Cloud Identity

This CREATIVE HAPPY HOUR is for creative people and folks who appreciate creativity. Whether you attend, produce, appreciate, or promote, you are welcome to join us on Tuesday, May 19, 2026 from 5pm-7pm for CREATIVE HAPPY HOUR at Silver Branch Brewing Co in Silver Spring, MD. Register on Eventbrite at [https://HappyHour5-19-26.eventbrite.com](https://HappyHour5-19-26.eventbrite.com). Come meet, network, and enjoy. Only those ages 21 and up can attend. Happy Hour specials are from 5pm-6pm: $5.95 beer and select drinks. Entrance is free. This is a casual event. Register on Eventbrite at [https://HappyHour5-19-26.eventbrite.com](https://HappyHour5-19-26.eventbrite.com). Enjoy delicious craft beers, tasty snacks, and great company in a relaxed atmosphere. Whether you're a beer enthusiast or just looking to unwind after a long day, this event is perfect for you. Don't miss out on the opportunity to kick back and relax with us at Silver Branch Brewing Co. Use the QR codes at the table to order food and drinks, and be prepared to mingle. Check out the[ Silver Branch Brewing Company's Menu](https://www.silverbranchbrewing.com/lagerhaus-biergarten/). PARKING: Paid parking available one block away at the county's Cameron Street Garage on 8530 Cameron Street (Better pricing than street or private parking.) See you there on 5/19/26! Register on Eventbrite at [https://HappyHour5-19-26.eventbrite.com](https://HappyHour5-19-26.eventbrite.com). This event is produced by in partnership with, [ ](https://reelabilities.org/greaterwash/)[ReelAbilities Film Festival: Greater Washington](https://reelabilities.org/greaterwash), [ TIVA](https://www.tivadc.org/) (Television, Internet, and Video Association of DC),[ WIFV](https://www.wifv.org/) (Women in Film & Video),[ Wheaton Film Festival](https://www.wheatonfilmfestival.com/),[ Docs in Progress](https://www.docsinprogress.org/), DC Media Makers Group, etc. Sponsored by[ Brian Frankel Law Firm PLLC](https://brianfrankel.com/),[ Creative Colony Spaces](https://www.creativecolonyspaces.com/membership/overview), and Adobe Software.

