Documentation

Flowers are blooming gloriously in the Cleveland Park neighborhood. We will pass plenty of flowers on the way to the National Cathedral. We will spend extra time at the Bishop's Garden at the Cathedral, which should be in superb form. Our hike will combine glorious architecture, one of the most expensive neighborhoods in DC, the least-known best trail in the city, and a shortcut through the woods past the International School to Macomb Street. The featured photo is from a hike last Spring. John kindly updated the map to parallel the route we take. The hike has some uphill stretches going to the Cathedral but tame stuff mostly. Cleveland Park will be having a farmer/catch-all market on Saturday if you want to grab something there before the hike. There is an [old-style Italian deli](https://www.google.com/search?client=firefox-b-1-d&q=vace%27s%20italian%20deli&tbs=lrf:!1m4!1u3!2m2!3m1!1e1!1m4!1u2!2m2!2m1!1e1!1m4!1u1!2m2!1m1!1e1!1m4!1u1!2m2!1m1!1e2!1m4!1u22!2m2!21m1!1e1!2m1!1e2!2m1!1e1!2m1!1e3!3sIAE,lf:1,lf_ui:9&tbm=lcl&rflfq=1&num=10&rldimm=10778690468746188451&lqi=ChN2YWNlJ3MgaXRhbGlhbiBkZWxpSIrbzePngICACFonEAAQARACGAAYARgCIhN2YWNlJ3MgaXRhbGlhbiBkZWxpKgQIAxACkgEEZGVsaZoBJENoZERTVWhOTUc5blMwVkpRMEZuU1VRMk9EVjFNbXBCUlJBQqoBHwoJL20vMDl5MmsyEAEqECIMaXRhbGlhbiBkZWxpKADgAQA&phdesc=clTALiFHOKU&ved=2ahUKEwiK9_Te7bv8AhUoM1kFHZdeCKYQvS56BAgLEAE&sa=X&rlst=f#rlfi=hd:;si:10778690468746188451,l,ChN2YWNlJ3MgaXRhbGlhbiBkZWxpSIrbzePngICACFonEAAQARACGAAYARgCIhN2YWNlJ3MgaXRhbGlhbiBkZWxpKgQIAxACkgEEZGVsaZoBJENoZERTVWhOTUc5blMwVkpRMEZuU1VRMk9EVjFNbXBCUlJBQqoBHwoJL20vMDl5MmsyEAEqECIMaXRhbGlhbiBkZWxpKADgAQA,y,clTALiFHOKU;mv:%5B%5B39.1842519,-77.05127639999999%5D,%5B38.9198496,-77.1609544%5D%5D;tbs:lrf:!1m4!1u3!2m2!3m1!1e1!1m4!1u2!2m2!2m1!1e1!1m4!1u1!2m2!1m1!1e1!1m4!1u1!2m2!1m1!1e2!1m4!1u22!2m2!21m1!1e1!2m1!1e2!2m1!1e1!2m1!1e3!3sIAE,lf:1,lf_ui:9) named Vace's a block from the hike start/finish point that has great pizzas by the slice. ❶ **What we'll do:** * Let's meet at Cleveland Park Metro (on the formerly TARGET side of Connecticut Ave NW) and walk down Connecticut Ave NW, cross at the Kennedy-Warren, follow Devonshire and Courtland Pl NW to 29th St NW, and follow 29th St south to Cleveland Ave SW. We'll turn right onto Cleveland Ave NW and follow in northwest to Garfield Ave NW, turn left, and follow Garfield to the cathedral grounds. * After walking through the cathedral grounds we will exit on the north side, go down Woodley to Klingle, and then head down the Klingle Valley Trail. There is a dirt turnoff that leads via twists and turns up past the Washington International School and over to Macomb St NW, coming out very close to Cleveland Park Library. From there we will follow Connecticut Ave NW back to our startng point. * Total distance is roughly 4 miles and should take slightly over 2 hours. The surface is mostly paved. It's uphill 266 ft to the Cathedral, fairly level in the Cathedral area, and then a downhill jaunt to Rock Creek and uphill 46 feet back to the Metro, for a total of 312 feet elevation gain. * Google map: https://tinyurl.com/3zpy9aeh ❷ **How to get there:** * Metro: Cleveland Park Metro Station is on the Red Line. * Driving: The street address is 3599 Connecticut Ave NW, Washington, DC, and there is parallel parking available on surrounding streets: ○ From the north, along the I-495 Beltway, take the MD-185S / Connecticut Ave exit and drive south 5.1 miles on Connecticut Ave. The meetup location will be on your left. ○ From south of the Potomac, cross Arlington Memorial Bridge, turning right onto the ramp for Rock Creek Parkway/Kennedy Center. Merge onto Ohio St and turn left onto Rock Creek and Potomac Parkway NW, staying to your left onto Rock Creek Parkway/Shoreham Dr and continuing onto 24th St NW. Turn left onto Connecticut St NW and the meetup location at Cleveland Park Metro Station will be on your right, just past the zoo. ❸ **What to bring:** Water, comfy shoes, and your furry friend if desired. Dogs must be leashed at all times. ❹ **Weather:** The forecast is sunny and 82. Updates here: https://tinyurl.com/mrywcdte ❺ **Advisory:** As a reminder, this is an adult group, and you are ultimately responsible for your own safety and well-being during events. No one under 18 years of age is allowed at this event, either as members or as guests, to include babies in carriers and/or strollers. ❻ **Administrative stuff:** There are restrooms near Cleveland Park Metro and the Cleveland Park Public Library. The National Cathedral has accessible bathrooms as well. ❼ **Notes:** * Washington National Cathedral, 3101 Wisconsin Ave NW, Washington, DC 20016 * Vace Italian Delicatessen, 3315 Connecticut Ave NW, Washington, DC 20008, (202) 363-1999, https://vaceitaliandeli.com/

