Anat Baniel Method

Discover the power of your breath to manage your mind and experience instant peace & calm. Join a 60-minute free Workshop and get a glimpse of the Sudarshan KriyaTM- The breathing technique that is revolutionizing the lives of millions. What you’ll discover at ‘Beyond Breath’ ✔ A taste of the Sudarshan KriyaTM, a breathing technique taught in the Happiness Program ✔ An instant energy booster that awakens & relaxes your mind - Take it home and practice daily! ✔ The peace & calm of a unique guided meditation ✔ Secret keys to manage your mind ✔ The power of surrounding yourself with positive, like-minded people. You can use your breath to master your thoughts and emotions - the key to managing the quality of your day. The Happiness Program At the end of this workshop you may enroll into the Happiness Program (3 days, 3 hours each day) to learn the Sudarshan KriyaTM, a science-backed, rhythmic breathing technique through which you can: Tap into a reservoir of energy and use it as you please! Relieve deep-rooted stresses and anxieties Uplevel your productivity Overcome emotional blocks, move on from past events and shed limiting beliefs Heal your body & gain power over your mind Experience the true state of meditation Learn more about the Happiness Program & the Sudarshan KriyaTM in our introductory workshop 'Secrets to Meditation'. Instagram: artoflivingDMV aolf.live/secretstomeditation

Come hang out at a Bethesda staple and total crowd favorite for an evening of competitive (but mostly fun) trivia! We’ll be lounging on the patio starting at **7:00 PM**—perfect timing to take advantage of Happy Hour and secure a table before trivia starts at **7:30 PM**. **The Cheat Sheet:** * **The Fuel:** Half-price pizza and Happy Hour specials until 10:00 PM. * **The IQ:** High, low, or non-existent—all brainpower (and good vibes) welcome. * **The Logistics:** Parking is a breeze with plenty of street spots and public garages nearby.

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

Ready to speak with confidence and lead with impact? Join **Silver Spring Toastmasters at White Oak Library**—where voices grow stronger, leaders are made, and personal growth takes center stage! Whether you’re a first-time visitor or a seasoned professional, you’ll find a welcoming community that celebrates progress and purpose. **Visit our next meeting and start your transformation today!**

### **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.** ###

[Profs and Pints DC](https://www.profsandpints.com/washingtondc) presents: **“Demography as Destiny,”** on understanding the links between population trends and world events, with John Rennie Short, geographer, professor emeritus of public policy at the University of Maryland, Baltimore County, and author of *Demography and the Making of the Modern World: Public Policies and Demographic Forces.* [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/dc-demography-destiny](https://events.ticketleap.com/tickets/profsandpints/dc-demography-destiny) .] The size of a family doesn’t just affect food and clothing budgets and space needs. If it reflects a broader trend in birth rates, it also can have a profound impact on politics, the economy, and world affairs. Come to Washington D.C.’s Penn Social for a fascinating look at how demographic forces shape the modern world and have driven developments such as the Arab Spring, political unrest in Sri Lanka and Nepal, economic growth in Vietnam and India, the budget crisis in the United States, and the rise of nationalist populism in Europe. Dr. John Rennie Short, who has written several acclaimed books on world trends and gives excellent Profs and Pints talks focused on geopolitical affairs, will break down how various demographic changes can alter nations’ destinies. You’ll learn how baby booms can dampen economic growth, as has occurred in central Africa, and how a “youth bulge” caused by the aging of a baby boom provides tinder for social unrest, as happened in the United States of the 1960s and 1970s and is the case today in Nepal and Sri Lanka. We’ll look at the “demographic dividend” reaped when a youth bulge ages enough to become economically productive and the roles that such dividends played in periods of sustained economic growth in Japan, China, and, most recently, Vietnam. We’ll look at how the aging of a demographic bulge into retirement years can strain national budgets and strengthen the appeal of conservative or populist political movements. You’ll emerge from the talk better equipped to make sense of political and economic developments in the United States and elsewhere around the world. (Doors: $17, or $15 with a student ID. Listed time is for doors. The talk starts 30 minutes later.) Image by Canva.

This class provides a trauma sensitive yoga approach for those of us living with chronic conditions/illnesses such as stroke, long covid, cancer, arthritis, parkinson’s disease, disabilities, fibromyalgia, injuries, aging, muscular sclerosis, balance issues, pain, knee or hip replacements, and for those of us who prefer, or our bodies have chosen to not so easily transition to and from the floor, to experience yoga. This adaptive class will meet you where you are as we explore the benefits of yoga from our seats and through the use of the wall. **Please reserve your spot at www.piesfitnessyoga.com.** The session is offered InStudio and OnLine. The Zoom link for the OnLine session will be emailed 15 minutes before class starts to those who are registered at www.piesfitnessyoga.com. **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 36,37,38,39.** The church is located across the street from the studio, on the corner of Duke St. and West St.