We’re excited to bring the community together for an evening of learning and connection. This time, we'll have a community member from Chainguard sharing a use case and, as usual, an Elastic employee sharing their expertise as well. Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Tuesday, May 19th, from 5:30-7:30 pm EDT **Location:** Elastic Arlington Office - 4100 Fairfax Drive, Ste 500, Arlington, VA 22203 **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: The SBOM Pile in Your S3 Bucket: Turning Bills of Materials Into a Risk Dashboard; and Watching It Shrink with Chainguard, by Mike Barreta, Senior Manager, Engineering at Chainguard * 6:30 pm: Q&A * 6:40 pm: **Agentic Observability: Next-Gen Alerting and Auto-Detected Significant Events**, by Jason Rhodes, Senior Manager, Software Engineering at Elastic * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **"The SBOM Pile in Your S3 Bucket: Turning Bills of Materials Into a Risk Dashboard; and Watching It Shrink with Chainguard**" Most organizations now generate SBOMs because someone — EO 14028, a FedRAMP auditor, an ISSM — told them to. They land in an S3 bucket, get versioned, and are almost universally never queried. This talk is about what happens when you finally do. I'll stand up a self-contained Elastic stack, pour in SBOMs (SPDX), SLSA provenance, Sigstore signatures, Grype vulnerability scans, the CISA KEV catalog, and OpenVEX adjudication for 30 container images, and show the queries that only become possible once SBOMs stop being compliance artifacts and start being telemetry: which packages I actually run right now, which CVEs are real exposures versus VEX-suppressed noise, what swapping a stock image for its Chainguard equivalent would buy me, and how much of my CVE list is just stuff I inherited from the base layer. Then the cleanup. The same dashboards on Chainguard images show what disappears when the SBOM is small, the signatures verify, and the advisory feed is active: \~9,000 fewer CVEs and \~2.5 GB saved across 20 image pairs, KEV exposure dropping from 7 hits to 0, compliance pass rate going from 0% to 76.5% against NIST 800-218 / FedRAMP Moderate / SSDF. **Bio:** Mike Barretta leads Chainguard’s public sector solutions engineering team, focused on helping ensure the federal government receives its fair share of the future. Barretta has worked across civilian, defense and intel programs in a variety of roles—software developer, data scientist, solution architect—for a variety of organizations—system integrators, consulting companies, software vendors—with the common purpose of creating and championing technologies and techniques for simplifying the extraction and utilization of information from lots of data. Having witnessed the ever-increasing threats to those systems, Barretta is now focused on methods and mitigations to secure them **Agentic Observability: Next-Gen Alerting and Auto-Detected Significant Events** We're rebuilding Elastic's alerting engine to make alerts more flexible\, more powerful\, and more valuable as data\. Next\-gen alerting rules will run anything ES\|QL supports and capture whatever fields matter to you\, so alerts carry the context you need for real downstream analysis\. And if you'd rather not manage these rules yourself\, AI agents can help\, drafting them from natural language\, recommending tuning and configuration changes\, and reducing noise through deduplication\. On top of this, we're also building a new Significant Events system which automatically builds a continuously updated knowledge base of your incoming data's own metadata. Using this deep understanding, our agentic tools will detect significant events from log patterns, anomalies, and predicted behavior — without you having to create a single rule. **Bio:** Jason Rhodes is a software engineering lead at Elastic, where he works on alerting and observability features. Based in the DC area, he has over 15 years of experience in software development and has been an active contributor to the local tech community — creating and organizing Baltimore NodeSchool and charmCityJS. When he's not writing and reviewing code, he's probably watching too many movies. **Parking:** * The building’s parking garage is operated by Colonial Parking and is located off N. Randolph Street * Book a spot on[ SpotHero](https://spothero.com/search?kind=address&latitude=38.8818514&longitude=-77.1095268&search_string=4100+Fairfax+Dr+%23500%2C+Arlington%2C+VA+22203%2C+USA) * A Metro Station is located across the street

This popular and accomplished Toastmasters club (#4787) is open to everyone, with an average of 25 people per meeting, mainly business professionals from the Reston/Herndon area. Meetings are held on the 1st, 3rd and 5th Tuesdays of the month from 6pm to 7:15pm at Conference Room #2 of the Reston Community Center: 2310 Colts Neck Rd, Reston, VA 20191. Some of the group's members are accomplished professional speakers, while others are just starting down their path of improved public speaking, including many non-native English speakers. Whether you're just starting out and looking to improve your speaking or overcome some nervousness...or looking to gain connections and sharpen your skills, you'll feel connected with the members of Reston Town Center Toastmasters. Stop by. Check us out! Chances are you'll like us so much that you'll be back! For more information: http://towncentertoastmasters.toastmastersclubs.org/

PLEASE CHECK THE ONLINE MEDITATION CALENDAR FOR DETAILS OF THESE MORE THAN 50 SERVICES A WEEK- https://onlinemeditation.yogananda.org/calendar/