Let's get together to play some fun BB level Quads games at Bluemont. **Format**: Doubles **COST**: FREE **Court Type**: Outdoor grass **Minimum Skill Requirements**: Intermediate-BB (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Smiley Social documents:** 1. [Group Rules ](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Liability Waiver ](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco) 3. [Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/)

Walk about 6+ miles on a variety of trails and some streets in NW DC to discover where SCPRO helped save a park, a trail that may be threatened by construction, the place where the UN was started, a Memorial to a Lebanese poet, and a lively Greek Festival at St. Sophia Cathedral where the hike will officially end – about a mile from the trailhead. There will be some elevation changes and one stream crossing. More information about the Festival here: [https://www.dcgreeks.com/event_display.asp?EventID=2026051502](https://www.dcgreeks.com/event_display.asp?EventID=2026051502). Wear weather appropriate clothing and footwear, bring water, sunscreen and bug repellent and money to purchase some wonderful food at the Festival (and to give a $2 cash voluntary donation to the local Sierra Club). A positive attitude is also recommended!

Join us for Adventuring’s second PRE-Summer Picnic! We've decided it's just too hot in late July for picnics, so we're moving this annual event to May. We’re trying something new this year: Instead of a potluck, we are asking everyone to **bring your own lunch**. There is **no charge** this year for attending. We’ll be providing water, iced tea and desserts. We’ll also have an optional hike or two, plus a few games. It doesn’t matter if you haven’t hiked with us before or have only attended a few events – come get to know us and tell us what you’d like to see with Adventuring! Please **RSVP** via Meetup by 5 pm on Wednesday, May 14, so we can plan for the numbers. **Location:** Rock Creek Park at Picnic Grove #1 Shoemaker St NW, DC (just off of Beach Drive and across the road from Pierce Mill) **Directions**: • Driving/biking: enter ‘Rock Creek Park Picnic Grove #1’ into Google Maps • For those who prefer narrative directions: From Connecticut Ave/Tilden Street: As soon as Tilden changes from a divided to undivided road, take a right into the parking lot From Mt Pleasant/Park Road: After crossing the bridge over Rock Creek, pass Pierce Mill on your right, then turn left into the parking lot Via Red Line: Once at either Van Ness or Cleveland Park station, it’s about a 20-minute hike to the grove using either Tilden Street or the Melvin Hazen Trail.

