Data Pipelines

**AI-Supported Creative Exploration** *For Unassuming Intuitives & Practicing Creatives* (Please note that this event has not been organized or endorsed by The Writer's Center.) This meetup is part of AI as Creative Partner — A Practice Group, a set of open, non-sequential creative labs you can join at any point. We use AI as a thinking partner—not to replace your ideas, but to help surface and shape them without overthinking or pressure. You bring fragments—ideas, impulses, unfinished concepts. With AI as a supportive collaborator, we explore how those fragments can become clearer, more coherent, and ready to share if and when you want to. No technical background is required. If you can talk or type, that's enough to work with AI here. This session is intentionally low-commitment and flexible: * Arrive late or leave early * Work quietly or observe * Ask questions, or simply watch the process unfold There's no presentation and no expectation to finish anything. Showing up as you are is enough. **FROM FRAGMENT TO FORM - AN OPEN AI STUDIO** Many creative ideas don't arrive as "projects." They arrive as fragments, moods, or something that won't leave you alone. This open studio is a place to gently explore those fragments using AI as a thinking partner—without forcing clarity too soon. You're welcome to work, observe, arrive late, or leave early. This is a calm room for unfinished ideas. **HOW TO FIND US** Look for the room with the door open on the lower level. Look for the guy with the screen projector and ambient light and sound. Feel free to just walk in and settle. **(*This is an independent meetup using rental space at The Writer's Center. The Writer's Center has not organized or endorsed this event.*)**

Let’s get together for a short walk through park and neighborhood. Paved and unpaved trail

