Apache Beam

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 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). Check out our DC Filmmakers T-shirts on Amazon at[ https://a.co/d/gXACa1Y](https://a.co/d/gXACa1Y) to help support the group. 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[ DC Filmmakers Group](https://www.facebook.com/groups/dcfilmmakers) 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.

If you have a startup or startup idea and would like to get feedback and guidance from top Penn West mentors, then join this online event. Meet startup mentors, and get advice on your team building and business strategy, key decisions, next steps, and more. Building a winning team is the key to success - we all need a great team to achieve success. Join us to learn how you can attract, recruit, manage a wonderful team. **❯ Guest Speakers include:** * Mali Phonpadith (CEO/Founder, SOAR Community Network) * Laurent Tari (Founder, Bolster Consulting) * Guc Ozenci (Program Director, FI Washington DC) **❯ Who should Attend?** * Anyone who wants to build a great team for a successful venture * Anyone who has a pre-seed company or a startup idea * Anyone who wants to learn about entrepreneurship **❯ What is the Agenda?** * Introduction * The clarity map: vision, mission, strategy * The cycles of team formation * Hidden dynamics in teams * The importance of knowing yourself and each other * Trust as a foundation * Becoming a learning team * Q&A **.** **❯❯ This is a live, interactive online event, so be sure to RSVP at [https://fi.co/e/392694/meetup](https://fi.co/e/392694/meetup) to receive the Zoom URL to join us live!**

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.

This game is located at the DC/Maryland Border in Silver Spring. We'll use the Tennis Courts at Juniper Blair Park where there are Night Lights shining on an enclosed arena. This area is enjoyable because it allows for more touches on the ball, with more movement around the field. THIS IS ON A TENNIS COURT. WE DO NOT WEAR CLEATS. WE WEAR FUTSAL SHOES, TENNIS SHOES; ANYTHING WITH NO SPIKES. Pinnies and goals will be provided. Bring a ball if you have one. We usually get 10+ more players not on meetup — we'll add those to whatever we get here and see if we can have a game. More than competitive, we all want to play good futsal and make it fun and entertaining for all. No warm sided matches here — new and advanced players are welcomed. Here, we want to get active and have fun in the evenings after work

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!

Standard rally scoring to 15. Skill level should BB and up. See you out there! Only 1 court 135 Crescent Rd greenbelt Md Use St. Hughes Churches parking lot Bring a ball if you have one and water to stay hydrated.

# 💼 **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.

Get ready to kick off DC Black Pride weekend in the hottest way possible! Theme: MINGLE & DANCE! This is the ultimate Afrobeats Pride night you’ve been waiting for! Singles,this is your moment!come through and turn up the heat. Be ready to mix, mingle, flirt, and connect with the sexiest African kings in the city. Be confident.Be bold.Be irresistibly you. Special Wristband System (Wristbands will be provided at your arrival) to Show your intentions instantly: • Green Wristband: Looking for a date, relationship, or Friend with benefits • Red Wristband: Just here for fun,music and good vibes The music lineup is straight fire! Expect non-stop Afrobeats fused with the hottest African and Caribbean bangers- Amapiano,Kompa,Soca,Dancehall, Coupé Décalé, Rumba and Soukous.The DJ is bringing pure heat — you won’t stop dancing all night long! This is your chance to experience a night full of rhythm, passion, and unforgettable energy with the hottest African kings in DC! Drinks • Food • Hookah all available on site 🔥🔥 🎟️ Grab your NOW Ticket now before they sell out! Here is the link to POSH for tickets purchase: https://posh.vip/e/the-1-afrobeats-pride-night-party-in-the-usa