Magenta Marvels Toastmasters Club cordially invites you to attend In-person and Virtual Open House on Tuesday, May 19th from 5 – 6 pm EST. **No pre-req! Everyone is welcome!! FREE Event** Spend this hour to explore why Toastmasters and our club can help you build confidence, improve communication, foster personal growth, practice public speaking, build and hone leadership skills while expanding your network in a supportive, collaborative and welcoming environment! Register for the event below!! **Details:** **What and when?** In-person and Virtual Open House. May 19th 5 - 6 pm EST. Seating starts @ 4:30 pm EST **Registration Link:** [https://us02web.zoom.us/meeting/register/YliEfczATZuoGP5EbS8XcA](https://nam02.safelinks.protection.outlook.com/?url=https%3A%2F%2Fus02web.zoom.us%2Fmeeting%2Fregister%2FYliEfczATZuoGP5EbS8XcA&data=05%7C02%7CCengiz.Oncel%40t-mobile.com%7C04c1d6d04a694393612d08deac33e0bb%7Cbe0f980bdd994b19bd7bbc71a09b026c%7C0%7C0%7C639137536785465120%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C60000%7C%7C%7C&sdata=b%2F04XEUSWFYDuXU4EkbNdX6zmVTqu5UegX9CB6zoE4k%3D&reserved=0 "Original URL: https://us02web.zoom.us/meeting/register/YliEfczATZuoGP5EbS8XcA. Click or tap if you trust this link.") After registering, you will receive a confirmation email containing information about joining the meeting virtually. Snacks and non-alcoholic drinks will be served! **Theme:** Speak. Lead. Grow **Featured Speaker:** **District 29 Director: Sukumar Nayak. Speech title: “Think. Speak. Lead. Succeed.: Why Toastmasters is for Everyone, Everywhere”** **Where?** T-Mobile Corporate Office @ 2340 Dulles Corner Blvd, Herndon, VA 20171 **Parking instructions: Please present your Photo ID at Security Desk during check-in:** **[Click here for T-Mobile Parking and Conference Room instructions](https://nam02.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.google.com%2Furl%3Fq%3Dhttps%3A%2F%2Fdrive.google.com%2Ffile%2Fd%2F1UJBHQZkrLFTtmsRwkkF__6vfucI304rl%2Fview%3Fusp%253Dsharing%26sa%3DD%26source%3Dcalendar%26usd%3D2%26usg%3DAOvVaw1BTtkH6XFuwsefS4y25R8f&data=05%7C02%7CCengiz.Oncel%40t-mobile.com%7C04c1d6d04a694393612d08deac33e0bb%7Cbe0f980bdd994b19bd7bbc71a09b026c%7C0%7C0%7C639137536785487159%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C60000%7C%7C%7C&sdata=DNRdg5ymGkhLUBT4N10Mr1k%2BUXChOtP6Aoxvlc2V8x0%3D&reserved=0 "Original URL: https://www.google.com/url?q=https://drive.google.com/file/d/1UJBHQZkrLFTtmsRwkkF__6vfucI304rl/view?usp%3Dsharing&sa=D&source=calendar&usd=2&usg=AOvVaw1BTtkH6XFuwsefS4y25R8f. Click or tap if you trust this link.")** **Questions?** Call Jose @ 205-601-7617 / email: [divd@tmd29.org](mailto:divd@tmd29.org "mailto:divd@tmd29.org")

If you’re trying to grow in marketing right now, guessing isn’t a great strategy. This event gives you direct access to how marketing leaders actually think. Join DC Marketing Tech Talks on May 19th in Tysons for a live **CMO Ask Me Anything** — a candid, open conversation with experienced marketing leaders who have built teams, driven revenue, and led at the highest levels. This is your chance to ask: * What skills actually matter right now? * What gets someone promoted vs. passed over? * What does it take to become a CMO today? * How are marketing teams and roles changing? * How do you connect brand to real business growth? Just real answers from people who have done the work. Whether you’re looking to move up, switch roles, or sharpen your edge, you’ll leave with a clearer sense of what to focus on next. As always, this event is free and open to the public thanks to our sponsors, SalesIntel. Food, drinks, networking, and a room full of marketers who care about getting better at what they do. Come with questions. Leave with direction.