If you are a music lover, here's a free local event you might want to check out this Saturday night. RSVP REQUIRED: [Classical Open Mic - May 16, 2026 Tickets, Saturday, May 16 • 7:30 PM - 9:30 PM | Eventbrite](https://www.eventbrite.com/e/classical-open-mic-may-16-2026-tickets-1980269122252?aff=oddtdtcreator&keep_tld=true) Overview Classical Open Mic on May 16 at 7:30 P.M. at Walker Chapel UMC on Glebe Rd. Join us for an evening of collaborative and supportive music-making! Our musical gatherings are open to all, fostering a welcoming and supportive environment for playing your favorite songs, exploring new compositions and styles and as an opportunity to connect with the local music community. Whether you’re a seasoned professional, a student, or an enthusiastic amateur, there’s a place for you at our event. Joining us on piano as collaborative accompanist will be Faith Ellen McCandlish. All genres and instruments are welcome! Please plan to come early as sign-up for the event is first-come, first-serve. Following the music, a light reception will be held where you can mingle and connect with fellow musicians and music enthusiasts! ## Good to know Highlights * 2 hours * all ages * In person * Free parking * Doors at 7 PM ### Agenda 07:00 PM - 07:30 PM ### Registration 07:30 PM - 09:00 PM ### Music 09:00 PM - 09:30 PM ### Reception

MoCo Code and Coffee is an inclusive, informal, co-working session. We're community-led and community-run by devs, for devs. People of all skill levels are invited. Especially new devs! Bring a laptop, ideas, and we'll provide the coffee and snacks. **Here's how it works** At 2:30pm, everyone introduces themselves and briefly mention what brought them to Code & Coffee today (project, homework, networking, etc.) Round 1: 1. Your name 2. What you're working on 3. What you can help others with Round 2: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. Round 3: * Community events you wanna plug. If none, that's cool too. **After the introduction circle, everything is self-organized!** 1. For the rest of the day, folks work on their projects, providing one another with help, and/or socialize. It's fully up to you. **Location** We will be at the cafeteria of the County Executive Office Building in Rockville. 101 Monroe Street, Rockville, MD 20850 The event will be held in a spacious cafeteria with plenty of tables and chairs. Light refreshments (coffee and tea) and snacks will be provided. **Parking** * Visitor Parking is available at the First Level of the Council Office Building Parking Garage. Entrance only from East Jefferson and Monroe Street intersection. More information is here: https://www.montgomerycountymd.gov/mcg/direction-to-eob.html * PLEASE NOTE: The garage referenced above is ACROSS THE STREET from the Executive Office Building. This is NOT the garage at the base of the Executive Office Building structure - that one is for employee and permit parking only. * If that garage is not available, there may be street parking available. The Rockville Town Square garages have up to 90 minutes of free parking are not too far away. Parking at the Rockville Metro station would be free on weekends. **Public transit** * Located near near the **Rockville** metro station (Red Line).

Theme: Gentle Flow Yoga & Meditation Level: Beginner to Intermediate Time: Sunday 9:00 – 10:00 AM Location: Bluemont park Cost: Free What to bring: Yoga mat, water, comfortable clothing Location: Basketball court of Bluemont park, google map 38°52'06.2"N 77°07'52.0"W Parking: South Bluemont Parking Area About the session *A gentle flow-based yoga session to move, stretch, and reconnect with your body. We may include simple breathing techniques and a short meditation session. - This is not a high-intensity class. You are welcome to go at your own pace and take breaks anytime. *Suitable for beginners and regular practitioners. Notes - Light food is recommended before practice *Outdoor session: feel free to bring sunscreen, towel, or anything you need - Please be mindful of your own body and practice within your limits By joining, you acknowledge that you are responsible for your own health and well-being during the session. About the host 200h Yoga Teacher Training (2019) Long-term yoga practitioner and part-time teacher 🌿 May you find a moment of ease and connection in your practice. **Smiley Social documents:** 1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco)

