Cloud Identity

**REGISTER AT THE LUMA EVENT PAGE!!!** https://luma.com/27ja5gwl Join us for an exciting talk by Mary Gibbs, Senior Applied Scientist at Relativity. ​ ​**​Agenda:** ​​6:00 - 6:30 PM - Welcome and mingle 6:30- 6:45 PM - Introductions 6:45 - 7:30 PM - Talk 7:30 - 8:00 PM - Wrap up **​​Description:** ​If you have ever shipped a model, watched your metrics improve, and later learned from your users that something was wrong, the metrics were always wrong. You just didn’t know it yet. An evaluation consists of three components, a benchmark, a scorer, and a claim about what a score represents. Each component has its own weaknesses. Benchmarks can suffer from narrow coverage, contamination, or saturation. Scorers are often chosen for ease of automation or computation rather than for their alignment with user outcomes. And the claim connecting a score to reality is rarely made explicit. These gaps compound across the model development lifecycle. When metrics improve, teams treat that as a signal and optimize directly against it, which is how a measurement problem becomes a model problem. This talk maps where evaluations can go wrong, considers counterarguments, and ends with practical advice for building better ones. **​Speaker Bio:** ​Mary is a Senior Applied Scientist at Relativity, tackling data science challenges in the e-discovery and legal tech space. She is also an organizer for Women and Gender eXpansive Coders DC (formerly Women Who Code DC), fostering a community dedicated to empowering women and nonbinary individuals to excel in their careers. Mary's experience spans various domains. She has developed data science solutions related to job search and career progression at Teal, cybersecurity challenges at LiveAction Software, and commercial and government consulting at Mosaic Data Science. Before venturing into the field of data science, Mary conducted and published research pertaining to the cellular and molecular mechanisms underlying neurodevelopment at the National Institutes of Health. In other words, she has dissected and imaged a lot of fruit fly brains. She holds a M.S. in Data Science from The George Washington University and a B.A. in Biological Sciences from Cornell University

\*This in-person program isn't affiliated nor related to World Language Cafe. Lingua Lounge is a place to speak a language you know or one you are learning, converse in a friendly atmosphere, meet new people who enjoy learning about other cultures, increase your fluency by speaking and listening, pick up useful phrases to use when traveling and recall your childhood language. Lingua Lounge are held once a month year-round. The Lingua Lounge meets on the fourth Tuesday of the month from 7-9pm at the 50+ Center of the East Columbia Library (6600 Cradlerock Way, Columbia). Come in and join the language table of your choice. Language tables are hosted by a native speaker who will facilitate conversation. Languages include American Sign Language, Arabic, Chinese - Mandarin, Chinese - Cantonese, Dutch, English, Esperanto, Farsi, French, German, Haitian Creole, Hebrew, Hindi, Irish Gaelic, Italian, Japanese, Korean, Portuguese, Russian, Spanish and Turkish. Children under the age of 13 should be accompanied by an adult. People are welcome to bring food and beverages and may bring treats from their culture to share with their table. For more information, to find out if there will be a native speaker of the language you are interested in practicing, to become a native speaker table host, or request that your email be added to the Lingua Language email group, please contact nagahana@gmail.com. If you are a Language Table Host (native or fluent speaker of a particular language), please let us know if you will be able to host by sending an email to nagahana@gmail.com. If you are new and would like to host a table, please specify which language you speak fluently.

Brisk 3- to 4- mile urban hike starting outside Hotel Hive and finishing at their rooftop Hive Bar. We will hike to Theodore Roosevelt Island, across the Key Bridge, and back through Georgetown to Hive Bar for drinks and food. Closest metro GWU.

The group demanded weird, random, culty, funny documentaries for May and I, but a humble servant, am here to deliver. The votes are in! We're watching: * Pez Outlaw (2022) https://www.youtube.com/watch?v=ZInOvqvygrk Available for free on Kanopy, YouTube, Tubi, PlutoTV, Plez, Fandango, and Sling or on Netflix, Prime and YouTube TV. For rent at Apple TV and Google Play. ***Make sure to watch the film ahead of time*** and come prepared to discuss. All films are available for free on Kanopy & YouTube. We will not be screening the film at the meeting! FYI - the free version of MeetUp limits me to 10 RSVPS, but if you're #1-5 on the waitlist please feel free to join us anyway. What to expect the day of: * Please try to arrive on time * Meet new friends over some drinks & snacks (feel free to bring something to share!) * The host will lay some group rules and facilitate our discussion * Leave with some new insights and new friends!

If you run an AI startup or you have a project or business idea, join us for first AI entrepreneur gathering of this group. Here is my Steve Kantor LinkedIn: https://www.linkedin.com/in/steve-kantor-594784. You? Feel free to connect. I was in original group started by Marc Pickett a decade ago and I am now a co-organizer. Text me 202-297-2393 if you register or cannot come to this event but want to connect with other startup founders. Help Each Other Anything is Possible

Calling all Crew Members! 🚢 BBaddies On A Track! We will be meeting at 6am to hit the track. We will do a warm up and then a few drills and sprints on the track! We will also have fun and be in community!

