MapReduce

Adam Sandman will be showing how you can use Kiro together with an MCP server to pull software requirements, designs and tasks from a project management repository (Spira) using an MCP server. From there we can use the power of agentic AI to create an MVP app, deploy and test it.

What better way is there to celebrate San Fermin other than at a bar named after the very city of Pamplona (with all set-up, decoration and amenities), where the main fiesta takes place and without heading to Spain?! We won't have the real bulls running around. But we will have real Spanish Drinks to sip on! Pamplona is ornate, bullfight-themed Spanish spot for creative tapas & paellas, plus sangria on tap & cocktails that draws its inspiration from Ernest Hemingway’s travels throughout the Basque region of Spain. It is located in the bustling Clarendon neighborhood, features an innovative take on traditional Spanish fare paired with an extensive sangria program. -Free with RSVP - Huge line up of DJs - For bottle/table service AND birthday specials text 202-368-1878 - Dress Code : we encourage you to dress-up in White and Red - Event is 21+ - We will have specials including the usual suspect Mer-Tini:) -Come one, come all; this is the most friendliest event you have ever attended! - Feel free to invite your friends. They don't necessarily have to be a member EXCERPT ".....The world’s most exhilarating race (yes, with real bulls!)takes place each July in the cramped streets of Pamplona, Spain for a nine-day festival unlike any other. The famous Running of the Bulls in Spain is actually just a portion of a three-part fiesta known as the San Fermin festival. The origin of the Pamplona bull run dates back to the 14th century when local Spaniards began honoring the passing of Saint Ferman. Saint Ferman was dragged to his own death by bulls – so what could be more fitting a tribute than an annual run with the bulls? In his memory, participants take part in a feast day, an ancient fair and a bullfighting event that has become world-famous. The massive party kicks off at midday on July 6 after the launch of the Txupinazo rocket. Locals and tourists come together in a rowdy crowd ready to take on nine days of celebratory drinking and eating. The actual bull run itself includes a half-mile course that winds through four different cobblestone streets of the historic Spanish town. As you might imagine, slow runners are not encouraged to attempt the life-threatening feat of running with bulls. On the mornings of July 7 to July 14, hundreds of anxious spectators dressed in red and white await the sound of the starting rocket – and the lumbering arrival of the bulls. Once the bulls are released, adrenaline-seeking runners sprint down the road for their lives… literally. The enraged bulls show no mercy to those who slip or fall on the course, making this one of the most dangerous running events of all-time. Once the race is completed, traditional bullfighting commences. This allows runners to take a shot at besting the bulls in true matador fashion. By the end of it all, festival-goers accompany each other for a closing candlelight performance of the song “Pobre de Mi.....” METRO & PARKING INFO : Pamplona is half a block from the Clarendon metro station. Street parking might be a challenge. There are parking garages around.

SAM BASU IN-PERSON; NOTE: THIS IS THU, NOT TUE AS NORMAL Code is cheap, but software is expensive. Modern AI is a big opportunity to streamline and automate developer workflows for better productivity. There are some challenges though – AI Models often lack knowledge and AI Agents need expertise/guidance to reliably pull off complex workflows. Context is everything for modern AI and you can bring it. Model Context Protocol (MCP) aims to provide a standardized way to connect AI Agents to different data sources, tools and non-public information - the point is to provide deeply contextual information/expertise to AI. Skills are higher-level behaviors and instructional guardrails, that define how and when AI Agents should leverage tools to accomplish something meaningful. Subagents in AI are specialized, task-focused agents designed to handle specific, well-defined tasks within a larger AI system. In terms of the food industry: AI Agent = Chef 👨‍🍳👩‍🍳 MCP Tools = Raw Ingredients 🥔 🥩 Skills = Recipe Cards 📝 📇 SubAgents = Sous Chef 🔪 🍳 Loops = Door Watcher 💂👀 Developer = Restaurant Owner 👑. So, what should developers use to bring context and guardrails to make AI work their way? Well, it depends and sometimes, the answer might be whatever combination makes developers most productive. With official SDKs and well-thought-out guidance, it is a breeze to work with MCPs, Skills or SubAgents. Developers could bring their own data, APIs, services, coding patterns and structured guidance to make AI Agents work their way. And AI Agentic workflows work the same way in IDEs or Terminals, paving the way autonomous ways of getting work done with AI. With contextual expertise to light up unique coding workflows, AI Agents can make developers ultra productive – upwards and onwards.