**\*TO ATTEND GET TICKET At** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix) (Multiple Meetup groups are co-organizing so the RSVP's shown are just a very small portion attending. We'll have at least 20 registered.) Our last online Bingo Night Party was such a BIG hit, we're doing it again! Do you like to play BINGO or want to just do something different?! Then you will LOVE this event! Here is your opportunity to have some fun playing our Live "Bingo" game. You will also get to socialize and make other friends from the comfort of your home. Prizes included Amazon gift cards, free future events and more! This completely online event will be LIVE and you will be able to see and hear the other participants while playing. You will either need to print or draw out your bingo cards. We will email you with how to get it after registering. You can have more than 1 person on your team as long as they're from your house and use same device. Friends/family around the country can also play. They would just need to also register for a ticket. This event will be held on Zoom which you would access through your computer/webcam, or via your phone/tablet. On day of the event, you will get a secured Zoom link and link to print out Bingo cards. \*RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event. Cost: $15-$20 depending on how early you register. **\*TO ATTEND GET TICKET AT -** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix)

**Join us in Falls Church for conversations that go beyond small talk.** Higher Grounds – Falls Church is where this growing network of gatherings began: a 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 Falls Church who are also seeking deeper conversations. **Suggested Questions: Life Stages & Transitions** 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? **Suggested Questions: Identity After the Roles** 1. Who are you when nobody needs anything from you? 2. What dream keeps resurfacing even though the "practical" time has passed? 3. How do you handle having the freedom you always said you wanted? **Suggested Questions: AI & Being Human** 1. What human experiences will AI never truly understand? 2. If machines handled all your have-to's, what would you actually do? 3. What becomes more precious as everything becomes automated? **Suggested Questions: Belief & Meaning** 1. What certainties have you given up, and what rushed in to fill that space? 2. How has knowing someone who died changed how you live? 3. What do you believe now that would shock your younger self? **Suggested Questions: The Modern Psyche** 1. What anxiety do you carry that previous generations didn't have? 2. Which of your survival strategies are you ready to retire? 3. What uncomfortable truth about happiness did it take you years to accept? **Suggested Questions: Work & Purpose** 1. When did you stop believing that your job would complete you? 2. What would you do for work if money and status weren't factors? 3. How has your definition of "making it" changed over the years? **Suggested Questions: Relationships & Connection** 1. What relationship dynamic do you keep recreating, and why? 2. When did you realize your parents were just people trying their best? 3. What kind of loneliness doesn't go away even when you're with others? **Suggested Questions: Time & Mortality** 1. What are you running out of time to say or do? 2. How differently do you spend your time knowing it's finite? 3. What will you regret not trying, even if you fail? **Suggested Questions: Society & Culture** 1. What social convention do you follow even though it makes no sense? 2. Which generation do you understand least, and what might you be missing? 3. What aspect of how we live now will seem insane in 20 years? **Suggested Questions: Personal Philosophy** 1. What rule for life did you create after learning something the hard way? 2. When did you stop believing that everyone else had it figured out 3. What paradox about life have you learned to live with?

Join our ASL Brunch on Sundays in Greenbelt! All ASL users and learners are welcome. Brunches are alternately held at two restaurants in Greenbelt, both in the same town plaza. ODD WEEKS: 1st, 3rd, and 5th Sundays, we meet at Cedars of Lebanon, 103 Centerway. EVEN WEEKS: 2nd and 4th Sundays, we meet at New Deal Café,113 Centerway. We are the Greenbelt ASL Community, a group of both Deaf and hearing people who hang out, chat about everyday goings on, trade stories, get to know each other better, and of course, enjoy food together. Many members use ASL as their primary language, several are interpreters or other fluent ASL users, while others are ASL learners who wish to improve their skills while making new friends. Before or after brunch, you can visit the farmer's market and small coop grocery store in the plaza. Please RSVP so we can contact you via email if needed. Our group is on Facebook as Greenbelt ASL Community. Some longtime Brunch attendees don't mark their attendance here, so feel free to stop by even if you don't see others who have RSVP'd on Meet-up.