**This will be a social-pace, no-drop group ride, but don’t get it twisted…** **⚠️ Not for beginners** **Expect ~40+ miles and 1600+ ft of elevation** **We’ll move together, regroup when needed, and represent as one — riding through the city while tracing a symbolic “X” in honor of Malcolm’s legacy.** **💧 Bring your own fuel & hydration** **👊🏾 Come ready to ride, respect the group, and carry the message forward** **Community in Motion.** **Route** **https://ridewithgps.com/routes/46712428** 
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Social Architects will kick off Memorial Day weekend with a rodeo theme party at a rooftop resort in National Harbor on Sun., May 24th at the Gaylord Resorts. This is where the rodeo meets the dress all-white theme! Tickets must be purchased in advance on [Eventbrite](https://www.eventbrite.com/e/rodeo-en-blanc-an-elevated-all-white-western-attire-rooftop-social-tickets-1985836418184). Check the Eventbrite link to see available tickets. More details on the party is below this message! HARBOR AFTER DARK SERIES \- RODEO EN BLANC \- AN ELEVATED ALL WHITE \| WESTERN ATTIRE ROOFTOP SOCIAL SOCIAL ARCHITECTS PRESENT **SUNDAY MAY 24TH** **7:00PM - 1:00AM** HARBOR AFTER DARK SERIES RODEO EN BLANC AN ELEVATED ALL WHITE \| WESTERN ATTIRE ROOFTOP SOCIAL LOOKOUT 18 (FORMERLY POSE ROOFTOP LOUNGE & NIGHTCLUB) GAYLORD NATIONAL RESORT & CONVENTION CENTER 201 WATERFRONT STREET NATIONAL HARBOR, MD 20745 **FEATURING SPECIAL GUEST DJ TBA** **HOSTED BY - TBA** **GENERAL ADMISSION TICKETS** **\- $20\-$40** **VIP TICKETS** - **$100** INCLUDES TWO HOUR PREMIUM OPEN BAR 9:00PM \- 11:00PM \| RESERVED SEATING **TABLE RESERVATIONS** **OPTION 1: $450** Includes Admission for Four Guests Includes Seating/Reserved Table for Four Guests Includes Two Hour Premium Open Bar 9:00pm-11:00pm **OPTION 2: $650** Includes Admission for Six Guests Includes Seating/Reserved Table for Six Guests Includes Two Hour Premium Open Bar 9:00pm-11:00pm **ATTIRE:** ALL WHITE ATTIRE COWBOY BOOTS \| COWBOY HATS REQUESTED NOT MANDATORY PROPER ATTIRE IS AN ABSOLUTE MUST WE RETAIN THE RIGHT REFUSE ADMISSION BASED ON ATTIRE **AMENITIES:** TWO LEVELS OUTDOOR PATIO SPECIAL GUEST DJ TBA SPECIAL GUEST DJ TBA EVENT PARKING $20 **HOTEL RESERVATIONS - TBA:** **[ROOM RESERVATIONS]()** **CLICK ON ABOVE LINK TO BOOK YOU ROOM** ALL SALES ARE FINAL - NO REFUNDS

# 💼 **Build With Me #3: Build Your Idea (Working Session)** 🗓 Wednesday \| 7–9 PM 📍 Venue: AWS HQ2: 1770 Crystal Dr, Arlington, VA 22202 Now it’s your turn. In this session, we take real ideas from the audience and start building them — together. *** ## ⚡ What We’ll Do * Select a few audience ideas * Break them into simple, buildable versions * Start building live (with guidance and feedback) * Share progress and next steps *** ## 🧠 What You’ll Learn * How to evaluate if an idea is worth building * What the *simplest version* should look like * Where AI helps — and where you need to think *** ## 🎯 Who This Is For * Anyone with an idea (big or small) * People who want hands-on experience * Builders ready to take the next step *** You don’t need a perfect plan. You just need to start. *** Bring your ideas. Let’s build.

Penn West has a fast growing startup ecosystem, and entrepreneurs here are lucky to have so many resources available to help them in their journey. At this in-person event, we will gather entrepreneurs and investors to discuss beyond the buzz words and the AI hype - Discover Real AI Business Use Cases!. This event is all about learning what is possible today and available for business use. Real cases, immediate solutions offered. **❯ Guest Speakers include:** * Guc Ozenci (Program Director, FI Washington DC) * Arash Sahebe, PhD (Founder & President Sahebe Alliance Enterprises (SAE)) * Gokhan Erdogdu (CEO, CloudOffix) **❯ What You'll Learn:** * Local Solutions to get use for your business * Organizations to help launch and grow your startup * Little-known resources that benefit your industry * Beyond the Myth and Hype, discuss real cases ### **❯ About the Ecosystem Organizations:** * CloudOffix : www.cloudoffix.com Building a scalable foundation for Business AI by bringing disconnected apps and siloed data into one unified operational core that enables secure, real-time AI execution. * AI Collective : www.aicollective.org Building the human layer for the AI era – uniting people in forums worldwide to navigate the rapid acceleration of technological progress. **❯ HOST of the Event:** Sahebe Financial Sevices: www.sahebe.com Business advisory solutions help reduce costs, business risk and increase overall performance. Financial literacy campaign flagship partner and leader Sahebe is guiding the community to a more productive and less risky business methodology. **❯❯ This is an in-person event, so be sure to RSVP at [https://fi.co/e/392693/meetup](https://fi.co/e/392693/meetup) to secure your spot and receive further details.**

