Information Retrieval

What if the best product requirement was a working prototype? Amazon built an empire on one principle: start with the customer and work backwards. Identify the durable need. Resist building until you know what you're solving - and for whom. Vibe coding doesn't abandon that discipline. It supercharges it. Join us for an in-depth discussion on how natural language becomes structured specs, specs become architecture, and architecture becomes working software - in real time, in the room, on your machine. Whether you're validating a product idea or accelerating a team's delivery, this is where the “Working Backwards” mindset meets the AI-native development stack. **Featured speaker:** * [AJ Bubb](https://www.linkedin.com/in/ajbubb/), Innovation Strategist and AWS veteran - for a hands-on session exploring Spec-Driven Development with AWS Kiro. \~ "*We're not just talking about it. We're building with it*!" **Location:** AWS Skills Center, 1550-G Crystal Dr, Arlington, VA 22202 **Drinks and Networking After:** Tacombi, 1550 Crystal Dr, Arlington, VA 22202 **Description:** Join us at AI Innovators Network for our upcoming meetup in the Mosaic, which is dedicated to exploring the latest trends in Artificial Intelligence. Whether you're an AI enthusiast, a professional, or someone curious about the intersection of technology and AI, this event is perfect for networking, learning, and sharing insights. Connect with like-minded individuals from DC, Northern Virginia, and Maryland as we dive deep into the opportunities and challenges of integrating AI. Don't miss this opportunity to be part of the conversation driving innovation and progress in Artificial Intelligence.

\#\# A low\-cost\, 6\-week beginner\-level Mongolian course with the non\-profit organization\, the Global Language Network\. Ready to dive into the world of Mongolian? Join our fun and interactive class designed especially for those new to the language. **Details** Mongolian Foreigner with Dorjpagam Wednesdays from 5:30pm - 7:30pm ET Apr 8th to May 13th In-person, Farragut Square DC Ready to learn? **Register [HERE](http://%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform) "\[https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform\](https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform)").** **Additional Information** * GLN classes are open to everyone over 18 years of age. * Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](http://%5Bhttps://thegln.org/pricing-%26-course-levels%5D(https://thegln.org/pricing-%26-course-levels) "\[https://thegln.org/pricing-%26-course-levels\](https://thegln.org/pricing-%26-course-levels)") **About GLN** We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.

At this event you'll discover how to better understand and control your subconscious mind, helping you overcome doubts and fears. If you have anger issues, depressions and anxieties. this event will show you how to overcome them.

\#\# A low\-cost\, 6\-week beginner\-level Korean course with the non\-profit organization\, the Global Language Network\. Ready to dive into the world of Korean? Join our fun and interactive class designed especially for those new to the language. **Details** Korean Foreigner with Jeong Yong Wednesdays from 5:30pm - 7:30pm ET Apr 8th to May 13th In-person, Farragut Square DC Ready to learn? **Register [HERE](http://%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform) "\[https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform\](https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform)").** **Additional Information** * GLN classes are open to everyone over 18 years of age. * Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](http://%5Bhttps://thegln.org/pricing-%26-course-levels%5D(https://thegln.org/pricing-%26-course-levels) "\[https://thegln.org/pricing-%26-course-levels\](https://thegln.org/pricing-%26-course-levels)") **About GLN** We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.

1850s Kentucky, 1950s NY, and 2019 Wash DC. “A fascinating saga based on the famous 19th-century racehorse -Publishers Weekly. Smithsonian scientists find themselves unexpectedly connected through their shared interest in the horse—one studying the stallion’s bones for clues to his power and endurance, the other uncovering the lost history of the unsung Black horsemen who were critical to his racing success. “Brooks makes a masterly case for the power of retelling.” —NYTimes. “There’s something bordering on the supernatural about Brooks. She seems able to time travel. Boston Globe. (401 pgs) In March 2025, the Defense Dept ordered that the book removed from the library of the U.S. Naval Academy in Annapolis, MD, listing it as one of 381 books banned for addressing topics related to diversity, equity and inclusion. Winner of Library of Congress (LOC ) new Prize for American Fiction 2025

Curious about what it’s like to work in tech? Join us for a “day in the life” session with AWS engineers and learn about their roles, daily work, and career journeys in cloud computing. Stick around after for a networking session with professionals and students ask questions, make connections, and explore future opportunities in tech.