Here’s proof that a movie made of clichés can be good if produced by the right people. The setting is a secret lab. An agent of “the corporation” – dressed in black, of course – arrives to assess the results of its program. Scientists give worried responses, sometimes alluding to a disaster at another lab. The object of everyone’s focus is an artificially-engineered humanoid, and in an early scene the female creature reveals the violence of which she’s capable. Such projects never turn out well, and it’s easy to guess how this one will end. However, with the likes of Anya Taylor-Joy, Michelle Yeoh, Toby Jones, Kate Mara, Jennifer Jason Leigh, and Paul Giamatti playing the main roles in a tightly written and directed feature, it’s easy to overlook the familiar formula and enjoy the action. ■ Title — *Morgan* ■ Director — Luke Scott ■ Cast — Kate Mara, Anya Taylor-Joy, Paul Giamatti, Michelle Yeoh ■ Rating — R ■ ©2016 \| 1h 32m \| Action\, Horror\, Sci\-Fi\, Thriller ■ Distributed by 20th Century Fox

For some reason I can’t stop thinking about this. I really want to do the whole C&O towpath next year. I just impulse bought all the bike spots on the Floridian 40 to Cumberland at 3:57pm on the Friday of memorial day 2026. As that is almost a year away I will post more about it later but this is just my obsession right now so here is the basic information: * splits are roughly 60/60/60 with a little wiggle room depending on which campsites we go with and how much we do Friday night * the cost of this trip is $53 for your train ticket * for this train, you can just hand your bike fully loaded to the guy at the train luggage car and they will give it back to you at the platform in Cumberland, super easy * I’m making this VMO+previous bike experience, we don’t really have bikepacking levels but you should be confident with basic bike maintenance and have the knowledge, tools and materials to fix a flat tire, fix a broken chain, wrenches for your bike’s nuts and bolts, etc. you should also have a bailout plan in case of emergency since nobody will have a car * you will need a bike that can handle gravel * the tickets are changeable and refundable so you can catch the train at a different spot if it would be more convenient (Alexandria, Rockville) Map (please add any fun side quests or food!): https://caltopo.com/m/0U4NSRV/AAB0T1CNG65HMTAK I can take 4!

Friday night Greenbelt International Folk Dancing has gone "virtual". As we all practice good social distancing, many in our folk dance community are feeling the absence of our usually scheduled local dances. In response, please join us for the Greenbelt Virtual Folk Dance Session. Let’s keep dancing! • Connect and dance in our own homes • Watch hosts leading familiar dances • See each other; listen and dance to our favorites How: We will be using the ZOOM video conferencing app to share music and live videos of the leaders and each other. This can be used on a desktop, laptop, or smartphone. What to Expect: Your hosts are Linda Mansdorf, Vita Hollander, Ben Hole, and John Robinson. Collectively they will play 25-30 dances, which should approximate the number of dances normally done on a Friday night in-person event. The hosts will do a quick teaching or demonstration of the steps to some of the dances that may be less familiar to you or just as a refresher, but the session is not designed as a workshop, so the majority of the evening will be spent playing dances that many of us already know and love to do. How To Join Us: Each week we will send an email with the Zoom Meeting link ID. Make sure John Robinson knows you would like to receive this email with the link. John's email address for Info: j_srobinson@verizon.net. https://www.facebook.com/GreenbeltInternationalFolkDancing/ Co-sponsored by the Folklore Society of Greater Washington