This is a 21+ Event at a Bar, for Adult Pokemon Fans Only. We offer IRL Pokemon Gyms and we have custom badges (Pins) to give those who can beat us. Bring your Nintendo Switch and Pokemon Scarlet / Violet and try your luck against the DC Gyms! Come hang out and Challenge our Gym Leaders! Open Gyms: Fairy, Ground, Electric, Ghost, Dragon, & Grass! We play on Nintendo Switch Scarlet and Violet, 6v6 singles, best 2 out of 3. You Challenge a Gym Leader by buying them a drink (It supports the bar and ofsets the cost of the custom gym badges. One Drink per challenge. A Challenge is best 2 out of 3). Challengers cannot use legendary Pokemon or the specific 4 bans as chosen by the gym leader. If the challenger wins, they receive a Gym badge pin unique to our league. For our clauses and our current ban lists, please check [www.dcpokemon.com](http://www.dcpokemon.com/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExQ2RrMVIxa2ZYYk8yemRvUXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR4LBQL1v0lBibYq36on9Z10FIWv3oifQtoNuKDec_RR2Ml6R1PeprH35dqYrw_aem_udH2YU-pCrumRl7v5RtQFg)

Let's get together to play some fun BB level Quads games at Bluemont. **Format**: Doubles **COST**: FREE **Court Type**: Outdoor grass **Minimum Skill Requirements**: Intermediate-BB (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Smiley Social documents:** 1. [Group Rules ](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 1. [Liability Waiver ](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco) 1. [Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/)

Please join us for our next **Friday gathering** on **April 10, 2026** for an evening of warm fellowship and insightful discussion. We'll start at **7:00 pm** with **refreshments** at the **Alexandria Bahá’í Center**. The discussion will begin at 7:30 p.m. **Education as an Act of Hope - Constructive Response to Suppression.** This is a story about what happens when ordinary people respond to injustice not with despair, but with determination to build something better. Join us for an inspiring evening with **Kamran Farid**, co-founder of the Bahá'í Institute for Higher Education (BIHE), as he shares a powerful story of resilience, courage, and hope. **About the Discussion:** In 1987, when Bahá'í students and professors were expelled from all Iranian universities simply because of their faith, a group of educators made a bold choice: they would create their own university. For nearly four decades, BIHE has operated underground in Iran, offering degree programs to students denied the fundamental right to education. Kamran will explore a compelling question: *How does access to education sustain hope in communities facing systematic oppression—and what happens when that access is denied?* **About Our Speaker:** Kamran Farid holds degrees in electronics and communication engineering. As a BIHE faculty member and administrator, he was arrested in 2011 and imprisoned for five years—his "crime" was teaching. Since his release in 2016, he continues to support BIHE's mission as a consultant, ensuring new generations can pursue their dreams of higher education despite ongoing persecution. **All are welcome.** No background knowledge required—just bring your curiosity and an open heart.

❤️♠️❤️ Speak & Spades - A Night of Cards & Conversation ❤️♠️❤️ Welcome to our 1st official Speak & Spades Night! Come out to a new venue in Downtown Silver Spring - Comma's Food Hall inside City Place Mall. ♠️ Spades games will be available from 6pm to 10pm! Play cards, eat, drink, & socialize! Enjoy a variety of reasonably priced restaurant options. ❤️ Optional: Around 7:30pm, take a break from Spades...and take some time to Speak. Engage in an open and casual conversation between men and women. 👨🏾‍🏫 Led by Life Coach, Kool KT, discuss dating, relationships, love, marriage, and more. Speak your mind and learn how the other side thinks. 🌟 Singles and couples are both welcome to Spades and to Speak! Bring questions, share stories, and gain insight. 😀 Play a game of partnership and maybe learn how to find your permanent partner! 🍷 Happy Hour Specials all night! 🎶 A Live DJ will be playing music 🚗 Parking available in Ellsworth Garage (connected to the venue) 📷 See the photo section for details 🌜Join us for a night of cards and conversations! You won't forget it!🌛 <><><><><><><><><><><><><><><

Danceintime runs Cuban Salsa Classes & Social Dancing Every Saturday, all year-long. Come at 1:15 pm to sign in. Stay till 4 pm. Some of us go out for coffee or a bite to eat afterwards and everyone is welcome! $15/person. Cash, PayPal, Venmo, Apple Pay, or Card accepted. Chevy Chase Baptist Church; 5671 Western Ave. NW; Washington DC 20015. NOTE: Enter through back corner door of the church. Danceintime classes are great fun. The dance moves are beautiful, fun, and our class creates a bonded community... Check it out! Class will be held every Saturday in December....celebrate the holidays with dance! For more info: danceintime.com/classes Questions? Contact Barbbernsteintalks@gmail.com

DC Code and Coffee is an inclusive, informal co-working session. It's community-led and community-run by devs, for devs. People of all skill levels attend. Whether you’re dev-curious, aspiring, or a professional developer, we’d love to have you! Come chat or learn to code on a Sunday afternoon with coffee and cool-inclusive people. Bring your laptop! We typically meet every month on the weekend. **Join our online community!** For all things Tech in DC and to get latest updates and tech events from the DMV area, join the [DCTech Slack](https://dctech.chat/). All DC Code & Coffee announcements are in the #dccodecoffee channel **How it works** Near the beginning of the event, we do an introduction circle. You say your name, what you can help others with, and what you would like help with. You can also share job opportunities. After the introduction circle, everything is self-organized.

