Digital Forensics

**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

Have you been thinking about trying self-defense training, but do not want a loud, aggressive, or overly competitive environment? This free intro class is a simple way to get started. Maryland Systema offers practical self-defense training for adults in Rockville with a focus on movement, awareness, breathing, posture, and calm under pressure. This class is designed for beginners and first-timers who want real-world self-defense training in a welcoming setting. You do not need experience. You do not need to be in top shape. You do not need a martial arts background. You just need to show up ready to learn. This is not a sport-based class built around winning points, memorizing routines, or trying to look impressive. It is a more practical approach to adult self-defense training that helps you stay balanced, aware, and functional when things feel uncertain. If you have been searching for self-defense classes in Rockville, beginner self-defense near you, or practical self-defense training for adults, this class is a good place to start. **What you will work on** * Breathing and staying calm under pressure * Movement that improves balance and mobility * Awareness and posture * Simple partner drills * Practical self-defense training for beginners **Who this class is for** * Adults new to self-defense training * Beginners looking for a low-pressure class * People who want practical self-defense instead of sport martial arts * Adults in Takoma Park, Silver Spring, Rockville, and nearby areas looking for realistic self-defense classes **What to wear** Please wear comfortable workout clothes. No uniform is required. **Why start with this class** This free intro class gives you a chance to experience the training, meet the group, and see whether Maryland Systema is the right fit for you before joining regular weekly classes. **RSVP** Reserve your spot and come try a beginner-friendly self-defense class in Rockville.

Reboot Hour is a feel-good, drop-in happy hour for meeting great people, playing a few games, and resetting your week. **Come stressed, leave refreshed. Donate old tech too!** This is the **anti-event**: no agenda, no speakers, no pressure. Just good people + games + conversation. Quick community note: eWaste Warriors has been getting noticed — **Rob Link was named a RealLIST Connectors DC 2026 Top 20 Connector**. You’ll feel that energy in the room: a lot of those “connector” folks show up here to meet people and pull others in. **Optional bonus (1 minute): bring 1 working device** (phone/tablet/laptop/etc.). Donating feels good because it helps real people and keeps good tech in circulation. Accepted: phones, tablets, laptops, smartwatches, AR/VR headsets, game consoles, headphones. Not accepted: screens, CRTs, appliances, loose batteries. **When/Where:** Tue, May 26 • **5:00–7:30 PM** (drop in anytime) Carpool Ballston — 900 N Glebe Rd, Arlington, VA (Ballston Metro)

Everyone is welcome to attend our weekly happy hour, at Tony & Joe's Waterfront Bar in Georgetown (3000 K. St, NW). The event goes from 7:15 to around 10:00 PM. Feel free to show up at any time. French speakers of all levels- from beginners to expats- are invited. We hope to see you there!

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

This Tuesday we welcome Ann of ALL 2 Dance. com as guest instructor, teaching an intermediate Cha Cha lesson. A self described "dance addict," Ann began her social dance journey with the ballroom competition circuit, and honed her technique with private instruction from teachers in New York, Chicago, and Philadelphia. She teaches Ballroom, Latin, and Swing, and thoroughly enjoys helping students enrich their lives through dancing. ED AND GAIL'S TUESDAY NIGHT DANCE FOR EVERYONE Tuesday, May 26 7:00-8:00 Intermediate Cha Cha Lesson with Ann (NOTE: START TIME IS 7:00.) 8:00-10:00 Dance (Variety: Waltz, Foxtrot, Cha Cha, Rumba, Tango, East and West Coast Swing, Two-Step, Hustle, and more!) $15 cash, check, Venmo, or Zelle See you Tuesday night at Colvin Run Dance Hall, 10201 Colvin Run Rd, Great Falls, VA 22066!

