Outsourcing

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

Dive into a transformative experience at our Be Yourself Dance Fitness: Hip hop, Latin dance, African, Bollywood, a FUSION of World Dance! Come feel the vibes!! Awaken Your Spirit. [Come share your love for dance, movement, and spirituality where you will BU & LIVE ALIVE, step outside of your zone, align your chakras through rhythmic expression. Explore the connection between movement and consciousness as we guide you through sound healing sessions and exercises to enhance your spiritual awakening. ](https://www.amazon.com/dp/B0CNYX9RVF)Whether you are new to chakras or a seasoned practitioner, Be Yourself Dance Fitness offers something for everyone. Connect with like-minded individuals in a welcoming environment focused on love, happiness, and self-discovery. This event is perfect for those interested in exploring the intersection of dance, spirituality, and fitness. Let go of inhibitions, unleash your creativity, and elevate your mind, body, and soul. Don't miss this opportunity to embark on a journey towards holistic well-being and self-realization. Bring bottle of Water and plenty of attitude. The Event is Free , However, We accept donations $Cash APP $BU314 Venmo: Wayne-Christopher-8

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.

### **What’s Unhappy Hour Breathwork, you ask? It’s our conscious breathing session to embrace our discomfort, sip some soothing tea, and dive deep into the beautiful chaos that is our childhood trauma, daddy issues, mommy issues, work stress, and those oh-so-fun failed relationships. Think of it as a cozy gathering where we can unpack our baggage together, all while sharing a laugh or two (or maybe a few tears).** Let’s be real life isn’t always sunshine and rainbows, and that’s perfectly okay.**We will give ourselves permission to be gloriously miserable for a full 90 minutes to** release the weight of our struggles. By using our own conscious breathing we’ll transform our experiences into something powerful and healing. Session will end with a soothing sound bath. Tea will be provided! Mark your calendars for this weekly dose of camaraderie and self-discovery. **What is Breathwork?** Breathwork falls under an umbrella term with many different marketing names and techniques. For this session we will be focusing in one technique while laying down on our back. This is NOT your typical relaxing breathing and it DOES NOT INVOLVE ANY YOGA movement. Breathwork takes us deep into the subconscious mind to make necessary changes and improve our lives by releasing emotional baggage and healing emotional wounds. When we tap into deep states of consciousness emotional release may take the shape of crying, laughing, even screaming. Many people like to call it years of therapy in one single session. It is very common to experience moments of clarity, bliss and many Aha moments during this session. Each person will experience something different with every session. All you need is an open mind and your own breathing to achieve results with no prior experience. Please note breathwork cautions before booking. **What you may experience during this session:** -Deep healing of emotional wounds, grief and traumas -Ability to connect to your higher self, Ancestors and the divine -Release anxiety -Improve emotional balance -Increased feelings of joy, happiness, and inner peace -Ability to create self-love and improve relationships **What to bring:** -Your own water bottle -A pen and notebook -A Yoga mat (or use one at the studio) -A blanket ( or use one at the studio) -Eye mask (if you have one) -Comfortable clothes to breathe and lay down **About Jenny Perez Curandera:** Jenny is a Curandera Shamanic Healer born into the Curanderismo Tradition. Her core values are to LIVE IN HARMONY with great spirit, the elements, nature, animals and people. DO NO HARM TO OTHER PEOPLE, PLANTS OR ANIMALS. In the traditional Curanderismo that Jenny practices the foundation is LOVE AND RESPECT to the spirit world, towards animals,plants, people,free will and the elders who guard the curanderismo tradition (Los Abulitos de la tradicion). Private bookings are available for ancestral healings,energy clearing , energy balancing and tarot readings. If you would like to book a private energy session or tarot reading before/after breathwork send an email to [healing@curanderasheart.com](mailto:healing@curanderasheart.com) or text (703)531-7046 ( Visit our site for more information on our upcoming ancestral healing ceremonies, trauma release ceremonies, cacao ceremonies, full moon ceremonies, women circles, breathwork sessions and energy clearing ceremonies to bring balance to mind, body and spirit) Stay connected via IG @curanderasheart **DATE: TUESDAY** **TIME: 6pm-7:30pm Doors will open 30 minutes early ARRIVE ON TIME TO SET UP YOUR SPOT. PLEASE DON'T KNOCK ON THE DOOR OR DISTURB THE SESSION. ONCE THE DOOR IS LOCK IT MEANS SESSION IS ALREADY IN PROCESS AND IT WILL NOT OPEN UNTIL THE SESSION IS OVER.** **Energy Exchange: $60** **Address: 5852 Washington Blvd unit5 Arlington VA 22205** **Info: WWW.CURANDERASHEART.COM** \*\*[healing@curanderasheart.com**](http://healing@curanderasheart.com**/ "http://healing@curanderasheart.com**/") **703\. 531\.7046 call or text** **\*\*\*\*Cancellation Policy: There are no refunds for missed, canceled reservations or if you arrive after session has already started\*\*\*\*** ### **CAUTION: BREATHWORK IS NOT ADVISED FOR persons with severe mental illness or seizure disorders or for persons using major medications. Pregnant women are advised against practicing Breathwork without first consulting and getting approval from their primary care physician. Breathwork can result in intense physical and emotional release. Therefore it is not advised for persons with a history of cardiovascular disease, osteoporosis, or significant recent physical injuries or surgery.** ###

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.