*Location Change * Since Freedom Plaza is under construction, we will meet at the plaza in front of The International Trade Center near the National Children's Museum (on Pennsylvania Ave). We'll begin with going over a few drills (varies week to week). The skills we drill will be for the first 30 minutes. For the second half, we will casually skate down the bike lanes on Pennsylvania Avenue from the plaza to the U.S.Capitol and stop at 3rd St. and then skate back the same route. This route is about 2 miles in total and is perfect for those who are new to skating in the city but feel comfortable on skates in a parking lot or roller rink. This is also great if you wish to start with shorter routes to increase your physical fitness or stamina for some of the other routes. This is an excellent opportunity to prepare to skate with others on the road. You will also get to meet skaters who will arrive for the Intermediate and Advanced skate routes following the introductory skate. This is great training to feel prepared for the Tuesday Night and Friday Night Skate! Route: http://www.gmap-pedometer.com/?r=7653831 Inline skates (rollerblades), roller skates (quads), bicycles, unicycles, skateboards, longboards and other similar modes of transportation are welcome to join. Helmet and pads are required. Skate at your own risk.

This event is being held in partnership with the DMV Spades Meetup Group. Direct questions to the Host, Nne-Nne Abanobi. ><><><><><><><><><><><><><> Hi All! Join us for 2nd Saturday Spades in Greenbelt, MD. Our group is friendly and welcoming. Please give us a try! 📍Hook & Reel Cajun Seafood & Bar 🦐 6002 Greenbelt Road Greenbelt, MD 20770 ⏳️ 6:30pm to 11:30pm 🌟 Join us at this PG County sports bar for food, fun, drinks.....and, of course, Spades. 😀 All skill levels are welcome! Get matched with a partner onsite. 🍷 Happy Hour Specials from 12pm to 7pm: [https://hookreel.com/wp-content/uploads/2024/01/HR_GreenbeltMD_HappyHour_Menu_24x36.pdf](https://hookreel.com/wp-content/uploads/2024/01/HR_GreenbeltMD_HappyHour_Menu_24x36.pdf) Located right off the Beltway. Free parking! Remember to support the business by ordering food/drinks. 🌟 **This event is posted in multiple groups. So, expect a nice crowd.** We look forward to seeing you!

[https://ridewithgps.com/routes/46073614](https://ridewithgps.com/routes/46073614) 18.4 miles. Toilets are at the beginning, middle, and end of the trail. **Picnic stop will be in Meadowbrook Local Park at 12.5 miles.** Celebrate (Mother) Earth Day! This route was originally conceived as part of the Takoma Park Earth Day celebration in April 2024. We are happy to ride again for this year's Celebration. We will e-bike from Peirce Mill in Rock Creek Park through Takoma Park, and then on to the Sligo Creek Trail. From Sligo Creek we head west past Holy Cross Hospital and through the Forest Glen neighborhood. We then turn south on to Rock Creek Trail. Earth Day Festivities with occur in Sligo Creek Stream Valley Park, approximately 6 miles into the ride. Face painting, snow cones, art activities and exhibits promoting a variety of environmental and sustainability causes will be there! The picnic stop is at Meadowbrook Local Park, 12.5 miles into the ride. **Please charge your batteries. The ride is on asphalt and often flat but we will encounter some hills. As usual, non-assisted bikers are most welcome.** Bring snacks, lunch and plenty of water. Pump tires, check brakes and charge your battery. Consider packing a spare tire tube. Check weather and dress appropriately. As always, this is a self-guided event. **We recommend you download the Ride with GPS route.** [https://ridewithgps.com/routes/46073614](https://ridewithgps.com/routes/46073614) The group stops a few times for slower riders to catch up. The distance will be 18.4 miles or shorter any time you are fully satisfied with biking for the day. For the E-bike Lovers group to be successful, we need to grow our membership carefully. Please feel free to invite other E-bike lovers, spread the word, and let's have fun. **Free Ride With GPS for E-Bike Lovers** Membership of the Ride With GPS E-bike Lovers club is now free as www.ebikelovers.com is generating sufficient income from ads to cover the costs. Here is the link to activate your free membership: https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN **More information about using GPS files:** https://ebikelovers.com/2021/03/15/download-our-trails-and-never-get-lost/ **More information about e-bike ranges:** https://ebikelovers.com/2020/12/31/e-bike-longer-and-happier-15-smart-strategies-to-reduce-your-e-bike-range-anxiety/ **DISCLAIMER** LIMITATION OF LIABILITY: TO THE FULLEST EXTENT PERMISSIBLE PURSUANT TO APPLICABLE LAW, NEITHER GREGORY MAASSEN, RICHARD CAMER, TRIP COORDINATORS, THEIR AFFILIATES, FAMILY AND FORMER AND CURRENT EMPLOYERS NOR ANY OTHER PARTY INVOLVED IN CREATING, PRODUCING, OR DELIVERING E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS IS LIABLE FOR ANY DIRECT, INCIDENTAL, CONSEQUENTIAL, INDIRECT, EXEMPLARY, OR PUNITIVE DAMAGES ARISING OUT OF A USER’S ACCESS TO, OR USE OF THE E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS. See for full disclaimer: https://ebikelovers.com/disclaimer

