Green Technology

We have a **2 BR / 1 BA flat** for sale at Takoma Village Cohousing in Washington, DC! Join us at an open house on **Saturday, May 2, from 1:00 to 3:00** to view the home, which is being offered For Sale By Owner (FSBO). No registration is required. Learn more about this opportunity, including the seller's contact information, in the sale flyer and floor plan on [our website](https://takomavillage.org/page/39042~1039777/sales-and-rentals). You can also see more on the [linked web pages and photo gallery](https://wpl.mwg.mybluehost.me/website_8e2e0158/). Brief tours of the common areas will be offered to prospective buyers at the same time as the open house. Purchase offers are likely to be requested a few days later. If you are seriously considering this home for sale, please also review our [Guide for Prospective Residents](https://takomavillage.org/page/39042~755756/guide-for-prospective-residents). There are several upcoming activities you can participate in to fulfill the expectations, but please write to us to arrange for a host for any activity you want to join. Our email address is on [our website](https://takomavillage.org/page/39042~754251/public-inquiries). *Takoma Village complies with the Federal Fair Housing Act and the District of Columbia Human Rights Act.*

Standard rally scoring to 15. Skill level should BB and up. See you out there! Only 1 court 135 Crescent Rd greenbelt Md Use St. Hughes Churches parking lot Bring a ball if you have one and water to stay hydrated.

The[ Simplicity Living Study Circle of Northern VA](https://www.coachingwithdanijk.com/blog/important-community-update-join-our-new-meetup-group-simplicity-living-circle-of-northern-va) meets on the first Saturday of each month from 4:00 to 5:30 PM at Lacey Woods Park in Arlington, Virginia. **This is a rain or shine outdoor event.** This free community group offers a unique and empowering space for individuals seeking to live a simpler, more intentional life. Through participant-driven discussions and facilitated activities, our circle fosters connection, reflection, and mutual support. Hosted by members of the Simplicity Living Circle of Northern VA, we welcome those who are curious about simplicity, mindful living, and environmental care. Whether you are just beginning or deepening your journey, you are warmly invited into this inclusive and supportive space. Logistics: * Feel free to bring what’s part of your life: kids, dogs, food, and musical instruments are all welcome. * Arriving at the start gives you the fullest experience, since the opening activities help create the group’s shared connection. If you arrive later, it may feel harder to fully step into that once the group has already begun bonding. *Note: Our official Meetup group changed due to administrative complications. This new group is now our verified and active community hub, which you can confirm at our in-person events.*

Join us for a volunteer day helping the animals at Rosie's Farm Sanctuary in Potomac, MD. Before attending this event, you must sign a liability waiver. Please use this link [https://waiver.smartwaiver.com/w/b5nky2tonaovjqgjn6ap5p/web/](https://waiver.smartwaiver.com/w/b5nky2tonaovjqgjn6ap5p/web/) The chores you will be doing are physical. You will be working on big projects that require many volunteers like removing old bedding, sanitizing stals and replacing with new bedding, along with the daily clean up chores. Wear boots and clothing you don’t mind getting dirty. Feel free to bring a filled water bottle. On sunny days a brimmed hat and sunglasses may be helpful. Sunscreen is also suggested. Please do not bring any food or yummy-smelling items on your body or in your bag as our animals love to eat and are on special diets. Out of respect for the animals, we do not allow any food with animal products to be consumed at Rosie’s Farm Sanctuary. Please ensure that all edible items are plant-based (no dairy, no cheese, no cow’s milk ice cream, no meat, no fish, no eggs). Thank you for your cooperation and respect for this. It is very important to us. There is a gift shop where you can browse and warm up during the event. Please post your pictures and tag Rosie’s Farm Sanctuary and VSDC! Stick around at the end for a group photo behind the barn. If there is interest, we may go out to eat in one of our local vegan restaurants afterward. We are limited to 30 volunteers, so please change your RSVP if you cannot attend. Rosie's Farm Sanctuary is always in need of volunteers. If you want to volunteer with them outside of VSDC's volunteer days, make sure to visit [Rosies Farm Sanctuary ](https://rosiesfarmsanctuary.org/volunteer/) to sign up. By coming to this event, we expect you to follow the code of conduct found at [Policies - VSDC - Veg Society of DC](https://vsdc.org/policies/). **VSDC: More Than A Meetup** We are delighted to have you as part of The Veg Society of DC Vegan Meetup group, and we look forward to seeing you at our events. Did you know that [VSDC](https://vsdc.org/%20) is a nonprofit organization with membership benefits? With VSDC membership, you will save money at area restaurants and businesses, attend VSDC member-only events, and, most importantly, support us as a clear and consistent voice for improving the lives of all beings through community building and education centered on the benefits of a vegan diet and lifestyle. The membership fee is minimal, but the impact is significant! [Join today](https://vsdc.org/membership/)! **Ways to Stay In Touch with Us** Thank you for being part of our Meetup presence and bringing like-minded people together. We invite you to: * Become a [VSDC member](https://vsdc.org/membership/) to save money at area restaurants and support us in being a clear and consistent voice for improving the lives of all beings through community building and education centered on the benefits of a vegan diet and lifestyle. * Sign up for our[ monthly e-newsletter](https://vsdc.org/about/newsletter/) to hear more about our activities. * Follow us on [Instagram](https://www.instagram.com/vegsocietydc/) or [Facebook](https://www.facebook.com/vegsocietydc/) to engage with us. **Interested in Volunteering with VSDC?** VSDC offers many events each month, thanks to the dedication of our event planning team. Would you consider volunteering? To learn more and get started, [please visit our website](https://vsdc.org/volunteer/). **Only Vegan Food, Please** While VSDC welcomes people wherever they are on the path to an all-plant, vegan diet and lifestyle, it is our policy that only vegan food be served and consumed at our events. If you would like to [explore a vegan diet or get support in making lifestyle changes, consider these resources](https://vsdc.org/exploringvegan/). **Liability Waiver and Code of Conduct** When you sign up to attend, you automatically acknowledge [VSDC's Liability Waiver](https://vsdc.org/activity-waiver/) and commit to follow the code of conduct found at [Policies - VSDC - Veg Society of DC](https://vsdc.org/policies/). **VSDC. Creating communities. For your health, the animals, and the planet.**