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

Greetings, Let's meet again (not exclusive to introverts, advocates, creatives, entrepreneurs, and/or empaths) for another Last Saturday of the Month **Advocate's PreGame Dinner** at the Wharf DC SW Waterfront. **There is no obligation to dine or spend money if you RSVP as this is a free meet up event centered on building community, project development, purpose, partnerships, promoting advocacy, supporting others in various life goals, and conversing with those who share similar values and vision.** Topics include but are not limited to currently reading books, business partnerships, entrepreneurship, finances, relationships, conflict resolution, community service, health (e.g., habits, routines, self-defeating behavior, accountability), philosophy, metaphysics, and spirituality. **Restaurants and entertainment venues at the Wharf include but are not limited:** * ***12 Stories Rooftop Lounge***\*--Hip Hop & R & B (usually opens at\*\* 6:00pm to 2:00am *for drinks, music, & food)* * ***Officina Italian Cuisine & Lounge*** **(Great Energy Group hosts Saturday Night Hip Hop & R & B weekly from** 10:00pm to 3:00am; see link below) * ***Live-K Karaoke*** *(open until 3:00am)'* * **Restaurants/Entertainment Venues:** Milk & Honey Southern Inspired Kitchen (black/minority owned establishment), Fogo de Chao Brazillian Steak House **(location of Dec 2024 dinner; vegan and plant based options available)**, Pappanonnock Oyster Bar, KinFolk Southern Kitchen, Bistro du Jour French Cuisine, Mi Vida Mexican Restaurant; Zooz Cocktail Garden (Lounge & Bar), Charlie Whiskey's Lounge & Bar, La Vie Lounge and Restaurant; Politics & Prose Bookstore. **Additional Hip Hop and R & B Restaurants & Lounges across the DMV:** * The Gathering Spot NW DC (TGS; black owned co-working/networking space) * Eaton NW DC (Eaton Hotel/Wild Days Rooftop Lounge; vintage creatives space) * Gaia Supper Club NW DC * Realm NW DC * AI Warehouse NE DC (MVEMNT DC's 90's/2000's Hip Hop & R&B Venue) * The Park 14th NW DC * Sost Lounge NW DC (Shaw/Howard/U Street Corridor) * Shanklin Hall Lounge NW DC (Adams Morgan) * The Continent NW DC * Kitchen & Kocktails NW DC * JoJo's Jazz Cafe (15th & U Street NW DC) **All are welcome to attend to include those of various backgrounds and ethnicities.** There is no set time to arrive so feel free to come as you please/arrange with others any specific plans. Parking Garages available, Waterfront Metro within 2 blocks of the Wharf, **ride share encouraged. If there are any questions or comments regarding this meeting, or if you would like to facilitate/co-facilitate (optional),** please do not hesitate to message via meet-up messages or phone at anytime, thank you. Note: Feel free to post/suggest, in the event chat/comment section, any **alternative Last Saturday of the Month evening/near future (e.g., May, June) events** (e.g., different dining locations, prescheduled events) if you would like to connect/PreGame with others regarding various activities in the DMV, thank you. **Great Energy Group Saturday Nights at the Wharf DC (25+):** [https://www.greatenergygroup.com/](https://www.greatenergygroup.com/) \-\-\-\-\-\-\-\-\-\-\-\-\- Alicia (202) 627-0361 Sunday May 3rd, 2026 3:00pm (update)

Greetings, Let's meet again for another end of the month Melanated Investors Book Club meeting. Last year, several individuals participated in the virtual 12 month review of **Rashad Bilal and Troy Millings'**--financial literacy experts, master investors, and founders of the Earn Your Leisure PodCast debut book **'You Deserve to Be Rich'** (released January 14th, 2025; see link below). Prior to that, Jason and Cassandra Lockhart facilitated monthly virtual discussions pre and post pandemic (2021/2022 to 2024) before planning their wedding in 2025. For those interested in **in-person book discussions** **(informal)** to include various topics related to leadership, advocacy, entrepreneurship, economic empowerment, financial literacy, and community service--**feel free to RSVP.** All are welcome to attend (no need bring a book or have read any featured text). As usual, feel free to discuss other topics to include books/content you are currently reading that extend beyond entrepreneurship. If you, or anyone you know, would like to partner, collaborate, or lead a discussion feel free to reach out via meet-up message or phone at anytime. Also, if there are any questions regarding this meet-up do not hesitate to reach out at any time. Updates may also be added to the event chat/comment section at anytime, thank you. **Book Link:** [https://www.amazon.com/s?k=you+deserve+to+be+rich&ref=nav_bb_sb](https://www.amazon.com/s?k=you+deserve+to+be+rich&ref=nav_bb_sb) \-\-\-\-\-\-\-\-\-\-\-\- Alicia (202) 627-0361 Sunday May 17th, 2026 7:00pm (update)

Join us for a [free outdoor screening](https://www.eventbrite.com/e/cinomatic-2026-adventure-awaits-tickets-1986442144929?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) of National Treasure at Alethia Tanner Park, hosted by the NoMA BID. The movie starts at sunset (probably around 8pm). Bring a chair or blanket and some snacks, or grab a bite from one of the food trucks or many nearby restaurants. The closest Metro stop is NoMA. I'll post how to find us on the day of the event. INHERENT RISK AND LIABILITY: Organizers carefully plan events and check public sources for weather and safety. Common sense dictates that conditions may change and there is inherent risk associated with attendance. Organizers do not accept any liability for accidents/injuries or any other incidences that may occur in connection with the activities published herein or on linked sites.

