Columnar Databases

**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’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

IMPORTANT PLEASE RSVP @ https://www.meetup.com/washington-dc-elastic-fantastics/events/312487028/?eventOrigin=group_upcoming_events \*\*\* **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

[Profs and Pints DC](https://www.profsandpints.com/washingtondc) presents: **“The Pagan Roots of Late Winter Holidays,”** a look at how ancient fertility rituals, Roman myths, and early challenges to Christianity gave us Valentine’s Day and Mardi Gras, with Larissa “Kat” Tracy, scholar of medieval literature, author of several books on the Middle Ages, and visiting assistant teaching professor of English at the University of Maryland, Baltimore County. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://www.ticketleap.events/tickets/profsandpints/dc-late-winter-holidays](https://www.ticketleap.events/tickets/profsandpints/dc-late-winter-holidays) .] On the surface, at least, the holidays we celebrate near the transition of winter into spring have confounding contradictions. The beheading of the pious Saint Valentine is commemorated with lovemaking. Fat Tuesday’s debauchery arose as a way for Catholics to brace for the abstinence of Lent. It all makes more sense, however, when we look back to seasonal celebrations in ancient Rome and Ireland, and account for Christianity’s knack for absorbing and incorporating earlier traditions and mixing them with a host of religious sentiments. Coming to DC’s Penn Social to help us make sense of it all is medievalist Kat Tracy. Having written extensively on the synthesis of Christian and non-Christian traditions in medieval literature and culture, she’ll be serving up an assortment of lessons about the strange and dramatic origins of this February’s holidays (sparing George Washington and the presidents, of course.) It’s a talk that will forever change how you think about the season’s celebrations. Dr. Tracy will talk about how the celebration of love associated with Valentine has its roots in the pre-Christian Roman celebration of Lupercalia—the February 15th Festival of the Wolf—when certain young men ran naked through parts of the city and tapped women with goat-skin whips dipped in blood out of a belief it would make them fertile. Also in the mix is the ancient Irish festival of Imbolc, the February 1st halfway point between the winter solstice and spring equinox, marking the beginning of spring and the season of rebirth. Christians there transformed it into the feast of Saint Brigid, whose story has been found to share common traits with a pagan Irish goddess of the same name. From there, Dr. Tracy will discuss how Mardi Gras and Carnivale are Christian extensions of earlier Yuletide rites that stretched well into February, filling the time between winter and spring. Her talk will leave you with a much richer understanding of how much the medieval world shaped our current lives. (Advance tickets: $13.50 plus sales tax and processing fees. Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image: Torch bearers at an Imbolc Festival in Marsden, England. (Photo by mrMark / Creative Commons.)

**🐍 🛢️ How To Sell Snake Oil (& Your Best Ideas)** Persuasive Speech Patterns with Dr. Ed Tori ***‼️In person at room 401-D at the Martin Luther King Jr. Memorial Library, 901 G St NW, Washington, DC*** **How do you get your ideas to land?** Have you ever heard phrases like “there’s no buy-in,” “they’re resistant,” or “this group will not move.” But what if resistance is not the problem? What if the issue is the way we communicate? In this lively, participatory workshop, **Dr. Ed Tori** will introduce you to a set of practical and surprisingly playful **persuasive speech patterns** drawn from his work in influence, hypnosis, storytelling, and behavior change. You will learn how people naturally shift into more persuasive communication when pressure is removed and creativity is sparked. At the center of the experience is a hilarious improvisational game inspired by the card game Snake Oil. Participants take on imaginative roles like zombies, pirates, or kindergarteners. Others must invent and pitch made-up products on the spot. The role-play creates immediate psychological safety and unlocks natural persuasive instincts you may not realize you have. Ed uses these moments to teach simple, powerful patterns you can apply to real conversations. **What you will explore** * Why people communicate more confidently and creatively when the stakes feel low * How persuasive speech patterns can transform conversations in facilitation, coaching, leadership, and team settings * Why resistance is often a signal of mismatched framing rather than unwillingness * How to speak to the human behind the role, label, or stereotype * How playful practice builds shared language, humor, and camaraderie among intact teams * How these patterns apply across contexts: healthcare, corporate environments, education, and family systems **What you will experience** * A fast-paced, interactive group exercise that helps you practice persuasive communication through play * Step-by-step teaching of speech patterns you can start using immediately * Opportunities to experiment, reflect, and compare approaches * Practical tools you can adapt for your own clients, teams, or classrooms **Who this is for** * Anyone who works with groups and wants their ideas to be heard. * Ideal for facilitators, coaches, consultants, organizational development practitioners, educators, designers, and leaders at any level. This session is especially helpful for people who work in environments where “resistance,” “lack of buy-in,” and “difficult stakeholders” are common refrains. **About the presenter** * Dr. Ed Tori is a physician, educator, and expert in influence and communication whose work blends behavioral science, improvisation, and hypnotic language patterns. He teaches leaders, clinicians, and teams how to help others think, feel, and act differently through ethical persuasion and intentional communication. His sessions are energetic, funny, experiential, and unforgettable. * NOVA Scribes has entered into a partnership with the IFVP: the International Forum of Visual Practitioners! This workshop is an IFVP Learning Lab. All IFVP members have access to Learning Labs at https://ifvpforum.circle.so/c/learning-hub/ This workshop will be recorded and posted on YouTube for anyone who cannot attend. You can find the YouTube link in the Comments section of this NOVA Scribes Meetup event once the workshop video has been uploaded to YouTube. You can find previously recorded videos at https://www.youtube.com/playlist?list=PLJfInZHmS8prj2_DUaJ35CYY8n7SzoPMJ We’re not charging for this workshop, but we will be asking for donations! Donations cover the costs of hosting events on Meetup, to honorariums for new graphic recorders, and scholarships. Please be sure you are registered on Meetup! If your Zoom name doesn’t match your name on Meetup, you will not be admitted. (We’ve had Zoom bombers.)

