Big Data

**Agenda :** * 4.30 to 4.45 PM ET: Food and Networking * 4.45 to 5.30 PM ET: "Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition)" Hello Everyone! Please join us for our Feb 10th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided.** **Title:** Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition) **Description:** This session explores how the Model Context Protocol (MCP) can be used to connect AI models with real-world tools and data. Attendees will learn practical patterns for implementing MCP in production workflows and applications. Through examples and use cases, the session highlights how MCP enables more capable, context-aware AI systems. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

## **1 Million Cups Loudoun Workshop: How AI Can Work for Your Business** **Wednesday\, January 28 \| 9:00 AM – 10:00 AM** **Venture X Loudoun – Ashburn** Artificial Intelligence is no longer just a buzzword — it’s a practical tool that businesses of all sizes can begin using today. Join **1 Million Cups Loudoun** for a special **workshop-style presentation** led by **Victor Meer of AI Prime** and **Jay Jay Billings of Band Gap AI**, designed to help entrepreneurs understand how AI can realistically support their business operations. This workshop will provide: * A clear, practical overview of what AI actually is * Real-world examples of how businesses are using AI today * Insight into where automation can save time and reduce friction * Guidance on how to start leveraging AI without needing technical expertise Whether you’re AI-curious, overwhelmed by the noise, or ready to explore automation in your business, this session will help you think clearly about where AI fits — and where it doesn’t. As always, coffee, conversation, and community are at the heart of 1 Million Cups Loudoun. ### What Is 1 Million Cups? 1 Million Cups is a national program powered by the Kauffman Foundation that brings together entrepreneurs and community members for weekly conversations that educate, support, and inspire. Loudoun’s chapter meets on the 2nd and 4th Wednesdays of each month. Join us on **January 14 at 9:00 AM** for coffee, connection, and a meaningful conversation about reimagining after-school education in Loudoun County. **We look forward to seeing you there.**

We’re excited to bring the community together for an evening of learning and connection. This time, we'll have a community member 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, February, 10th 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: "Streaming Context: Powering Semantic Search with Kafka and Elasticsearch", by Sandon Jacobs, Developer Advocate at Confluent * 6:30 pm: Q&A * 6:40 pm: "Agent Builder: Providing Relevant Context for Data Driven Agents", by Joe Gentsch, Senior Solutions Architect at Elastic * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **"Streaming Context: Powering Semantic Search with Kafka and Elasticsearch"** As the de facto platform for event streaming, we’ve seen how data from Apache Kafka can easily empower basic keyword search. But let's be real, modern semantic search applications need *context* to interpret the real meaning and intent of a user's query. We could wait around for the next batch job to kick off and provide that context... *or* we could serve it up in near real-time right from our data streams. In this talk, we'll discuss how to leverage data streams from Kafka to power much smarter semantic search with Elasticsearch. We’ll follow a simple event from a Kafka topic and see how it transforms into a powerful vector embedding. Then, we’ll see this whole flow in action using a k-Nearest Neighbor search to instantly find similar items in milliseconds. While my code examples will be in Java or Kotlin using the Spring Boot and Spring AI ecosystem, FEAR NOT! The core concepts—getting data into a vector format via a stream—are totally language agnostic. Join us to grab a few practical ideas you can take and use in your next project! **"Agent Builder: Providing Relevant Context for Data Driven Agents"** What are agents? What is context engineering? Join us as we dive into the importance of context engineering for providing relevant information to agents, and how to build grounded agents using Elastic Agent Builder. **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

Dulles Code & Coffee is a collaborative community of software and technology enthusiasts seeking to learn, grow, and help each other. All skill levels are welcome. The concept is simple. Bring a laptop and ideas. We’ll provide coffee, tea, and donuts. Thank you to [BTI360](https://www.bti360.com/) for sponsoring this event. ## **Event Format** 1. At 9:15 everyone introduces themselves and briefly describes what brought them out this morning (project, homework, networking, etc.). 2. For the rest of the day folks work in the communal space, socializing and asking/giving help as desired. ## **Location** BTI360’s Office in Herndon The office is across from Worldgate, looking down on the toll road. ## **Address** 12930 Worldgate Dr, Ste 400, Herndon, VA 20170 [[map](https://goo.gl/maps/pF5ZrPUviX1vtmdSA)] ## **Logistics** * **Must be a U.S. Citizen to attend. Real ID verification is required.** * PARKING: Use the surface lot. All spaces marked MIII are open for parking. Please avoid Management spaces, State Farm and SP+ * ARRIVAL: Follow the signs from the front entrance to the freight elevator located in the parking garage on level P2. Take the elevator to Suite 400 (Floor 4). * How to find us video: [https://youtu.be/ohqFzyqiASE](https://youtu.be/ohqFzyqiASE) ## **Community Guidelines** We value the participation of each member of the community and want all attendees to have an enjoyable and fulfilling experience. To ensure a conducive environment, all participants are required to conform to our [code of conduct](https://github.com/DullesCodeCoffee/.github/blob/main/code-of-conduct.md).