**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?

Greetings, The Black Wealth Summit returned to DC for the fifth year from Friday May 1st 2026 to Saturday May 2nd, 2026 8:00pm to join community leaders, entrepreneurs, investors, creators, and advocates for an experience designed to redefine economic empowerment, ownership, and legacy within the Black community. What the Summit Included: • High-level conversations on investing, entrepreneurship, and advocacy • Real strategies for building scalable income + ownership • Curated networking with high-value action-oriented individuals • Discussions on community economics, partnerships, collaboration, and collective expansion • A space focused on execution and inspiration Feel free to RSVP if you were either a ticket holder (VIP mixer held Friday May 1, 2026 from 6:00pm to 9:00pm; Saturday May 2, 2026 programming from 8:00am to 7:00pm-- closing reception at 5:30pm) would like information on post Black Wealth Summit debriefing at next last Saturday of the month Melanated Investors Book Club Dinner/Advocacy Dinner Saturday May 30th, 2026 at 6:00pm to 10:00pm, thank you. BWS Link: [https://blackwealthsummit.com](https://blackwealthsummit.com) Alicia (202) 627-0361 Saturday May 2nd, 2026 2:00pm.

The Cover6 Community's in-person meetup is back — round three, and we're keeping it exactly where it should be. We're downstairs this time — right by the bar. No conference room, no roped-off section upstairs. Just the right amount of space for real conversation, and drinks already there if you want one. What to expect: • Pure open networking — no agenda, no presentations, no slides • Three hours to connect, catch up, and build real relationships • Genuine conversations with practitioners, newcomers, students, and professionals from across the industry • Good energy, familiar faces — and plenty of new ones When you walk in, skip the elevator. Head straight to the bar and you'll see me close by. Who should come: Anyone in or entering the cybersecurity space in the DMV. It doesn't matter if you've been in the industry for 20 years or you're still studying for your first cert. You belong here. Bring a friend — the more the merrier. Tag someone who needs to be in this room. 📍 AC Hotel by Marriott Arlington National Landing 1999 Richmond Highway, Arlington, VA 22202 (Metro accessible — Blue/Yellow Line, Crystal City Station) We're downstairs — look for us by the bar. 📅 Thursday, May 28, 2026 🕕 6:00 PM – 9:00 PM RSVP so we know how many people to expect. See you Thursday. — Tyrone & the Cover6 Community team

JOIN US FOR THE BEST NETWORKING EVENT IN DC! As seen in Entrepreneur Magazine THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= weconnect® is the fastest growing startup, digital & tech networking organization in the country. Our events are comprised of the most influential professionals in the area. THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= Our purpose is to help our members forge strong, lasting relationships within the community – combining Fortune 500/1000s with Entrepreneurs and Startups. We’re creating unique opportunities & connections to help you grow your business and network both offline and online through our proprietary platform (coming soon). Enjoy The Most Successful Startup & Tech Mixer In A Fun, Relaxed Atmosphere Mingle With Highly Successful Men & Women In The Entrepreneur, Startup, TECH Space Find Your Next Client, Employee, Business Partner or Co-founder “Your Network Is Your Net Worth.” Come Build Your Network With Us! THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= COMPANIES OFTEN IN ATTENDANCE\* (... just to name a few) Google • Sony • Electronic Arts • Hulu • Hautelook • The Honest Company • Disney • Apple • Activision • Live Nation • Dollar Shave Club • Facebook • Snapchat • Trunk Club • ZipRecruiter • Experian • DreamWorks Amplify • HBO • Edmonds.com • DogVacay • NBC Universal • YouTube • BeachBody • Playstation • Amazon...and so many more. \*This does not Guarantee that these companies will be in attendance at this event. JOIN US FROM 6:00 - 9:00PM • DRINKS\* • AMAZING COMPANY • NETWORKING \*Cash Bar PROUDLY SPONSORED BY: Connect in Tech We're Hiring THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= THIS IS A PAID EVENT RSVP HERE => https://tinyurl.com/ym5rbj48 <= ***Event Date & location subject to change as per the organizers discretion.If event changes date your ticket will still be valid for the rescheduled event date.No Refunds, Exchanges or Substitutions***

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

* Who Can Attend \* The Central Ohio .Net Developers Group meetings are free and open to the public! All developers; professional, student, and hobbyist are welcome and encouraged to attend. * When we meet \* The Central Ohio .Net Developers Group meets on the 4th Thursday of every month. * Where we meet \* Please check our Meetup group link below for the latest location details! * Join our Meetup Group \* https://www.meetup.com/Central-Ohio-NET-Developers-Group-CONDG/

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.