**NEW MEMBERS or 1st TIME EVENT GO-ERS** Before attending your first event, please take a moment to understand how our dinners work and what we ask of members. → **[Learn how DC Metro Dining works](https://tinyurl.com/Landing-Page-DC-Metro-Dining)** **RSVP CUTOFF (i.e. Final Change Your Mind if Registered YES)** → **RSVP Cancellation Cutoff for this Event is Saturday 10a, 5/2**. (*Late Cancel applies after this, repeat occurrences can impact membership*) I'm in the mood for a great French bistro-style dinner in DC. We are heading to **Amélie** in Logan Circle, known for its wine program and classic French fare in a relaxed, modern setting. **FOOD**: Modern French Bistro, well-executed. Amélie focuses on approachable French bistro cuisine with an emphasis on small plates and shareable dishes. Diners often highlight escargots, steak frites, and duck confit as reliable standouts, along with mussels prepared in classic broths. Cheese and charcuterie boards are frequently ordered to start, and lighter items like salads and tartines round out the menu for those looking for a less heavy meal. Executive Chef Anthony Lemortellec, a Parisian who has worked with the legendary chef Alain Ducasse in Paris, moved over from Boqueria where he was Chef. The wine program is a major draw, with a broad French-leaning selection and rotating options by the glass. Cocktails are quite good but the focus here is wine-driven, which pairs well with the menu structure. Most members should expect total spend to land roughly in the 55 to 85 dollar range depending on beverage participation. → **Explore Amélie's menu:** **[https://www.ameliedc.com/dinner](https://www.ameliedc.com/dinner)** **SPACE**: Cozy, stylish interior with a mix of bar seating and dining tables. Expect a lively, social atmosphere with moderate noise, especially on a Saturday evening → **Visit the restaurant site**: [https://www.ameliedc.com](https://www.ameliedc.com) - Tax/Tip combo is our required 30% tax/tip policy (see the FAQs for more details). - Limited to 8 slots. See you there! JoeN **CLOSEST METRO**: - **U Street–African-Amer Civil War Memorial–Cardozo station** (Green, Yellow) is the closest stop. Walk south via 14th St NW or Vermont Ave NW. The walk is about 15–18 minutes. - **Dupont Circle station** (Red) is also nearby. Walk east toward 14th St NW, then south. The walk is about 16–20 minutes. - For directions using the Metro, try using the Plan a Trip feature at the WMATA website ([click on your preferred Metro station](https://www.wmata.com/rider-guide/stations/index.cfm) then at the Station page level click "Plan a Trip". **PARKING**: Street parking in this area can be difficult on weekend evenings. Several paid garages are located within a few blocks along 14th Street and nearby side streets. Plan accordingly. ***Attendance Notes:*** - **If you RSVP “YES,” please commit to showing up***\*\*.\*\ *With 5,400+ members and limited seating, we can’t afford no-shows. It’s not fair to other members or to our relationship with the restaurant.* - ****New Members / 1st Timers:*** Trying to get a slot? Join the Waitlist and check back frequently: spots (*often open up before Noon on the day of the event. You may also receive midweek confirmation emails to reconfirm your RSVP, so please check your Meetup DMs inbox).* -****Billing Reminder - Add 30% for tax and tip to your food and drink total.*** This is part of our group’s expectations and helps smooth out service with the restaurant. Looking forward to dining with you! JoeN