\*\* Please go to [Ticket leap](https://events.ticketleap.com/events/greentara/women) to confirm registration \*\*\* In ancient Indian traditions, Chakras are seven spinning energy centers aligned along the spine that connect your physical body to your emotional and spiritual well-being. Each center represents a specific aspect of the human experience, ranging from physical safety to emotional connection to higher intuition and spiritual consciousness. In this series, we are going to explore the meaning of chakras and how to nurture them in our lives. This event is for women only. **January 4** Root chakra: security and foundation **February 15** Sacral chakra: Body and sexuality **March 15** Solar plexus chakra: Power **April 12** Heart chakra: Love **May 24** Throat chakra: Creativity **June 28** Third eye chakra: Knowledge and wisdom **August 2** Crown chakra: Spirituality Authentic Relating Women's Circle is an opportunity for women to be their authentic selves in a supportive and inclusive environment. In our society, women are often expected to take care of others and ignore our own needs. At Women's Circle, we give each other permission to voice our desires, frustrations, joys, and take up space. How do you REALLY feel? What is it that you want? How can we help you get there? Let us support you in finding out. Clarity, confidence, laughter, and friendship are likely outcomes. **What Is Authentic Relating?** Authentic is being real, honest, revealed, and transparent, allowing others to see, hear, and know our inner world. Relating is welcoming the other person's authentic self and weaving their reality and experience with our own. Authenticity and vulnerability are possible in an environment absent of judgement where we are confident that we will be received with openness, empathy, and compassion. Authentic Relating is about intentionally creating a space of equity, belonging, and inclusion. In a world where we often wear a mask, presenting some aspects of ourselves and hiding others in order to be accepted, Authentic Relating invites us to show up as we are. All parts, dimensions, emotions, and aspects that make us human are welcome in this practice. When we share from our authentic selves, we create the opportunity for genuine connections and self-understanding. The result is often moving and therapeutic. ### **Principles and Practices for Authentic Relating** Mindfulness: Slowing down, being present and aware of our inner state and surroundings. Empathy: Being aware of and releasing judgement, employing empathy, curiosity, openness, and recognition of multiple perspectives. Authenticity: Vulnerability, honesty, voicing our truth, self-awareness. Centering the other: No interrupting, giving advice, fixing, or telling your own story. Ask for permission to share your opinion, advice, your own story, and questions. Validating: acknowledging, appreciating, reflecting, empathizing, and presencing. Structure: Timed interactions where people take turns sharing, listening, and reflecting. Everyone has an equal amount of time to talk, listen, and be heard. Equity: Conversation partners are assigned randomly in order to avoid choosing partners based on personal preference. Group conversations typically involve going in order around a circle rather than popcorn style. Prepared questions: Directs conversation towards meaningful topics and deeper reflection. ### **Additional Information** What is Authentic Relating? [2 minute video ](https://www.youtube.com/watch?v=LJG7R7Da5xA)/ [15 minute video](https://www.youtube.com/watch?v=LJG7R7Da5xA) This event is open to woman identifying individuals. All ages, abilities, and sexual orientations welcome! If you would like to participate, please arrive early so we can start on time. Late arrivals jeopardize the emotional safety and flow of the event. Everyone who attends is invited to join a WhatsApp group to stay in touch and connect with others one-on-one. ### **Testimonials** "WOW OH WOW! It was total magic for me! When I got home last night and looked in the mirror, my face was aglow! At least 20 years were melted away! My face was glowing and beautiful! In the morning, I was happily surprised to see the same glow on my face! Somewhere deep inside of me was touched with healing energy. I had dropped my usual protective guard which I wasn’t even aware was there during the meeting. That you, Clara Fang! See you at the next meeting ☺️" "THANK YOU THANK YOU for hosting this event! It was amazing to connect with brilliant, authentic, and caring women, in person. I could not have asked for a more supportive and healing space. My heart is full. Everyone everywhere needs this, but especially here and now!" "Most social events are like fast food--stimulating but insubstantial. Authentic Relating feels like a carefully crafted and nutritious meal, made with love for you." "Clara is a warm and engaging facilitator who makes everyone feel welcome and comfortable to be their authentic selves." \*\* Please go to [Ticket leap](https://events.ticketleap.com/events/greentara/women) to confirm registration \*\*\*