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/arlington-va/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

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

Purpose of This Group This is a weekly gathering for spiritually awakened individuals, starseeds, and those on a journey of self-discovery who are seeking meaningful connection and community. We meet every Sunday to share experiences, explore spiritual topics, and support each other in a grounded, open-minded, and respectful space. Whether you’re newly awakening or have been on this path for years, you are welcome here. COMMUNITY GUIDELINES: We welcome all members to engage with respect and kindness. Hate speech, bullying, or discrimination based on race, religion, gender, sexual orientation, or any identity will not be tolerated. Sexual harassment, inappropriate comments, or sharing explicit content is strictly prohibited. Please respect privacy, communicate constructively, and report any violations to moderators. Any breach of these guidelines may result in warnings or removal from the community. Some discussion topics: 1. What do you feel is your unique spiritual purpose? • How do your everyday actions reflect this purpose? • Are there experiences or challenges that have guided you toward it? • What would fully living this purpose look like in your life today? 1. How has your past trauma shaped your spiritual journey? • Are there patterns from your childhood or family dynamics that still influence you? • How do you feel these experiences have awakened certain spiritual sensitivities? • What steps could help transform past pain into spiritual growth? 1. How do dysfunctional family dynamics impact your spiritual gifts? • Are there ways family expectations or criticism have blocked your inner gifts? • How can you set boundaries while still honoring family ties? • What lessons from your family history have strengthened your spiritual resilience? 1. How do you nurture your inner child through your spiritual awakening? • Are there unresolved wounds from childhood that need your attention? • How does reconnecting with your inner child influence your heart chakra? • What practices help you feel safe, loved, and whole in your inner self? 1. How is your heart chakra awakening influencing your life? • Do you feel more compassion and empathy than before? • Are there fears or past pain that prevent your heart from fully opening? • How can you consciously strengthen and balance your heart energy? 1. How do you experience the 4th dimension in your spiritual awareness? • Do you sense energies, synchronicities, or visions beyond the physical? • How does this awareness shift your perception of reality or relationships? • What practices help you navigate 4D experiences safely and grounded? 1. How can past traumas become a catalyst for spiritual service? • Are there personal experiences you can transform into wisdom for others? • How do your spiritual gifts support healing in your community or family? • If resources were unlimited, what healing work would you create? 1. How do you integrate spiritual awakening with shadow work? • Are there parts of yourself—anger, fear, or grief—that need attention? • How does exploring these shadows affect your heart and higher dimensions? • What rituals or practices help you reconcile inner darkness with your light? 1. How do you envision your multi-dimensional spiritual growth? • How do past life patterns, inner child work, or trauma shape your 4D self? • Are there limiting beliefs or blocks preventing your full awakening? • How can you actively cultivate alignment with higher consciousness and love? 1. How do you currently nurture your spiritual growth? • Are there practices or rituals that strengthen your connection? • What obstacles prevent you from deepening your spiritual growth? • How would your life change if you committed fully to these practices? 1. How do you handle spiritual challenges or doubts? • Are doubts a source of growth or frustration for you? • How do you differentiate between fear and true guidance? • What strategies help you realign with your spiritual path during tough times? 1. How do your relationships reflect your spiritual journey? • Are there people who inspire or block your spiritual growth? • How do you maintain healthy boundaries while supporting others? • In what ways could your spiritual gifts positively influence your community? 1. What is your vision for spiritual impact in the world? • If resources were unlimited, what service would you offer? • How does this vision align with your current life and actions? • What steps can you take now to start manifesting this vision? 1. How do you integrate your spiritual insights into daily life? • Are your decisions guided more by intuition or external expectations? • How do you recognize when you’re out of alignment with your higher self? • What small daily habits could deepen your connection to your spiritual path? 1. How do you perceive your spiritual evolution over time? • Can you identify key moments that shaped your spiritual awakening? • Are there lessons from past experiences you still need to fully integrate? • How do you envision your spiritual growth unfolding in the next 5–10 years? 1. What is your experience with Kundalini awakening? • How did you first notice the energy rising, and what physical, emotional, or spiritual sensations have accompanied it? • Have past traumas, inner child wounds, or karmic patterns influenced how your Kundalini energy flows? • How are you integrating this awakening into your daily life while balancing your chakras and higher-dimensional awareness? 1. How do you cope with feeling alone or misunderstood? • Are there moments when isolation felt necessary for your growth? • How do you maintain connection with like-minded people or community? • What practices help you feel grounded and supported when alone? 1. How do you distinguish between your intuition and fear-based thoughts? • Are there specific sensations or signs that guide you? • How have past experiences shaped your fear patterns? • What tools or rituals help you strengthen trust in your intuition? 1. How do you protect your energy while staying open and compassionate? • Are there situations or people that drain or destabilize your energy? • What boundaries or practices help you maintain balance? • How do you remain receptive to others without overextending yourself? 1. How do you discern spiritual guidance from mental over-analysis? • Are there synchronicities or patterns that feel like guidance? • How do you manage self-doubt or overthinking loops? • What practices help you stay present and attuned to subtle signs?