Friday, April 24, 2026. Doors at 7PM, Music at 7:30PM. CRESCENDO STUDIOS 8101A Lee Hwy Falls Church VA 22042 Pre-sale tickets: 10$. At the door: $15. Get your tickets early and save! https://snrg.bigcartel.com/product/april-is-for-emo-crescendo-band-night Get ready for a night of pure pop-punk, emo, and post-hardcore nostalgia. Four killer bands are hitting the stage to give tribute to the songs that defined a generation. Scream along to the iconic hits of Paramore, sing your heart out to the anthems of Pierce the Veil, throw down with the heavy pop-punk energy of A Day to Remember, and relive the classics from Blink-182. From emotional breakdowns to crowd-jumping choruses, this show delivers the full Warped Tour-style experience. Expect big riffs, bigger sing-alongs, and a crowd that knows every word. Whether you grew up on these bands or just love high-energy live music, this is a night you don’t want to miss. Grab your friends, lace up your Vans, and get ready to party like it’s the mid-2000s again. Doors at 7PM, music at 7:30PM. THERE IS NO PRINTED TICKET \*\*\*IMPORTANT: PLEASE KEEP YOUR EMAIL CONFIRMATION OR TAKE A SCREENSHOT. THIS IS YOUR PROOF OF PURCHASE AT THE VENUE FOR ENTRY.\*\*\* "When you take the time to WORK on your SOUL, your SOUL shall find you WORK." -BEAUcanLAST of SNRGmusic.com YOUR SOUL SHALL NET WORK. YSSNW.COM

**Deep Learning Adventures** and the larger **Data Community DC** are thrilled to collaborate with **www.compiled.sh** by **Transpose Platform** and co-organize the largest AI hackathon event in DC so far! We are excited to collaborate with Truc Phan as well as Jeff Hale and Will Angel to make this large scale effort a reality. If you are an AI enthusiast, builder, product manager, UI/UX designer, student or simply enjoy using AI tools effectively, this event is made for you! We are looking for talented individuals and teams to showcase their skills and build awesome products during our hackathon event. There are significant monetary ($5K+) and swag prizes for you as well as direct feedback from selected **Y Combinator** startups. Join us today!!! PLEASE RSVP ON LUMA: [https://luma.com/bmabw4qr](https://luma.com/bmabw4qr) If you have any questions feel free to reach out directly! Thank you, **George Zoto, Truc Phan**, **Deep Learning Adventures** and **Data Community DC**

Forro For Fun & Samba For Smiles 😃 Live Music Special Guest: Leo Gama 💥We put FUN in fundraiser with forro! Get into this fun event and feel the warmth of a Brazilian embrace. Wanna dance, join in a fantastic forro lesson and then test your moves on the floor. Brazilian singer and musician Leo Gama will get you grooving so bring your dancing shoes. WE SUPPORT THE CULTURE: A portion of the proceeds go to supporting the Afro-Bahia Fest 2026 amd local musicians in 1:30 Doors Open 1:45 Intermediate Forro Lesson 3:00 Beginner Gafieira Mini- Class 4:30pm live music 🎶 Cost: $15

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Hey Poetry Lovers! This group is on a roll. Here’s the gist: We meet at the **Capital One Café in Chinatown** from **12pm - 2pm** every other week. For enrichment, we start by reading and reflecting on a **“published poem”**, suggested by someone in the group. No advance preparation is necessary. But feel free to check out some of the poems we’ve read [here](https://docs.google.com/spreadsheets/d/e/2PACX-1vSyE_wCLQCPHRrKmN5F9tOIeeRQUZESxjRXGVBoCF2uU8Gm0_d0uECiCBCQXEy6ksxfsBOhtRIOpW3T/pubhtml?gid=0&single=true&widget=true&headers=false%22%3E%3C/iframe%3E). Or submit suggestions for future meetings [here](https://docs.google.com/forms/d/e/1FAIpQLSexGc2Z2Kp6bZW0D3_hfJ7NUUkfNHf7TXX-43FglCeBd9EF2Q/viewform?usp=send_form). Next, we **share our work and offer feedback**. Depending on attendance, everyone gets \~10 minutes to use as they like. (No need to share, though; you’re welcome to come even if you prefer just to listen.) We maintain a **Discord server** to help share our work and communicate outside our bi-weekly meet-ups. If you haven’t used Discord before, take a moment to download it and create an account before arriving. When we meet you on Saturday, we will add you to our server, the “DC Poetry Workshop”, and can help you navigate the app if you have questions. Finally, if you plan on sharing a poem, consider how you will do so. Some options include: * Print 5-10 copies to distribute in person * Take and share screenshots in the Discord chat. * Copy the poem into a google doc, change sharing settings to “anyone with link”, and copy the google doc link into the Discord chat. Most importantly, we’re excited to meet you! Catch you on Saturday, Diego / Ian / Cayden / Nate / Otasha / Lia / An

Have you seen the movie “**The AI Doc**: Or How I Became an Apocaloptimist” and are left with questions and thoughts that you're longing to express? A group of friends went to see this documentary and couldn’t stop thinking or discussing about it. Now we want to hear from more people who have seen the movie! Come share your thoughts about AI and the world. **NOT from a technological perspective but where our future lies ahead**. We will start from the key **questions** asked in the documentary, including but not limited to: \- Is it the worst or best time to be born now\, at the age of AI? \- Are you an apocaloptimist or pessimist? \- Did anything in the film challenge your previous beliefs about AI? \- Do you think AI will reduce or worsen inequality? \- What can we\, as the general public\, do to ensure AI safety? 💡Disclaimer: We aim to create a thoughtful, open, and respectful space for sharing ideas. You may encounter perspectives that differ from your own—and that’s part of what makes these conversations meaningful. Sometimes, it’s through contrasting viewpoints that the most interesting insights emerge. We encourage everyone to listen with curiosity and engage with respect. 📍We'll be meeting at Conference Room 2 at West End Library near Foggy Bottom.