**Lake Artemesia Walk – College Park** Join us for a relaxed, easy-paced walk around beautiful Lake Artemesia. A chance to unwind, enjoy nature, and connect with others in a calm, welcoming setting. We’ll walk the scenic loop, take in the lake views, and enjoy light conversation along the way. All fitness levels are welcome. **Main parking lot:** **55th Ave & Berwyn Rd** College Park, MD 20740 Bring plenty of water, whatever you need for your hike, and your awesome authentic self. Keep it easygoing. RELEASE OF LIABILITY & ASSUMPTION OF RISK AGREEMENT: By being a member of this Group, RSVPing to any Activity, or participating in any Activity, You accept and agree to the terms and conditions described below: 1. You acknowledge that hiking in nature carries the risk of potential harm to yourself, including the risk of injuries such as broken bones or muscle/tendon injuries, illness, disability, or death. 2. You agree that You will at all times be responsible for Yourself and Your own safety. 3. You release and hold harmless with respect to all injury, disability, death, or loss of property, whether caused by negligence or otherwise, this group's leadership and members for the hikes that you participate in. 4. You acknowledge and agree that this Group is merely a collection of friends or potential friends who enjoy doing activities, and that in no event does any Organizer or Other Member assume any responsibility or liability for You. 5\. You agree not to sue and to release\, discharge\, waive and hold harmless all organizers and other members from and against all liabilities\, claims\, demands\, losses\, damages\, suits and proceedings\, for negligence\, carelessness or any other cause which you may have or that hereafter may accrue arising\, resulting from or related to your membership in this group or participation in any activity\.

**This talk has completely sold out in advance and no additional tickets will be sold at the door. A repeat of the talk at Penn Social in DC on Monday, May 18 still has tickets available.** [Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **“How AI Alters Thinking,”** on dealing with artificial intelligence’s capacity to change and undermine our thought processes, with Eli Alshanetsky, assistant professor of philosophy at Temple University, principal investigator at its Cognitive Integrity Lab, and author of an upcoming book on AI and freedom of thought. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/nv-how-ai-alters](https://events.ticketleap.com/tickets/profsandpints/nv-how-ai-alters) .] Doctors who give bad advice can be sued for malpractice. Teachers belong to a profession with set standards. When artificial intelligence guides you, however, that guidance comes with a disclaimer: Use at your own risk. Every day millions of people take that risk, and usually AI seems genuinely helpful. But even if AI gives us good answers, might its use over time do bad things to how we think? Explore the relationship between AI and our own minds with Eli Alshanetsky, whose Cognitive Integrity Lab studies how artificial intelligence changes how we think, learn, and build trust. Author of *Articulating a Thought* and the upcoming book F*reedom of Thought in the Age of AI*, he’s on the cutting edge of efforts to answer AI-related questions such as: How can we tell when work is truly our own? How can technology support rather than replace authorship and reflection? What does trust mean when AI mediates our relationships with others and with our own thoughts? To set up his discussion of potential consequences of AI, he’ll describe how social media’s impact on society serves as a preview. Social media didn’t just give people what they wanted to click on, it actually changed what they regarded as click-worthy. It broke attention spans and fueled radicalization across millions of very different people. It left us with people who doom-scroll for hours, who can’t focus, who don’t know what to trust anymore. If you’d shown people this version of themselves ten years ago, would they have chosen it? Artificial intelligence is making a similar deal with us, but the stakes are higher. It isn’t chasing clicks. It’s optimized for giving you the most satisfying response to whatever is on your mind right now. The risk over time isn’t just that you’ll get lazy. More profoundly, even when you think hard, your sense of what counts as good thinking—as well as what sounds like you—will shift to match what AI has been feeding you. We’ll consider what kind of person this produces and whether this is someone we want to be or want children to become. Professor Alshanetsky will lay out a practical framework, which he calls “the interaction layer,” for using AI without letting it replace the thinking it’s supposed to support. He’ll also talk about what AI-related concerns should be the focus of parents and educators. (Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image: Illustration by David S. Soriano / Creative Commons.

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.

**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

Mental Health, how do you understand it? How can you improve it? How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp. This group is hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

**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

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

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

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