Some expert speaker (or panel) will be telling us about some subject, or maybe we'll hold a roundtable discussion, or whatever. Please bring your questions, ideas, etc., and a friend or three who might be interested in our Meetup. Approximate Schedule: 6:00 pm: people arrive, network, mingle, and order dinner/drinks/whatever 6:30 pm: presentation, discussion, or whatever, begins 7:30 pm: presentation/whatever is over; we network, mingle, and go home PLEASE RSVP YES IF COMING, AND CHANGE IT TO "NO" IF YOU THEN WON'T COME AFTER ALL. DO NOT MAKE US WASTE TIME WAITING FOR YOU. DO NOT DEPRIVE OTHERS OF A SPACE BY BOGARTING ONE. DO NOT MAKE ME THINK UP AN APPROPRIATE PENALTY FOR NO-SHOWS. DO NOT ATTEMPT TO ADJUST THE PICTURE. DO NOT TAUNT HAPPY FUN MEETUP ORGANIZER. This will be a joint meeting with the DC Computer Consultants (https://www.meetup.com/dc-computer-consultants).

### Our chakras are energy centers that influence our physical, emotional, and spiritual health. When they are aligned, we experience harmony, increased energy, and a greater sense of peace. Allow yourself to wash away stress and clear any stagnant energy. As you lie comfortably, the soothing sounds of crystal bowls and calming instruments will resonate through your body, harmonizing each chakra from root to crown. This sound bath is designed to promote deep relaxation, enhance your emotional well-being, and restore your inner balance. No Experience necessary. All you need is an open heart to welcome the sound medicine. **What you may experience during this session:** -Chakra Balancing -Ability to connect to your higher self and your Ancestors -Improve Sleep -Improve emotional balance -Increased feelings of joy, happiness, and inner peace -Ability to create self-love and improve relationships -Stress Relief \*\*What to bring:\*\*Your own water bottle, Eye mask (if you have one) Comfortable clothes lay down. Yoga Mats and Blankets will be provided or bring your own for extra comfort. **About Jenny Perez Curandera:** Jenny is a Full Time Curandera Shamanic Healer born into the Curanderismo tradition that utilizes Traditional Curanderismo Shamanic Healing modalities past down from previous generations. Her core values are to LIVE IN HARMONY with great spirit, the elements, nature, animals and people. DO NO HARM TO OTHER PEOPLE, PLANTS OR ANIMALS. In the traditional Curanderismo that Jenny practices the foundation is LOVE AND RESPECT to the spirit world, towards animals,plants, people,free will and the elders who guard the curanderismo tradition (Los Abulitos de la tradicion). Private bookings are available for ancestral healings,energy clearing , energy balancing and tarot readings. If you would like to book a private energy session or tarot reading before/after the sound healing session send an email to healing@curanderasheart.com or text (703)531-7046 ( Visit our site for more information on our upcoming ancestral healing ceremonies, trauma release ceremonies, cacao ceremonies, full moon ceremonies, women circles, breathwork sessions and energy clearing ceremonies to bring balance to mind, body and spirit) Stay connected via IG @curanderasheart Curanderas Heart is located in the Westover Village in Arlington VA . 5852 Washington Blvd unit 5 Arlington VA at a walkable neighborhood with plenty of food options and street parking. Space is limited allowing all of our events to have an intimate vibe. Due to limited space pre registration and arriving on time is very important. **DATE: WEDNESDAY** **TIME: 6pm-7pm Doors will open 30 minutes early ARRIVE ON TIME TO SET UP YOUR SPOT. PLEASE DON'T KNOCK ON THE DOOR OR DISTURB THE SESSION. ONCE THE DOOR IS LOCK IT MEANS SESSION IS ALREADY IN PROCESS AND IT WILL NOT OPEN UNTIL THE SESSION IS OVER.** **Energy Exchange: $45** **Address: 5852 Washington Blvd unit5 Arlington VA 22205** **Info: WWW.CURANDERASHEART.COM** \*\*[healing@curanderasheart.com**](http://healing@curanderasheart.com**/ "http://healing@curanderasheart.com**/") **703\. 531\.7046 call or text Jenny** \*\*What you may experience during this session:\*\*Stress Relief and deep relaxationAbility to connect to your higher self, Ancestors and the divineRelief physical painRelease anxietyImprove emotional balanceIncreased feelings of joy, happiness, and inner peaceAbility to create self-love and improve relationships **\*\*\*\*Cancellation Policy: There are no refunds for missed, canceled reservations or if you arrive after session has already started\*\*\*\***