To secure your spot, purchase your ticket from the Eventbrite link (https://www.eventbrite.com/e/brunch-and-karaoke-all-you-can-eat-bottomless-mimosa-tickets-162982427829). RSVPing only on the Meetup Page doesn't allow you to attend the Event. ADVANCE TICKET PURCHASE IS REQUIRED TO RESERVE YOUR SEAT. DUE TO COVID. ABOUT THE EVENT Join us for a Brunch filled with food and hair of the dog drinks! The Brunch is All-You-Can-Eat Buffet and All-You-Can-Drink Bottomless Mimosa, including tax & gratuity! This is UNBEATABLE! For foodies, this doesn’t get any better as we throw this party! Please be on time for the grand festivities! It is accompanied by Karaoke! Come and have some fun, food, music, and cocktails! Song Book is available online, but we provide tablets as well. Signing up to sing is contactless via internet. It can be done through a person's smart phone or our tablets. We have a 3 step sanitation process which involves disinfecting the mics, giving them an ultraviolet bath, then applying a disposable microphone cover. EAT, DRINK & SING! This is ideal for a birthday celebration. Ticket Price : $ 45 (will increase soon) BRUNCH : Session Two : 2PM - 5PM Brunch Includes: Starter choices : Spring roll, or shrimp summer roll; (Vegan option - Vegetarian Spring roll, or Tofu summer roll) Entree: Steamed Rice with choice of Pork, Chicken, Beef, Shrimp or Vegetarian Fried Rice with choice of Pork, Chicken, Beef, Shrimp or Vegetarian Rice Vermicelli (dry noodle) with choice of Pork, Chicken, Beef, Shrimp or Vegetarian Pho with choice of Chicken, Beef, Seafood or Vegetarian Pad Thai with choice of Pork, Chicken, Beef, Shrimp or Vegetarian Drinks: Soft drinks choice of soda (coke, diet coke, spite, ginger ale) Tea (green, jasmine, black tea) Thai Tea Vietnamese coffee Drink Responsibly - Celebrate your birthdays or your moments in your life with us - For bottle specials and table reservation email (info@merevents.com) OR text 202-368-1878 - Event is 21+ - Come one, come all; this is the most friendliest event you have ever attended! - Feel free to invite your friends. They don't necessarily have to be a member #Epicbrunch presented by #merevents As per VA and local Governments guidelines, this is a sit down dinning event. Maximum of six people will be seated per table. We have super limited spots! Get your tickets soon and in advance. So that we reserve your seat. ADVANCE TICKET PURCHASE REQUIRED. DOUBLE MASK IS THE NEW MASK! THE VIRUS IS STILL AROUND, WITH DIFFERENT VARIANTS AND LET US NOT DROP DOWN OUR GUARD. EVEN THOUGH, WE ARE VACCINATED. - Come one, come all - YOU CAN FLY SOLO TOO; this is the most friendliest event you have ever attended! - Feel free to invite your friends. They don't necessarily have to be a member - Celebrate your birthdays or your moments in life with us - Event is 21+ We are at 50% capacity. So, please drink for two:) - Temperature check for staff and patrons. Refund & Ticket Resell Policy All sales are final. We only refund the full amount, if the event is canceled. If it is rescheduled, we will send an email to ticket holders advising that. A full refund will be given to those that let us know within 2 calendar days of the update email, if you are unable to make it on the new date. No refunds will be given after that time. However, you can sell your ticket to someone else if you are unable to attend. Please, feel free to post in the comment box for the event, that you have a ticket for sale. Work out payment between yourselves, and have the seller only send the organizers a message letting us know the full name of the person taking your spot. You must let us know two hours before the RSVP close time, on the day of the event. **FOR FURTHER INFO, REFER THE EVENTBRITE LINK AND PURCHASE TICKET. IT RULES**

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

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

On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation. The session will also be broadcast at https://twitch.tv/TaleLearnCode. ### **GitOps: Easy Deploy and Even Easier Rollback** GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

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)