Join us for conversations that go beyond small talk, diving into topics like the shifting nature of spirituality, the challenges and joys of midlife transitions, the impact of culture and capitalism, and the search for meaning in art, travel, and daily life. Our gatherings are about genuine, thought-provoking dialogue, with no set leader or strict agenda—just an open space to share ideas, perspectives, and experiences that matter to us. The direction of the discussion is shaped by everyone who shows up, making each event unique and enriching. Come ready to share, reflect, and connect with others who are also seeking deeper conversations. Let the conversation flow from topic to topic. Optional questions are listed below.
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Optional Questions: Life Stages & Transitions
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1. What did you think you'd have figured out by now that you're still completely winging?
2. When did you realize your parents' advice was for a world that no longer exists?
3. What are you finally old enough to stop pretending to care about?
​
Optional Questions: Identity After the Roles
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4. Who are you when nobody needs anything from you?
5. What dream keeps resurfacing even though the "practical" time has passed?
6. How do you handle having the freedom you always said you wanted?
​
Optional Questions: AI & Being Human
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7. What human experiences will AI never truly understand?
8. If machines handled all your have-to's, what would you actually do?
9. What becomes more precious as everything becomes automated?
​
Optional Questions: Belief & Meaning
​
10. What certainties have you given up, and what rushed in to fill that space?
11. How has knowing someone who died changed how you live?
12. What do you believe now that would shock your younger self?
​
Optional Questions: The Modern Psyche
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13. What anxiety do you carry that previous generations didn't have?
14. Which of your survival strategies are you ready to retire?
15. What uncomfortable truth about happiness did it take you years to accept?
​
Optional Questions: Work & Purpose
​
16. When did you stop believing that your job would complete you?
17. What would you do for work if money and status weren't factors?
18. How has your definition of "making it" changed over the years?
​
Optional Questions: Relationships & Connection
​
19. What relationship dynamic do you keep recreating, and why?
20. When did you realize your parents were just people trying their best?
21. What kind of loneliness doesn't go away even when you're with others?
​
Optional Questions: Time & Mortality
​
22. What are you running out of time to say or do?
23. How differently do you spend your time knowing it's finite?
24. What will you regret not trying, even if you fail?
​
Optional Questions: Society & Culture
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25. What social convention do you follow even though it makes no sense?
26. Which generation do you understand least, and what might you be missing?
27. What aspect of how we live now will seem insane in 20 years?
​
Optional Questions: Personal Philosophy
​
28. What rule for life did you create after learning something the hard way?
29. When did you stop believing that everyone else had it figured out
30. What paradox about life have you learned to live with?

DC Code and Coffee is an inclusive, informal co-working session. It's community-led and community-run by devs, for devs. People of all skill levels attend. Whether you’re dev-curious, aspiring, or a professional developer, we’d love to have you! Come chat or learn to code on a Sunday afternoon with coffee and cool-inclusive people. Bring your laptop! We typically meet every month on the weekend. **Join our online community!** For all things Tech in DC and to get latest updates and tech events from the DMV area, join the [DCTech Slack](https://dctech.chat/). All DC Code & Coffee announcements are in the #dccodecoffee channel **How it works** Near the beginning of the event, we do an introduction circle. You say your name, what you can help others with, and what you would like help with. You can also share job opportunities. After the introduction circle, everything is self-organized.