🍻 [World Product Day](https://www.mindtheproduct.com/world-product-day/) is about more than product — it’s about the people who build them. Join **ProductTank DC** for a celebration bringing together product professionals to connect, reflect, and recharge around this year’s theme: **Resiliency**. Product people are no strangers to change. We adapt, learn, and keep building—together. This evening is an opportunity to step back, celebrate that resilience, and recognize the shared challenges and wins that define our craft. Expect thoughtful conversation, practical insights, and a chance to reconnect with the product community in person. Whether you’re an experienced product leader, a new PM, or simply curious about product management, this meetup is a space to learn, contribute, and celebrate the people doing the hard work of building what’s next. **Special thanks to our host:** Clyde's of Chevy Chase! *Please note: Attendees are responsible for their own food and drink purchases. Food and drinks will be available directly from the venue*

Please be sure to RSVP on **[Eventbrite](https://www.eventbrite.com/e/1986966297684?aff=oddtdtcreator)** so we have an accurate guest list. **When you arrive, ask for the owner of Spark Social, Nick Tsusaki and sit with the Party of Six group.** Be sure to let Nick know you are there from Go Gay DC. Order on your own from the [menu](https://spark-dc.com/pages/menu-2). Come join us for a fun and friendly **in-person** gathering! It’s the perfect chance to meet new people, share stories, and enjoy a relaxed atmosphere with the **LGBTQ+ community**. Whether you're looking to make friends or just hang out, everyone’s welcome. Grab your favorite drink and let’s make some great memories together! This event is free to attend. We hope to see you there. In addition to coffee selections, the venue offers a good food and drinks [menu](https://spark-dc.com/pages/menu-2). $10 signature cocktails; $7 premium rail; $5 grilled cheese. **Metro Directions:** Be eco-friendly. U Street Metro (Yellow/Green line) is only a few blocks away. The venue is adjacent to Crush Bar. This event is a safe space for everyone under the rainbow. This event is for ages 21+. Please feel free to invite all your friends to join you there! This event is hosted by **[Go Gay DC](https://www.gogaydc.com)**, Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://www.gogaydc.com) . Go Gay DC's founder is **[TJ Flavell](https://www.linkedin.com/in/tjflavell/)**. Go Gay DC is on social media: Mingle with fabulous LGBTQ+ folk and allies. Bring your friends and meet new people from all over the world. Casual attire is fine. You are welcome regardless of where you live. Guests from DC, Maryland, and Virginia often attend. This event is a safe, inclusive space for everyone under the rainbow. Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://gogaydc.bsky.social/](https://gogaydc.bsky.social/) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Two-spirit Straight Allies

[RSVP on Partiful](https://partiful.com/e/UCYdKHbiXcyGLGai3KJf?c=jn9txKC1) Join Network of South Asian Professionals at our monthly Third Thursday series on Thur, May 21, 6-9. Come to connect over careers or interests or just make some new friends. We ask guests to cover their own tab and we may continue the night with a walk to the wharf after the event. RSVP at our partful link to see who is coming. See you soon!

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

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

**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

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.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

To secure your spot please register on the official registration site here --> [https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816](https://www.eventbrite.com/e/building-opportunities-government-contracting-construction-panel-tickets-1988031527816) Part of the Pathways to Procurement series. Hear from construction and government leaders, followed by networking. Join us for an engaging panel discussion designed to connect businesses within the construction and government ecosystem. We're bringing together experienced professionals from local government, construction, and related industries to share insights on upcoming projects, procurement processes, and what businesses need to know to successfully engage in public-sector opportunities. Panelists will discuss trends, expectations, and real-world considerations when working with government entities. Following the panel conversation, attendees will have the opportunity to **network with panelists and fellow business owners**, build relationships, and continue the discussion in a relaxed setting with light food and refreshments. **Event Highlights** * Networking * Light food and drinks * Panel Discussion: Expert guidance on upcoming city projects and opportunities Whether you are actively pursuing government contracts or looking to better understand the landscape, this event offers valuable perspectives and meaningful connections.