JIRA

**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

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

Please join us every week for power networking! Our Chapter Passed $1,666,736 USD in the past 12 months! BNI members, on average, increase their business 20% the first year. Our chapter is a dynamic, committed group of business people who know how to refer business to each other. Come for our meeting -- stay for the referrals!!! We have open categories for individuals who will bring enthusiasm and integrity to our meeting. Just one person per professional specialty is allowed in each chapter. Visit a meeting to find out more and lock out your competition! Register Here: https://bninovanorth.com/va-nova-north-bni-mclean-business-connection--n136/en-US/visitorregistration?chapterId=16988

Holy Cross-Words Toastmasters Club (http://1341379.toastmastersclubs.org/) open to all. The club meets 2nd and 4th Tuesday of each month at 5:30pm in the Professional and Community Education Center (PCEC). The PCEC is located on the first floor of Holy Cross Hospital, 1500 Forest Glen Rd, Silver Spring, MD 20910

\-\-\-\-\-\- [REGISTER FOR THE EVENT HERE (ON LUMA)!](https://luma.com/be8kjf6n) \-\-\-\-\-\- Join us for an evening of collaborative problem-solving as we work on a variety of civic tech projects together. Project needs vary but often include brainstorming, researching, writing, coding, or analyzing data. Check out [our website](https://www.civictechdc.org/projects) for a list of projects which may make an appearance! Meet other civic tech enthusiasts. Learn new skills. Contribute to a project to improve a local civic issue. **All are welcome and collaboration is encouraged.** Laptops are recommended but not required. **Where do I register?** To better serve our growing community, we’re transitioning our event registrations to [Luma](https://luma.com/civic-tech-dc)! **We still love Meetup** Meetup has been an incredible platform for us to build and connect with our community. We’ll continue sharing upcoming events there so that new people can find us, but [Luma](https://luma.com/civic-tech-dc) will be our primary registration platform moving forward. **Why we're making the switch** Meetup’s registration system has some limitations, and we need more flexibility to manage sign-ups and engagement. \-\-\-\-\-\- [REGISTER FOR THE EVENT HERE (ON LUMA)!](https://luma.com/be8kjf6n) \-\-\-\-\-\-

Capoeira (capo-way-ra) is an Afro-Brazilian martial art that is unlike any other martial art. Capoeira incorporates flowing movements with kicks, dodges, and some acrobatics. It is often mistaken for a dance for those reasons. Since it’s origins in the 17th century, it has evolved from a secret fighting practice into an art emphasizing self-expression and community celebration. It is great for the body and mind! In addition to gaining strength and flexibility in class, students learn about Brazilian culture, history, and language (Portuguese). On November 26, 2014 capoeira was granted a special protected status as "intangible cultural heritage” by UNESCO. No need to have a Capoeira background to join this class, just an open mind to try out a new way to move! Beginners welcome. **Please reserve your spot at www.piesfitnessyoga.com**. The session is offered InStudio only. **Sign up for sessions must be made at least 2 hours prior to class.** The address is 1322 Prince St. Alexandria, VA 22314. Our entrance is located on the side of the building, parallel to West St. **Street parking is available and additional parking is located at Shiloh Baptist church, spaces 3,5,7,9.** The church is located across the street from the studio, on the corner of Duke St. and West St.

In May, we're heading into the most dangerous territory of all, desire, with Haley Piper's A Game in Yellow. From Amazon: "Euphoria meets Things Have Gotten Worse Since We Last Spoke in this latest novel by the Bram Stoker Award–winning author Hailey Piper, following a couple whose search to spice up their sex life leads them down a path of madness. A kink-fixated couple, Carmen and Blanca, have been in a rut. That is until Blanca discovers the enigmatic Smoke in an under-street drug den, who holds pages to a strange play, The King in Yellow. Read too much, and you’ll fall into madness. But read just a little and pull back, and it gives you the adrenaline rush of survivor’s euphoria, leading Carmen to fall into a game of lust at a nightmare’s edge. As the line blurs between the world Carmen knows and the one that she visits after reading from the play, she begins to desire more time in this other world no matter what horrors she brings back with her. Bram Stoker Award–winning author Hailey Piper masterfully blends horror, erotica, and psychological thriller in this captivating and chilling story." Please note: The location is not wheelchair accessible. Please let us know if that's an issue for you. We want everyone to be welcome!

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***

collaborative community for ServiceNow specialists and IT professionals to connect, share knowledge, and grow together. This group focuses on real-world use cases, best practices in ITSM, emerging technologies, and career development. Whether you're a beginner or an experienced professional, join us to exchange ideas, improve communication skills, and build meaningful industry relationships.

**🎹🍸🐺 LAST THURSDAY MARTY — Georgetown Piano Bar 🎶🤝** **What happens when you mix ambitious professionals, entrepreneurs, Main Street businesses, live piano music, meaningful conversations, and a mission bigger than ourselves?** **You get a Team Network MARTY — a “Meeting And a paRTY!” 🇺🇸💪** **Join Team Network for our legendary “Last Thursday MARTY” at the iconic Georgetown Piano Bar — where networking feels less like work and more like the kind of night you don’t want to end.** **This isn’t about awkward handshakes, stale chicken skewers, and people trying to sell you copier toner five seconds after meeting you. 😄** **This is about:** **✅ Building real relationships** **✅ Meeting your future power-play partners** **✅ Sharing opportunities and resources** **✅ Supporting great causes** **✅ Laughing, learning, and growing together** **And this month, we are proud to support Habitat for Humanity — helping hardworking families build strength, stability, and self-reliance through affordable housing. 🏠❤️** **Whether you’re a business owner, entrepreneur, professional, creative, contractor, consultant, attorney, lender, coach, or simply someone who believes relationships still matter in business… this is your room.** **Because at Team Network, we believe:** **🐺 “The strength of the wolf is the pack.”** **🤝 One introduction can change your business.** **🎯 And if you have time to breathe… you have time to network.** **Bring business cards.** **Bring energy.** **Bring a friend.** **Bring your appetite for opportunity.** **Join the Team and Run with a Pack! 🐺🤝🇺🇸💪** **#TeamNetwork #MARTY #BusinessNetworking #Georgetown #WashingtonDC #HabitatForHumanity #Networking #Entrepreneurs #MainStreetBusiness #ProfessionalNetworking #GiveAndGo #RunWithAPa**

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!

**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** TBD

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

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)

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!