**☕ Code & Coffee \| Black Code Collective** Pull up, plug in, and enjoy some good company. Join us for a chill Sunday coworking session — bring your laptop and your current project (or no project at all). All skill levels welcome. **Free to attend. Coffee & treats provided. Just show up.** 📅 **Sunday, April 26** 🕙 **10:30 AM – 12:30 PM** 📍 **Falls Church, VA** Please note that we would be located on the 5th floor with the listed address below. 105 W Broad St, Suite #410 · Falls Church, VA 22046

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

**💖 Virtual Speed Dating – Columbia Singles, Curated by Personality** This online speed dating format leans into the human side: strong hosting, repeat attendees, and a sense that the event is part of a growing community. Meet Columbia singles from home. We sort the matching, you just turn up. Quick, hosted rounds on Zoom with Columbia singles paired to your age group and personality. No awkward pauses — just natural conversation. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=18-32&face_v=15.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=30-46&face_v=15.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=464.0&productType=onlineSpeedDating&city=Columbia&groupurlname=spark-new-gay-friendships-every-night&ar=40-58&face_v=15.0) **⚠️ Important: RSVP ≠ registration.** To join, pick your age group below, sign up, and finish the personality quiz. Spots are limited. --- 👥 **Best for:** - Anyone curious about speed dating in a relaxed setting - Introverts who shine in one-on-one conversations - People re-entering the dating scene after a break 📍 **Event snapshot** - **Format:** Virtual on Zoom – hosted and well-structured - **Location:** Your space – couch, desk, wherever suits you - **Host:** Friendly host guiding every round **How the event unfolds** 1. **Sign up** – Tap the link for your age range above. 2. **Complete the quiz** – Short personality quiz so we can match you well. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Meet your matches** – Cycle through short chats with compatible Columbia singles. ⭐ *"So much better than apps. Actual conversations with real people."* – Columbia attendee **Frequently Asked Questions** **What happens after?** Mutual matches are sent out after the event. **What's the personality quiz for?** **Do I need experience?** **Do I need anything besides Zoom?** --- ✨ Real people, real conversations — all from your home. 🥰 ✨ Compressed version with the essentials only. Concise by design so people can decide quickly. 🤝 **Community angle** - The host keeps the pace clear and the room welcoming - The community matters as much as the session itself - Repeat attendees help create familiarity and momentum The long-term goal is a room people want to come back to, not a one-off event people forget about.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Join us for an engaging panel discussion on **AI Agentic Coding** and how autonomous AI systems are transforming the way software is built. Experts in AI, software engineering, and developer tools will share insights on how agentic AI—systems that can plan, reason, and execute coding tasks—is reshaping modern development workflows. The discussion will cover topics such as AI-assisted development, productivity gains, challenges around reliability and governance, and what the future of software engineering may look like with AI agents as collaborators. Whether you’re a developer, tech leader, or AI enthusiast, this session is a great opportunity to learn, ask questions, and explore how agentic AI is redefining coding

You can also join the meeting by Conference Call at (518) 263-8851.

**🦋 Online Speed Dating – Real Detroit Locals, Live on Zoom** We pair you by personality and age so every conversation feels natural. Quick, hosted rounds on Zoom with Detroit singles paired to your age group and personality. No awkward pauses — just natural conversation. **Choose your age range to register:** - 💡 **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Detroit&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Detroit&groupurlname=dynamic-local-singles-speed-dating-meetup&ar=30-46&face_v=3.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 👥 **Best for:** - 🔥 Busy professionals who don't want to waste evenings - People re-entering the dating scene after a break 🛠 **What the flow looks like** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Detroit singles. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. **At a glance** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** From home – all you need is Wi-Fi and a webcam ⭐ *"So much better than apps. Actual conversations with real people."* – Detroit attendee **Frequently Asked Questions** **How long are the chats?** A few minutes each — just enough to get a sense of someone. **What's the personality quiz for?** **What happens after?** --- ✨ Register, take the quiz, and connect with Detroit locals tonight. 🦋 ✨ Quick version: this one gets straight to the point. Fast to read, easy to act on.

Details Let's join together for a fiesta! (Invite friends - we have lots of room!) Taco Bar Margarita and Beer tasting Complementary chips and salsa Margs/cocktails at the bar for purchase Freshly prepared snacks in the deli for purchase Festive Band/Music Margaritas/Mexican Beer Tasting + Taco Bar: $15.00 per person (covers 4 Margarita or beer samples and one pass thru the Taco Bar) Where: #MarketDistrict (Grandview Yard) location. The party room (our private space) will be decorated with both patios open! Adjoining upstairs area also open for over flow and mingling. After Party: Sometimes, we head to a venue to hear live music afterwards. LDNL is at Black Swan in Hilliard tonight! Wear your bright colors and cheerful !Salud!