Join us for a discussion of ***Cobalt Red: How the Blood of the Congo Powers Our Lives* by Siddharth Kara** Here's the summary: An unflinching investigation reveals the human rights abuses behind the Congo’s cobalt mining operation―and the moral implications that affect us all. Cobalt Red is the searing, first-ever exposé of the immense toll taken on the people and environment of the Democratic Republic of the Congo by cobalt mining, as told through the testimonies of the Congolese people themselves. Activist and researcher Siddharth Kara has traveled deep into cobalt territory to document the testimonies of the people living, working, and dying for cobalt. To uncover the truth about brutal mining practices, Kara investigated militia-controlled mining areas, traced the supply chain of child-mined cobalt from toxic pit to consumer-facing tech giants, and gathered shocking testimonies of people who endure immense suffering and even die mining cobalt. Cobalt is an essential component to every lithium-ion rechargeable battery made today, the batteries that power our smartphones, tablets, laptops, and electric vehicles. Roughly 75 percent of the world’s supply of cobalt is mined in the Congo, often by peasants and children in sub-human conditions. Billions of people in the world cannot conduct their daily lives without participating in a human rights and environmental catastrophe in the Congo. In this stark and crucial book, Kara argues that we must all care about what is happening in the Congo―because we are all implicated. **Let’s meet at Caboose Commons in Fairfax to enjoy some good discussion and meet new friends.**

Come join us for informal discussions about AI, and meet others who are passionate about the subject!

Start with a Pisco Sour, a signature cocktail or mocktail. Enjoy ceviche just like you get in Peru, a choripan sandwich, some Lomo Saltado, Peruvian Chicken or many more delicious choices! [Check out their menu here](https://autenticoperu.com/menu/) Auténtico is born from years of dreams, sharing the rich diversity of Peruvian cuisine with Northern Virginia. Their menu celebrates variety and creativity, where traditional recipes meet subtle touches of innovation. It’s more than food, it’s a fusion of authentic flavors crafted with care, turning every plate into a story worth savoring.

\#\#\# This is now a No-Host Event. People may attend as individuals, but there will be no event host. Aditya will be put of state during this event. \#\#\# Free Tickets are available here: [https://www.washingtonperformingarts.org/event/tregaron-meadow-concert-26/](https://www.washingtonperformingarts.org/event/tregaron-meadow-concert-26/) Below is the official event description You will need to bring chairs or mats to sit on, or comment that you need one since I have plenty of outdoor chairs. You need to get a ticket from this website, the tickets are free, but are not available yet. An afternoon jazz performances by Mars Arts D.C. artists. In the Meadow, the magic of live performances and the tranquility of nature come together for an unforgettable experience of sensory delights. Tregaron performances are free and great for all ages. Artist details to be announced. Registration will be available in spring 2026.

[Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **"Eugenics Then and Now,”** on a dangerous movement in science and its lessons for current research, with Carlo Quintanilla, molecular biologist and health science policy analyst at the Eunice Kennedy Shriver National Institute of Child Health and Human Development. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/nv-eugenics-then-and-now](https://events.ticketleap.com/tickets/profsandpints/nv-eugenics-then-and-now) .] Global concerns about the return of eugenic thinking were reignited by Chinese scientist He Jiankui’s 2018 announcement of the first gene-edited babies, Lulu and Nana. He was quickly condemned by the scientific community and jailed for illegal medical practice, but he and others around the world continue experiments with goals echoing eugenic ambitions. As genetic technologies advance at extraordinary speed, society faces a new set of ethical questions about shaping the traits of future generations. Are we entering a new era of eugenics? If so, how should we respond? Hear such questions tackled by Carlo Quintanilla, who studied rare genetic mutations in human disease as a graduate research scientist and instructor at the University of Texas Southwestern Medical Center and now works at the intersection of genomic medicine, science, and society. Dr. Quintanilla will begin by discussing the origins and history of eugenics, tracing its development in the 19th and 20th centuries as an idea, a scientific movement, and a set of policies. He’ll examine the rise of Social Darwinism in the United Kingdom, forced sterilization programs in the United States, and the atrocities committed by the Third Reich in the name of “racial hygiene.” From there, he’ll explore how our ability to shape human health and heredity have been transformed by modern reproductive and genetic technologies such as in vitro fertilization, prenatal and embryo screening, and genome editing. You’ll learn how these tools hold enormous promise when it comes to the prevention and cure of rare and debilitating genetic conditions, yet also raise profound questions related to their potential enablement of a new, technologically driven form of eugenics. Dr. Quintanilla will then delve into the ongoing debate among scientists, bioethicists, and policymakers over what should be classified as eugenics today. He’ll highlight recent controversial uses of genetic and reproductive technologies that are pushing ethical boundaries faster than society can define them, from embryo selection for traits like IQ and height to speculative military interest in genetically enhanced soldiers. These examples raise urgent questions: Where should society draw ethical boundaries? Who gets to decide? And is the term “eugenics” still useful for guiding policy and public debate? We’ll close by examining the social, political, and regulatory forces that will determine the future, considering whether they will restrain the push toward further genetic control or accelerate it. (Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image: The frontispiece of the 1883 book Inquiries into Human Faculty and Its Development, by pioneering eugenicist Francis Galton (Wikimedia Commons / Metropolitan Museum of Art).