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant. *** Did you know that there are atheists everywhere?!?! You may not know it, but we are! We're in your schools, diners, police force, military, government, and some are even still in your churches! So come and join us and meet other local atheists, along with agnostics, heathens, humanists, skeptics, and anyone else who's 'hell bound'! Vision: a Central Ohio that accepts atheism as a viable alternative in all areas of public and private life. Mission: grow, support, and provide community for atheists in Central Ohio. Social meetings held most Tuesdays at a local pub/restaurant at 7:00 PM (and often into the wee hours). Attendees call themselves agnostics, skeptics, humanists, non-theists, deists or even theists. All attendees are welcome but should support our vision. Atheists of Columbus (AoC) is part of Omnipresent Atheists (OA). AoC members are invited to join this OA meetup and/or OA Facebook group ( https://www.facebook.com/groups/omnipresentatheists/ ) but are free to continue conversations on the AoC Facebook group ( https://www.facebook.com/groups/columbusatheists/ ). AoC was founded in 2012 as a networking, social group for Central Ohio area humanists, skeptics, atheists, agnostics, nonbelievers, freethinkers, and the curious. It was a member of Columbus CoR and held weekly meetings, mostly on Fridays, for several years but then operated as an online only group for some time. In November 2018, Omnipresent Atheists (OA), a group that routinely meets on Tuesdays, invited AoC to merge. Omnipresent Atheists is a member of the Columbus Coalition of Reason (ColumbusCoR.org). Omnipresent Atheists is a member of the Columbus Coalition of Reason ( http://www.ColumbusCoR.org ). Omnipresent Atheists endorses the mission of the Secular Coalition for America ( http://secular.org ).

We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows. **Presenter: Dilshad Nasirov** Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights. https://www.linkedin.com/in/dilshad-nasirov-4538431/ **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *Leading EDJE* for hosting our meetup! Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/ **THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/. **DIRECTIONS** 6515 Longshore Loop, Suite 300 Dublin, OH 43017 (3rd floor) **FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH **Want to sponsor the pizza and/or bar tab for a future meetup?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Jimmy V's Grill & Pub in Grandview Heights. We meet in the bar in the room on the right (the cigar shop). You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant. *** Did you know that there are atheists everywhere?!?! You may not know it, but we are! We're in your schools, diners, police force, military, government, and some are even still in your churches! So come and join us and meet other local atheists, along with agnostics, heathens, humanists, skeptics, and anyone else who's 'hell bound'! Vision: a Central Ohio that accepts atheism as a viable alternative in all areas of public and private life. Mission: grow, support, and provide community for atheists in Central Ohio. Social meetings held most Tuesdays at a local pub/restaurant at 7:00 PM (and often into the wee hours). Attendees call themselves agnostics, skeptics, humanists, non-theists, deists or even theists. All attendees are welcome but should support our vision. Atheists of Columbus (AoC) is part of Omnipresent Atheists (OA). AoC members are invited to join this OA meetup and/or OA Facebook group ( https://www.facebook.com/groups/omnipresentatheists/ ) but are free to continue conversations on the AoC Facebook group ( https://www.facebook.com/groups/columbusatheists/ ). AoC was founded in 2012 as a networking, social group for Central Ohio area humanists, skeptics, atheists, agnostics, nonbelievers, freethinkers, and the curious. It was a member of Columbus CoR and held weekly meetings, mostly on Fridays, for several years but then operated as an online only group for some time. In November 2018, Omnipresent Atheists (OA), a group that routinely meets on Tuesdays, invited AoC to merge. Omnipresent Atheists is a member of the Columbus Coalition of Reason (ColumbusCoR.org). Omnipresent Atheists is a member of the Columbus Coalition of Reason ( http://www.ColumbusCoR.org ). Omnipresent Atheists endorses the mission of the Secular Coalition for America ( http://secular.org ).

**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

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)