It's May, so we've passed the halfway point in the Firefly Foundations class series meant to provide students the opportunity to learn about the House and about our way of being Pagan. For the sixth class of our seven-class series, we'll be (finally) talking about magic and spells. When you RSVP for this class, you'll be asked to provide an email address. We'll send you a link to the class video at that address as soon as possible after we receive it. We keep won't share your email with anyone ever. Watch the video before the class date and time, and come to class with any questions you might have. During the class session, we'll be going over anything from the video you wanted to review, and we'll come up with a situation that you might want to design a spell for and craft one together. If you're comfortable with it, join us at the MLK Memorial Library in the Room 401-D. Masks will be welcomed, but not provided, for in-person attendees. We will also have the necessary technology to allow folks to join in online via Google Meet if you prefer to attend remotely. Video conferencing information will be sent out the morning of the event. If you're connecting that way, please give us a few minutes past 3:30pm to get the stream online. This class is a part of our [foundations class series](https://docs.google.com/document/d/18-tA9ewEm1YEvY26jlWq07F2DT_-_HKwd-_wnl0l84g/edit?usp=sharing), which is only required if you wish to join the Firefly House as an initiate. If that does not interest you, then feel free to skip classes that you find less important for your journey. If you want to keep your options open with respect to initiation but cannot attend this session at the listed date and time, please contact the event host prior to the session. Keep in mind, you can only miss two of seven sessions in this way. Time spent with initiates of the House and your fellow classmates is an important part of knowing if you want to initiate. If you don't initiate, regardless of the reason, you're still welcome to all of the public events we organize. If you would like to, feel free to [join our Discord](https://discord.gg/RrS9XNzf9X) to chat with others in the Firefly House between sessions. This is also a great place to ask for help if you've lost a link to a video, for example. \*\*\* The Firefly House seeks to provide a friendly, safe environment in which all participants can engage in productive dialogue, sharing, and learning with each other in an atmosphere of mutual respect. We are committed to providing a harassment-free environment for all, regardless of gender identity or expression, age, sexual orientation, disability, physical appearance, body type, race, ethnicity, religion (or lack thereof), or technology choices. If you have any questions regarding this event, please contact the host.

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

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

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.

**It’s finally happening…** # **SUMMER STARTS HERE.** We’re heading to **Alum Creek Beach** for the ultimate kickoff to warm weather, good vibes, and unforgettable days with your favorite people. Get ready for: 🔥 **Music** 🏐 **Games in the sand** 🌊 **Swimming + sunshine** 😂 **Nonstop laughs with the best crew** This is your sign to get outside, get active, and start your summer the right way. **Bring your people. Bring your energy. Bring the vibes.** 🍉 We’re organizing snacks, so please sign up to bring something: [https://www.signupgenius.com/go/10C084AADAC2DA5F58-63728448-alum](https://www.signupgenius.com/go/10C084AADAC2DA5F58-63728448-alum) **Ideas for what to bring:** * Snacks and drinks *(reminder: no open alcohol containers are allowed on the beach)* * Ice and coolers * Towels or blankets * Speakers or games Let’s make this one of those days everyone talks about all summer. Pull up, show out, and let’s get a little rowdy — *the fun way* 😎 We’ll post our exact meetup spot on the beach the day of the event.

**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

Welcome to Casual Boardgames, where we enjoy classic tabletop games and social deduction games while bonding over good food, drinks, and great conversations. 
We started this group to meet new people and make new friends, and bonding over games in a relaxed atmosphere is a great way to do that. We currently meet near route 23 and Polaris Parkway, and this is close to areas like Powell, Lewis Center, Worthington, and parts of Westerville and Columbus. 
Feel free to bring your own games or play one of the many games our members bring. If you are inexperienced, we will help you learn. 
Here are just a few examples of the kind of games we play. 
Tabletop/board games: Splendor, Catan, Azul, Dominion, 7 Wonders… 
Social deduction games: Code Names, Chameleon, Werewords… 
IMPORTANT: 
1. While we love playing a variety of games and competing, we are not just about the games. We interact and talk while playing, and this leads to a lot of laughter and fun. If you just want to compete and focus solely on the game, then this is probably not the group you are looking for. 
2. Many people join groups like this and never (or rarely) show up after weeks or months. If you join and never really come, we will eventually remove you from the group as a courtesy to our members. Why? Because limiting group conversations (on the app) to regular members makes communication and planning much easier. Also, while it may be rare, it protects members from people who join because they are interested in following a person instead of having a real interest in our group. If you get removed, it is just because you haven’t come, and we follow this protocol as a courtesy to our regular game players.

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!