Learn to manage stress and achieve self-growth through simple relaxation and Meditation. Heartfulness Meditation is a simple, modern, methodical approach to meditation. Rather than homing in on your breath or repeating a mantra, you simply focus inward, on your heart, to cultivate inner strength and serenity. Heartfulness meditation is gaining traction in recent years. It focuses on the heart, allowing individuals to connect with themselves on a deeper level, and ultimately achieve peace, relaxation, and clarity. It is a practice that encourages patience, self-compassion, and acceptance, helping cultivate a deeper appreciation for the present moment. This practice is offered with love and at no cost

Ausarian Tantra Yoga is a practice that infuses the spirit and power of enlightenment through synchronizing breath, movement, meditation, and silent affirmation. Ausarian Tantra Yoga incorporates postures that reflect some of the principles of the Kemetic culture. It is a practice wherein gradual and deliberate movement allows moments for the mind, body, and spirit to connect and express oneness. **Please reserve your spot at www.piesfitnessyoga.com**. The session is offered both InStudio and OnLine. The Zoom link for the OnLine session will be emailed 15 minutes before class starts to those who are registered at www.piesfitnessyoga.com. **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 36,37,38,39.** The church is located across the street from the studio, on the corner of Duke St. and West St. Discount is available to seniors, teachers, students, emergency responders, and military. All can save by purchasing class packs.

**\*\*\* You must register with DTL to join this event in the Premier Lounge. Link to register is [here](https://dtl.podplay.app/community/events/019da703-93b5-7ddc-8174-22cfe98d6808) \*\*\*** Registration is $25 for DTL members and $30 for all others. Dive into the enchanting world of **ikebana**, the Japanese art of flower arrangement that celebrates simplicity, harmony, and the beauty of nature. In this vibrant class, you'll learn to create stunning designs that reflect your personal style. Led by a certified instructor, you'll explore the principles of balance and line as you arrange fresh blooms. Whether you're a novice or just looking to brush up on your skills, this class is the perfect way to unleash your creativity! **What's included:** \- All flowers\, kenzan and vases provided\. \- Step\-by\-step guidance from an experienced instructor \- A fun\, relaxed atmosphere to explore your artistic side\. Grab a friend and enjoy a delightful evening filled with laughter, learning, and, of course, beautiful flowers! Don't miss out on this chance to bring a little zen into your life!

Join us for some focused writing time. All writers and all experience levels are welcome and don’t worry, no one will see what you've written. This session is about getting your writing done and meeting other writers in your area. Bring your writing materials (such as a notebook or a charged laptop - outlets are limited.) And if you'd like to tune out other patrons at Sonny's or any overhead music, we recommend bringing headphones or earplugs. BEING LATE IS OKAY: Just show up and get settled, then check-in with me after the session. If you were on time, please be willing to make room for the friendly latecomer. Happy writing and I look forward to seeing you! When you show up, I will be sitting at a table with folded "Shut Up & Write" table cards. Say hello to everyone, grab a drink, and get your writing tools ready. Once you’re all settled, take some time to chat with your fellow writers. Once everyone’s arrived, I will lead quick introductions and then set the timer for our quiet and focused writing session. Afterward, we’ll have time to chat and get to know each other. We often talk about our successes and challenges as writers. If you don’t have time to stick around, no worries! **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://www.shutupwrite.com). **Other Important Details:** **WiFi name/password:** Name - Sonny's/Doubles Guest; Password - pingpong **Travel / Parking info:** Sonny's is on the D40/D4X bus line and about a 15 minute walk from either the Columbia Heights or Georgia Ave/Petworth metro lines. There is limited on-street parking. **Venue Guidelines:** Please thank our hosts by purchasing something.

Experience the ultimate relaxation with our 60-minute Yin & Restorative Yoga fusion class. This session combines the deep, meditative stretches of Yin Yoga with the soothing, supportive postures of Restorative Yoga. During this class, you'll explore longer-held poses designed to release tension from deep within the muscles and connective tissues, promoting flexibility and calm. The Restorative elements enhance relaxation by incorporating props to fully support your body in gentle, nurturing positions, allowing for complete surrender and rejuvenation. This practice is ideal for anyone seeking profound relaxation, stress relief, and a sense of inner peace. Whether you're a seasoned yogi or new to these styles, join us for an hour of blissful tranquility and restoration. **The session is offered InStudio only. Sign up at www.piesfitnessyoga.com required at least two hours before class begins.** 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 36,37,38,39.** The church is located across the street from the studio, on the corner of Duke St. and West St.