Join us for The Simmer Pot: Memories, Medicine, and a Lineage of Healing with author Anisha "Mama Moon" Newbill Wednesday, February 11th at 7PM in the Silver Spring Civic Building. Free event This is not only a book about medicine; it is a book about memory, about the wisdom that runs in the blood. It is the quiet knowledge that tells you how to cool a fever, how to clear a congested chest, and what to brew when the body feels weak. It is an inheritance passed down not in textbooks, but in the rhythm of daily life—in kitchens, in whispered reassurances, and in the steadfast certainty of a grandmother’s hands. It's about family and the tapestry that is known as healing. REGISTER ON EVENTBRITE: https://www.eventbrite.com/e/1981689618996?aff=oddtdtcreator About Our Presenter Anisha “Mama Moon” Newbill—a multidisciplinary artist rooted in the DMV—presents her debut literary work, a poignant synthesis of her talents as a poet, musician, and herbalist. This inaugural collection is more than a book; it is a carefully prepared offering that invites readers into her unique, rhythm-infused worldview, where the lyrical and the botanical gracefully intertwine.

**Match 1** For current members only: [This client is interested in meeting a feminine, grounded woman with a little bit of spice. He is a Dallas native, currently based in Dallas, and open to a nationwide search. He is 36, 6’1”, and has one child. He would love to be a girl dad within marriage, “but it has to be a special woman.”](https://www.instagram.com/p/DSqkFFLjx_k/) If you are an active member and feel aligned, you may reach out directly to be considered. This introduction is part of a private, curated process. For non-members: Inquiries require readiness to become a member and begin with a consultation. To be considered for this match, please text one photo, your age, and location to 917-451-6561 for initial review. Applicants must be attractive and physically fit. Please note: Not all inquiries will receive a response. [📅 To learn more about our matchmaking and coaching services, please schedule a consultation using this link.](https://thehelpmeetclub.com/join-our-database-of-singles/) **Match 2** For current members only: [We’re sharing a match opportunity for a male client in his 30s, based in the Dallas–Fort Worth area.](https://www.instagram.com/p/DSqkFFLjx_k/) He was previously matched with one of our New York attorney clients, and the connection was strong on both sides. ❤️ Unfortunately, neither party was willing to relocate due to close family ties and career commitments. As a result, he has asked us to introduce another match. He has been a great match across our database, with consistent mutual interest from past introductions. His matches often highlight his balanced personality, his ability to lead while also listening, and his calm, grounded presence. He is open, emotionally supportive, and respectful of a partner’s career and ambitions. He appreciates a woman who may be more extroverted, as long as she is grounded and self-aware. We are seeking attractive women who do not currently have children and who desire marriage and family. Our search is nationwide; however, we need women who are already in Texas or open to relocating to Texas. He is also open to relocating within Texas, including Houston, for the right match. This is a private, curated process. For non-members: Inquiries require readiness to become a member and must begin with a consultation. To be considered for this match, you may text one photo, your age, and your location to 917-451-6561 for initial review. [📅 To learn more about our matchmaking and coaching services, please schedule a consultation using this link.](https://thehelpmeetclub.com/join-our-database-of-singles/)

Join DC Polyam at our monthly weekday social. Come by yourself, invite your friends, your partner(s), and even your entire polycule! Come join us from DC proper, Maryland, or Virginia; we welcome all people from all aspects of life and relationship dynamics. Metrobar has non-alcoholic options for those that don't want/don't drink alongside usual food trucks for eating options. Follow us on Instagram and join our Discord @DCPolyam We always enforce a set of house rules in order to maintain a safe space: * **Respectful Behavior** towards hosts and other guests is required; anyone who violates these rules may be asked to leave the event. * **Expectations:** Check your expectations at the door. Being at this event does not signal sexual availability or indicate any aspect of sexual orientation. Our events are about developing friendships and connections within the community. This is a no cruising event, in order to maintain a comfortable atmosphere for our guests. * **Safe Spaces:** We strive to create a safe space for people of ALL identities, including those who do not identify as polyamorous. * **No photography, video, or recording** of any kind is allowed **without prior verbal consent** of all parties involved. * **Verbal Consent:** Please be sure to ask and wait for a yes before hugging or initiating any physical contact, and encourage each other to speak openly about consent and personal boundaries. This helps foster a culture where personal boundaries are supported and attendees are empowered to speak confidently of their limits. (i.e. “Can I give you a hug?” “No thank you, but I would love a handshake.”) If you have any questions please feel free to reach out!

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/) Or Text Todd: 614-774-8146

**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 **Abstract** TBD **YouTube Link** TBA

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/