Higher Grounds – Arlington is part of a growing network of gatherings where we create space for thoughtful, authentic dialogue about what matters most. Whether we’re exploring the nature of happiness, the challenges and possibilities of midlife, spirituality, culture, capitalism, parenting, or the role of art and travel in a meaningful life, every conversation is shaped by the people in the room. There’s no set leader or rigid agenda—just a shared commitment to listen as much as we speak. We start with brief introductions focused on what makes you you (not your LinkedIn bio), then dive straight into whatever is on people’s minds. The direction of each meetup emerges organically, making every event unique. MANDATORY: PLEASE REVIEW OUR COMMUNITY GUIDELINES IN THE GROUP DESCRIPTION. Everyone is expected to engage in respectful conversations and listen deeply as well as share. We have a zero tolerance policy of sexual harassment and hate speech. Come ready to share, reflect, and connect with others in Arlington who are also seeking deeper conversations. Suggested Questions: Life Stages & Transitions * What did you think you'd have figured out by now that you're still completely winging? * When did you realize your parents' advice was for a world that no longer exists? * What are you finally old enough to stop pretending to care about? Suggested Questions: Identity After the Roles * Who are you when nobody needs anything from you? * What dream keeps resurfacing even though the "practical" time has passed? * How do you handle having the freedom you always said you wanted? Suggested Questions: AI & Being Human * What human experiences will AI never truly understand? * If machines handled all your have-to's, what would you actually do? * What becomes more precious as everything becomes automated? Suggested Questions: Belief & Meaning * What certainties have you given up, and what rushed in to fill that space? * How has knowing someone who died changed how you live? * What do you believe now that would shock your younger self? Suggested Questions: The Modern Psyche * What anxiety do you carry that previous generations didn't have? * Which of your survival strategies are you ready to retire? * What uncomfortable truth about happiness did it take you years to accept? Suggested Questions: Work & Purpose * When did you stop believing that your job would complete you? * What would you do for work if money and status weren't factors? * How has your definition of "making it" changed over the years? Suggested Questions: Relationships & Connection * What relationship dynamic do you keep recreating, and why? * When did you realize your parents were just people trying their best? * What kind of loneliness doesn't go away even when you're with others? Suggested Questions: Time & Mortality * What are you running out of time to say or do? * How differently do you spend your time knowing it's finite? * What will you regret not trying, even if you fail? Suggested Questions: Society & Culture * What social convention do you follow even though it makes no sense? * Which generation do you understand least, and what might you be missing? * What aspect of how we live now will seem insane in 20 years? Suggested Questions: Personal Philosophy * What rule for life did you create after learning something the hard way? * When did you stop believing that everyone else had it figured out? * What paradox about life have you learned to live with?

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

Open to public: Friday, 5/15/26: 12:00 p.m. - 6:00 p.m. Saturday 5/16/26: 9:00 a.m. - 3:00 p.m. Hosted by OSU The 2026 Chadwick Arboretum Spring Plant Sale and Auction Fundraiser Location: Lawn area south of the Nationwide and Ohio Farm Bureau 4-H Center 2201 Fred Taylor Dr, Columbus, OH 43210 Spring Plant Sale Spring into greenery at Chadwick Arboretum & Learning Gardens! Join us for our annual Spring Plant Sale Fundraiser and dive into a lush world of botanical delights. With over 16,000 fresh, exotic, and time-tested edible and ornamental plants, there's something for every green thumb! Experience the thrill of our tree and shrub auctions, where you can bid on unique specimens to enhance your garden sanctuary. Step into our Learning Lab, where engaging educational demonstrations on various garden topics will unfold throughout the three-day sale, enriching your knowledge and inspiring your green endeavors. Take part in an exciting, live auction offered each day, as well as a silent auction on Thursday and Friday. Explore vendor booths brimming with gardening essentials and delightful treasures. And while you shop 'til you drop, indulge in delectable treats from a delicious, local food truck. Proceeds from this event go directly to The Ohio State Chadwick Arboretum, student organizations, and local businesses alike. Come one, come all! Let's cultivate a brighter, greener future together. Credit/debit cards only.

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.

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