**Attend in-person for our Zoom presentation with Connie Flanders! Ready to Quilt Smarter? Discover the B 990 Difference!** Join us as we watch Connie over Zoom, demonstrating how to take the next step in your quilting journey. Whether you’re eager to learn computerized quilting in the hoop or looking to refine your free-motion quilting skills, the **[BERNINA 990](https://artisticartifacts.com/products/b990-create-your-own-magic "BERNINA 990, the ULTIMATE expression of Swiss engineering, precision and innovation")** is here to help you. Hosted by B 990 expert **Connie Fanders**, this Zoom presentation will inspire you while highlighting how the B 990 simplifies all forms of quilting, ensuring you quilt with ease, efficiency, and get professional-grade results. **What you’ll learn:** * Precision piecing techniques * Tips for straight line quilting with a dual feed or walking foot * Creating custom quilted fabric from a single decorative stitch pattern * Perfecting free-motion stitches * Easy block and border placement while quilting in the hoop * Bonus: Personalization with lettering! **This event is ideal for quilters of all skill levels, BERNINA owners, other brand owners as well as B 990 owners — join us in-person for our viewing party**. **Light refreshments provided; *100% of your reservation fee will be donated to Food for Others*.** **We will have several planned presentation breaks so our BERNINA staff can demonstrate techniques for you on a B 990 and a B 790 Pro, and answer your questions!** *** Due to the size or other requirements of the class or concurrent scheduling, some classes are in our second-floor space: access is via stairs only. Registrations for all Artistic Artifacts classes MUST be paid for through our website at [https://artisticartifacts.com/collections/wk,](https://artisticartifacts.com/collections/wk,) or via a visit to our shop at 4750 Eisenhower Avenue. We encourage you to RSVP here, but to ensure your seat you MUST follow through via our website. View our complete class policies » [https://artisticartifacts.com/pages/class-policies](https://artisticartifacts.com/pages/class-policies)

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.

MCKS PRANIC HEALING® Level I In PRANIC HEALING® Level 1, you learn the basics of working with your energy aura, including learning to "scan," or feel the energy, to "sweep," or clean away congested energy, and to "energize," or supplement areas in your aura that have a pranic deficiency. PRANIC HEALING® has been taught to doctors, nurses, massage therapists, acupuncturists, chiropractors, shiatsu practitioners, and many others in the healing field. It has allowed them to heal confidently and consistently in the shortest learning time possible. These professionals find PRANIC HEALING® very effective and easy to apply. Other topics covered in PRANIC HEALING® Level 1: Energetic anatomy: You will learn to work with the network of chakras, meridians and auras to accelerate the healing processes of your body. Preventive healing: You will learn to remove the negative energetic patterns of a disease to prevent it from fully manifesting as a physical ailment. Self-Pranic healing: You will learn to apply these healing techniques to accelerate your own healing. Step-by-step techniques for ailments related to your: respiratory system, e.g., asthma,; circulatory system, e.g., heart ailments; gastrointestinal system, e.g., irritable bowel syndrome; musculoskeletal system, e.g., arthritis and back pain; reproductive system, e.g., menstrual problems. You'll also learn how to address common problems as migraines and sinusitis. Additionally, you'll learn to apply distant healing to loved ones who are not present in the room with you. All PRANIC HEALING® courses are "experiential," which means that you learn by actually performing the techniques and exercises in class - on yourself and those around you. During class, all the principles will be explained thoroughly and you will practice the techniques exhaustively so you will be confident in your ability to produce positive results when you finish the course. This is Day 2 of 2 Attendance at day one is required to attend day 2. The Course text book is Choa Kok Sui, "Miracles through Pranic Healing" Please bring this with you to class. PRANIC HEALING® Level 1 is a prerequisite to all other GMCKS courses. For those interested to review the class...Review fee is only $75!! LOOK AT THIS!! Review for FREE when you bring a new student to class with you.

**Our May novel is: *The Quiet Librarian* by Allen Eskens** **This month’s book is set in the 20th century and mixes historical fiction with suspense and thriller elements. It also centers on women’s stories and relationships. The novel is 368 pages in print or 8 hours and 12 minutes on audiobook.** Hana Babic is a quiet, middle-aged librarian in Minnesota who wants nothing more than to be left alone. But when a detective arrives with the news that her best friend has been murdered, Hana knows that something evil has come for her, a dark remnant of the past she and her friend had shared. Thirty years before, Hana was someone else: Nura Divjak, a teenager growing up in the mountains of war-torn Bosnia—until Serbian soldiers arrived to slaughter her entire family before her eyes. The events of that day thrust Nura into the war, leading her to join a band of militia fighters, where she became not only a fierce warrior but a legend—the deadly Night Mora. But a shattering final act forced Nura to flee to the United States with a bounty on her head\*\*.\*\*

**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

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

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