**RSVP DOES NOT GUARANTEE YOUR SPOT. You must register via our website:** [https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm](https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm) **Defensive Skills & Setting Camp** This camp is designed for **adult volleyball players (ages 20 & above)** looking to improve their defensive & setting skills. Ideal for **all skill levels**, this camp offers an opportunity to receive skill instruction from George Washington's coaching staff. Defense & Setting Skills Camp is designed to develop well-rounded back-row defenders and setters by blending high-level defensive training with position-specific setting work. This session allows defenders to sharpen their floor skills while providing setters with focused, individualized technical training. **What to Expect:** Players will work on defensive techniques including platform control, reading hitters, movement patterns, & ball tracking in fast-paced, game-like drills. Back-row defenders will also learn how to set out-of-system to expand their skill set & decision-making. Setters will receive high-level 1v1 technical training while also spending time working on their own defense & blocking, helping them become more complete, well-rounded players on the court. We will spend the first hour & a half on skill instruction & the last 30 minutes playing competitive 6v6. 6v6 play will be recorded & distributed to participants so you can track your progress! **Camp Schedule:** 🗓️ *Tuesday, May 26th* * 6:45 PM – Doors Open, Check-in begins at the Charles E. Smith Center * 7:00 PM – Camp Begins * 9:00 PM – Camp Ends **Important Info:** * **You must register via our website:** [https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm](https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm) * This camp is for **adults only** – you must be **above the age of 20 or have exhausted your NCAA eligibility.** * You will enter the Charles E. Smith Center at the **Ticket Office Entrance**, located on 22nd St. * **Please do not arrive early; basketball will be finishing up their practice at this time & we cannot accommodate your arrival earlier.** * Payment is due at the time of signup. * If you have questions, please contact us at katiereifertvolleyballcamps@gmail.com * *By registering, you agree that we may use your photo for marketing.* We can’t wait to see you there!

This is a MUST for true crime lovers. This will be my fifth year going and I love every second of it. Crime Con is a three-day true crime festival with podcasters, speakers, celebrities, and advocates from all over the world. Each day is full of speakers, demos, live panels, and much more. [CRIMECON 2026](https://www.crimecon.com/CC26)

**Alert! New Location!** This week, we will be at the Ballston Quarter Food Court (https://www.ballstonquarter.com). We will post our exact location here in the comments once we get settled. We will be playing ***Il Vecchio*** and other games designed by Rüdiger Dorn, such as ***Istanbul, Genoa, Louis XIV***, or ***My Farm Shop***. In ***Il Vecchio***, players compete as influential Florentine families trying to gain prestige and power across Renaissance Italy. Each turn, you place family members on the map to travel, study, and influence cities, while carefully managing resources and timing. The game blends route-building, area influence, and action selection, with players earning points through strategic positioning and long-term planning. It’s thoughtful and competitive, rewarding both tactical decisions and clever efficiency. We only have one copy of ***Il Vecchio***, which plays 4 players. If you have a copy, let us know. Otherwise, depending on the number of people that sign up, we will play one or more other Rüdiger Dorn games.

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 PSW Science® on May 29 at 8 PM as we welcome Michael Garrett (U. of Manchester) & Adam Thompson (NVIDIA). During the question and answer period, in-person attendees and live stream viewers may ask the speaker questions, and in-person attendees may also engage with the speaker during the post-lecture reception. Refreshments are served. For more information on this meeting, please visit: https://pswscience.org/meeting/2536 The meeting will be held in the John Wesley Powell Auditorium, adjacent to the Cosmos Club. The Powell Auditorium is located at 2170 Florida Avenue, NW Washington, DC 20008. Use of the Cosmos Club is restricted to the Powell Auditorium, the entryway to the auditorium, and the restrooms immediately outside the auditorium. Please note there is no onsite parking available. PSW Science, founded in 1871, is one of the oldest scientific societies in Washington D.C. Now, over 150 years later, we celebrate the Society's rich history and contributions to scientific discovery and cross-disciplinary collaboration. For information on how to become a member of PSW Science and membership benefits, please visit https://pswscience.org/join/

NOTE: This working session is at Lamond-Riggs Library not MLK. It is near the Fort Totten Metro Station. A game development **Working Session** involves 3 key parts: 1. Tell people what you're going to do 2. Actually do stuff 3. Show people what you did **What to bring**: Laptop, Charger, maybe a power strip if you have one handy, any other game development tools you need. Try to download any software you need before the working session. There is Wifi at this location, but it may be slow if you have to download any large files.

**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

Bienvenue! We host a twice-a-month French conversation club at La Chatelaine on Lane. All levels welcome! Whether you're new to French or running for Président de la République you are welcome here! We often read plays together, play vocabulary games, and generally enjoy the delicious food available at La Chatelaine! We will be at the long table in the back of the restaurant. A bientôt!

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\.