Join us for another session of our study group as we cover the book Domain-Specific Small Language Models. In this session, we will cover Chapter 1 Large Language Models and maybe even start Chapter 2 Tuning for a Specific Domain. This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from here https://github.com/virtualramblas/Domain-Specific-Small-Language-Models/ ahead of time. We will be meeting at the North County Governmental Center this time that is across from the Reston public library.

**\*\*\*This group is filled. Check out our next departure on Feb 20, 2026:** **https://www.meetup.com/moretoexplore/events/310787716/\*\*\*** Gaze at the Northern Lights, enjoy a sleigh ride, be a reindeer herder for a day, learn about the Sámi culture, visit an ice hotel, catch a fish (or two) through a hole in the ice, taste some good Scandinavian delicacies, visit the ABBA museum...My, oh my! These are just some of the fun activities we are planning to do during this once-in-a-life time adventure! Like all our adventures, this one is crafted from the ground up with the true spirit of Meetup in mind. We handle every little detail before and during the trip, accompany and guide the group, creating a stress-free journey with a laid-back, friendly vibe. No big tour operators, no inflated prices — we work directly with locals to give you authentic experiences and unbeatable value. Come as strangers, leave as lifelong friends — and make memories that stick forever! ***We visit:*** * Stockholm * Kiruna (Lapland) * Helsinki * Copenhagen (optional extension) ***The trip includes:*** \* 2 nights in Stockholm \* A night train from Stockholm to Lapland in a private sleeping compartment \* 4 nights in Kiruna \* 3 nights in Helsinki \* Airfare from Kiruna to Helsinki \* Arrival and departure transfers \* Sightseeing tours in Stockholm and Helsinki \* Boat ride in Stockholm \* Food tasting in Helsinki \* Breakfast daily \* 2 dinners and 3 lunches \* Northern Lights Tour \* Jukkasjärvi Icehotel Half-Day Tour \* Full-Day Reindeer Tour \* Ice Fishing or Husky Sleigh Ride **Price per person, double occupancy: $4770** (we match roommates for those wishing to share) **Price for single room: $6320** ***Not Included:*** x Transatlantic Airfare (we can help you arrange that) x Meals not listed above x Tips and any personal and incidental expenses x Optional extension to Copenhagen The only way to secure your spot is a $500 deposit **\*\*\*Deposit link removed as this date is sold out. You can reserve your spot for our next departure on Feb 20, 2026 [HERE](https://www.meetup.com/moretoexplore/events/310787716/) \*\*\*** Deposit is refundable up to 90 days before the departure (less PayPal fees).\*\*\* Final payment due 60 days before departure\*\*\* ***[Click Here](https://forms.gle/MqXy8zWAB6pv2dW37)***[ and Fill out this Form if you are making a Deposit](https://forms.gle/MqXy8zWAB6pv2dW37) For a detailed Day By Day itinerary: **[Click Here](https://forms.gle/cQdqYw74gAYqphXX8)**[ to fill out our info request form](https://forms.gle/cQdqYw74gAYqphXX8) Limited capacity of 14 total. This trip will fill up extremely quickly. \*\*\*Airfare from/to the US not included\*\*\* **OPTIONAL EXTENSION TO COPENHAGEN offered at $590 per person/double or $785 solo occupancy (air from Helsinki to Copenhagen not included)** ***[Click Here](https://secure.meetup.com/messages/?new_convo=true&member_id=131297062)***[ to Message Direct to Anna with any questions including airfare quotes.](https://secure.meetup.com/messages/?new_convo=true&member_id=131297062) She can help you arrange the airfare and answer any logistics questions. [Click Here to see all our other fun events](https://www.meetup.com/CulturalArts/Events) SOT 2000318-10