout the session - Meaningful networking with professionals & entrepreneurs *Opportunity to exchange ideas, collaborations & contacts - Short, insightful talks (TED-style) from inspiring speakers *Great coffee, food & social atmosphere **Work, play, connect—and grow, all in one place.**

**Let's make your work day fun! Welcome to our social co-working event where you can get some work done and make new friends at the same time, which is the way co-working should be.** The event is totally fee. We will be co-working at CROCO by Monsieur Spoon Teluk Betung, which is a lovely large cafe with great food and drinks and free Wi-Fi. We will work from 9 a.m. to 5 p.m. with a break for lunch for an hour around midday or 1 p.m. However, you can come and work at anytime that suits you. There will be plenty of time make new connections and chat throughout the day, so come along and give it try. **📢 IMPORTANT: Attendance Reconfirmation Required** To ensure accurate headcounts and reduce no-shows, we're implementing an updated reconfirmation system for all events. **Here's how it works:** * All events start with unlimited RSVPs. * 4 days before each event, a reconfirmation form will be posted in the event comments and shared in the WhatsApp group. * You must reconfirm ASAP by submitting the form. Your spot is guaranteed only after you reconfirm. * The form closes once we reach the target attendance number. * Anyone who hasn’t reconfirmed when the form closes will be removed from the attendee list. * If you can’t attend, change your status to Not Going. **Two‑strike rule: If you don’t reconfirm or change your status to Not Going two times, you will be removed from the group.** Thanks for helping us keep things running smoothly. Looking forward to seeing you all there. Please feel free to let me know here or join our active and friendly WhatsApp Group Chat: [https://chat.whatsapp.com/FBQsf4Cv4yWACNs9gbiYNH](https://chat.whatsapp.com/FBQsf4Cv4yWACNs9gbiYNH) Instagram:[ [https://www.instagram.com/jakartasocialgroup](https://www.instagram.com/jakartasocialgroup)]

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/)**[!](https://www.meetup.com/jakarta-creatives/photos/) And feel free to upload a few pictures you might 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 **SHUT! UP! AND! WRITE! Vol. XXXXVII** 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** So, you want to write? Then shut up and write! Writing is 0.01% "inspiration" and 99.99% getting down to it. We will meet for a circa **2,5 hour writing session at Ngoepi in Cilandak**, a cozy café with some tasty bites and a lovely garden near the MRT station Fatmawati Indomaret. It doesn't matter if you are an established writer or if you are picking up pen and paper for the first time. **Just show up, get down to it, and start writing.** Everyone will be working on their own thing, and we won't talk during writing. If you need some prompt or suggestion on what to write, I'll be happy to give you some ideas. After the circa 2,5 h writing session session, we will switch off our laptops and close our notebooks (but if you want to keep going, feel free!) and chill down. We can also share each other texts and give feedback, if that's something someone would like to do. **The rules of the game:** 1. We aim to start together in order not to disrupt the process for everyone. Please be on time. 2. No talking at the table during writing! After arriving at the table, we will focus on our own writing 3. You can take as many breaks as you want of course Don't be late as we want to start writing together, and please do **update your RSVP at least 24h before the event** if you cannot come, else you will take away a spot from a person in the waitlist. Don't be that persons! **Repeated no-shows will be kicked from the group.** We have organised this event before! You can see a few past events here: * [Shut! Up! And! Write! at ngoepi, CIlandak (Jan 2026)](https://www.meetup.com/jakarta-creatives/events/312325439/) * [Shut! Up! And! Write! at Rasea Haji Nawi (Nov 2025)](https://www.meetup.com/jakarta-creatives/events/311510658/) * [Shut! Up! And! Write! at Mad for Coffee, Cipete (Oct 2025)](https://www.meetup.com/jakarta-creatives/events/311064766/) * [Shut! Up! And! Write! at ngoepi, Cilandak (Sept 2025)](https://www.meetup.com/jakarta-creatives/events/310532158/) * [Shut! Up! And! Write! at Unifinished Coffee, Blok M (July 2025)](https://www.meetup.com/jakarta-creatives/events/308766899/) * [Shut! Up! And! Write! at ngoepi, Cilandak (May 2024)](https://www.meetup.com/jakarta-creatives/events/306901326/) * [Shut! Up! And! Write! at M Bloc Space (Feb 2025)](https://www.meetup.com/jakarta-creatives/events/305775525/) * [Shut! Up! And! Write! at Kios Ojo Keos, Lebak Bulus (Nov 2024)](https://www.meetup.com/jakarta-creatives/events/304408423/) * [Shut! Up! And! Write! at ngoepi, Cilandak (Nov 2024)](https://www.meetup.com/jakarta-creatives/events/303766280/) **ABOUT THE VENUE** **Ngoepi** is a lovely cafe with a cozy book corner and great coffee and snacks. There's an indoor area with airco (non smoking), and a garden/patio outside. * Let's meet directly there. There will be tables prepared for us * Here is a link to the venue for more information: [https://www.instagram.com/ngoepi](https://www.instagram.com/ngoepi) * We encourage you to reach the event by public transportation MRT Fatmawati is just 10 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, Small Things Considered, 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 on Patreon at [https://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!** * 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 a few hours before the event unless for force majeur is unfriendly towards organisers, venue, and other attendees and counts as no-show! * People who brings a guest need to make sure that the +1 understands and agrees to our community 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** (**Option A**). 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 (**Option B**). 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 Jakarta Writers and Jakarta Friends 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 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

Want to unwind after work with some fun? How about hitting the tennis courts at Anol Tennis Warehouse with people who are at your level (Intermediate)? It’s a weekly event, and we’re always welcoming new members, so you can get a great workout and make some new friends all at once. Looking forward to seeing you there soon! Fee is 198,000 Rp per person.

Main Bareng Pickleball at Ancol Tennis Warehouse. Join us for fun, socialising and sports at Ancol Tennis Warehouse.

We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

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

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

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.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

**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