[https://www.originsgamefair.com/](https://www.originsgamefair.com/) [https://tabletop.events/conventions/origins-game-fair-2026](https://tabletop.events/conventions/origins-game-fair-2026) ### **Discover the Heart of Tabletop Gaming at Origins Game Fair** Celebrate over 50 years of gaming, community, and connection at Origins Game Fair 2026, June 17 to 21 in Columbus, Ohio! Since its inception in 1975, Origins has been the premier gathering for gamers, creators, and fans, offering something for everyone - from seasoned veterans to first-time attendees. Explore exciting events like board and card games, miniatures, roleplaying adventures, LARPs, collectible card games, cosplays, and more. Compete in game tournaments, test your skills in our puzzle competition, and immerse yourself in the Origins Film Festival. Plus, don't miss the massive exhibit hall, filled with the latest games, accessories, and collectibles from top publishers and indie creators alike. Whether you're here to play, learn, shop, or connect, Origins Game Fair offers a welcoming and inclusive atmosphere for all. Be a part of a community that has fostered friendships, sparked creativity, and built memories for five decades. Get your tickets today and experience the ultimate tabletop gaming event! ### **Important Dates** **Volunteer Applications Open:** November 28, 2025 - May 15, 2026 **Event Submission Open:** November 14th, 2025 - February 2, 2026 **Volunteer Shift Selection Opens:** February 3, 2025 **Late Event Submission Opens:** February 3, 2026 *There is no guarantee that any events submitted after February 2 will be reviewed or approved.* **Late Event Submission Closes:** April 5, 2026 **Perk Request Deadline:** April 10, 2026 **Layout Request Deadline:** April 15, 2026 **Event Registration Opens:** April 25, 2026 (1 PM EST) ### **Registration Hours:** **Self Serve - Scan and Go** Wednesday - 8am - Midnight Thursday - 7am - Midnight Friday - 7am - Midnight Saturday - 7am - Midnight Sunday - 7am - 2pm **Full Service / Materials Pickup** Wednesday - 8am - 9pm Thursday - 8am - 8pm Friday - 8am - 8pm Saturday - 8am - 6pm Sunday - 8am - 4pm **In 2026 you can go to Scan and Go for tickets purchased after you already have your badge just by scanning the barcode on your badge! Less waiting in line!** ### **Exhibit Hall Hours:** Wednesday - Closed Thursday - 9am - 10am - Premier Badge Holders Thursday - 10am - 6pm - All Attendees Friday - 10am - 6pm - All Attendees Saturday - 10am - 6pm - All Attendees Sunday - 10am - 4pm - All Attendees ### **Gaming Hall:** Wednesday - Noon - 1am Thursday - 8am - 1am Friday - 8am - 1am Saturday - 8am - 1am Sunday - 8am - 4pm ### **Important Information:** **Refunds:** There will be a 10% service fee for ALL Refunds; Badges and Tickets. **Badge Refund Deadline:**. April 15, 2026 No refunds on badges will be processed after this date. **Event Tickets:** \- will be refunded up to 24 hours before the event starts\. All event ticket refunds will have a 10% service fee\.

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)

REGISTER HERE: [SIGN UP TODAY](https://link.elitereimm.com/widget/form/mUCJcb9LFDGoPqRg82jP?am_id=debbie4540) Should a real estate investor get a real estate license? Sometimes it’s a massive advantage… and sometimes it can complicate your business if you don’t know what you’re walking into. In this training, we’ll cut through the “agents vs investors” drama and focus on one thing: **what makes you more money and gives you more leverage**. You’ll learn: * **When being licensed helps investors win** (better access, better data, better terms, better deal flow) * How investors use a license to **create extra profit centers** (commissions, referrals, listings, buyer rep, property management pathways) * The truth about **MLS access, pocket listings, and being first to the good deals** * How licensing impacts **wholesaling, double-closing, assignments, and disclosures** * What brokerages don’t tell you: **fees, splits, compliance, and time requirements** * When it’s smarter to **partner with an agent** instead of becoming one * A simple decision framework: **licensed vs partnered vs hybrid model** You’ll walk out knowing whether licensing fits your goals—and if it does, the cleanest path to do it without slowing down your investing. REGISTER HERE: [SIGN UP TODAY](https://link.elitereimm.com/widget/form/mUCJcb9LFDGoPqRg82jP?am_id=debbie4540)

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/