Our NEIGHBORHOOD GEMS series features emblematic meals from around the world. This series shines a light on local restaurants and is designed to bring together inquisitive foodies and dishes that are unique and oh so worth a trip on roads less traveled! Join us for playful Indian-ish food at the communal table at ***Tapori*** ! **Eater DC** On March 12, two days before the H street's anticipated South Asian restaurant opened, head chef Baburam Sharma finally touched down in D.C. After developing Tapori's menu over Zoom for over a year, months of visa delays, and over 20 hours of travel from Nepal, Sharma headed directly from his hotel to the Northeast kitchen that executive chef Suresh Sundas had built for them I just put my luggage in the room and came here, and we started prep,” he recounted. Sundas, who has been recognized by the Michelin Guide for his inventive cooking at neighborhood spot Daru, says that he and Sharma immediately clicked. They had been workshopping a complex menu spanning popular street foods from all over India and their shared birthplace of Nepal while 7,000 miles apart. But once they were together, those dishes evolved even more. From workshopping new ingredients, like pesto and pine nuts in the fragrant mushroom pilau, to finally having Sharma’s expertise on South Indian techniques, they began to perfect Tapori’s key dishes. These three represent their commitment to recreating South Asian street foods from distinct regions in an American kitchen: momos from Nepal; dosas from Tamil Nadu; and bison phav bhaji from Mumbai. **Jhol Momo** \- Sharma explains that while there are only two Himalayan snacks on the menu\, one of them had to be a momo\. “The most selling item in Nepal is the momo\,” he said\. “You will find the momo everywhere\, every state\.\.\. even in India\.” The steamed dumplings from Nepal and Tibet are usually filled with vegetables or minced meat, traditionally chicken, pork, or lamb. For Sundas, the lesser known wagyu beef momo at Tapori is an homage to a food memory from 45 years ago that still haunts him. A momo shop a block away from his father’s business was his daily indulgence while growing up in Nepal. He still smiles as he describes “the smell of that momo… Oh my god.” He’s been trying to recreate that “texture of the wrap” and meat filling ever since, but he’s never been able to without those “pure local ingredients.” So he decided he would do something more original. Instead of a small bowl of richly flavored broth sometimes served beside momos in Nepal, the wagyu beef momos at Tapori come swimming in a chicken stock that is simmered for four hours and seasoned with Nepalese session peppers, garlic, and leeks. The wagyu filling is seasoned simply as well, with chili, ginger, cilantro, and a little soy sauce. The similar seasonings meld together the two different proteins, while a bit of cilantro oil drizzled on at the end cuts through the rich flavors. **Podi Masala Dosa** \- Sundas was laser\-focused on producing the best dosa possible: “Every single day we are working on it together\,” he says\. He had started his culinary career in D\.C\. in 2007 working at South Indian restaurants and he knew that he had to show diners “the taste of a very authentic dosa\.” He found many dosas in the District were more crepe\-like\. They were missing that sour fermented flavor and thin texture with a satisfying crunch\. That’s where Sharma came in\. He had started his career in five\-star hotel kitchens in the southernmost state of Tamil Nadu and had made dozens of dosa almost daily for 15 years\. They create Tapori’s creamy and fermented batter over two days. The process of soaking the lentils and rice for at least four hours and cleaning the grains 10 to 12 times is repeated twice before they are ground up in a specially-ordered, massive dosa grinder from India, which they converted themselves to work with an American power grid. Salt and sugar are added for an eight-hour fermentation period to keep the batter at room temperature overnight. Sundas and Sharma are also grilling up each dosa at Tapori right now, expertly spreading out and flipping 40 to 50 a day with an “intuition” that comes with years of practice. The flavor punch of podi masala, a combination of seeds and spices known as gunpowder seasoning, plus a potato filling and nutty ghee that are added to the batter as it fries up on their grill. It’s served with an array of stews and coconut chutney, though that crispy texture and spicy, fermented flavor makes it easy to eat on its own. Sundas says that labor intensive process pays off when Indian and Indian American diners tell him that the dosa is “exactly how they got it in India.” **Bison Phav Bhaji** \- Tapori is named after rowdy Mumbai street culture\, so it had to include the city’s favorite internationally\-influenced street food: phav bhaji\. The hearty snack is comprised of buttered buns \(originally from Portuguese immigrants\) and stewed potato and pea curry\, but Sundas wanted to create a flavorful meat version that stood out from the chicken or fish dishes on the menu\. After trying to source local water buffalo meat from West Virginia, he finally settled on bison from Texas that’s cooked down with tomato paste, onion, minced garlic, green chili, and cumin paste. Cilantro and butter are added after a little over a half hour of stewing to balance out the heavy umami flavors. The buns add even more butter to the mix with a recipe that was developed in-house. The chefs are proofing and baking the buns themselves on Tuesday and Wednesday, with the total process taking about three hours. On busier weekend shifts, artisan wholesale bakery Uptown Bakers makes buns based on the Tapori team’s original recipe. Why create your own buns half the week when you have a great supplier? It’s the same reason that Sundas and Sharma fold fresh momos if they run out of their prepped dumplings after a long night of service. They’ll dig into the dough and wagyu filling they saved for the next day instead of saying they’re sold out, because they’re devoted to making each dish perfectly for every customer that walks through Tapori’s door. **Check out the menu** [here](https://www.taporidc.com/menus) Separate checks will be arranged in advance. All diners will settle their own tabs. We ask that ALL folks honor their RSVP. If you are unable to attend after sending in a YES, please update your status so that others may join and help us support local businesses. In the event our group incurs a fee for no-shows / late cancellations, your ability to RSVP for future events will be restricted. Thank you in advance for your understanding. To enhance the opportunity for great conversation, we will continue to limit the group size. Please feel free to sign-up to meet us along with up to 4 friends. **\*\*** **WAITLIST:** Meetup does not allow waitlists for paid events. *If this event fills and you would like to be added to the waitlist, please send a note to the host through the Meetup app. **\*\**** In the future, we will vary the days of the week and the types of restaurants to keep events interesting. PLEASE MAKE SURE YOU ARE COMMITTED TO GO WHEN YOU RSVP FOR THIS EVENT. Feel free to make suggestions for future meet locations. \*\* The small non-refundable registration fee helps us share the cost associated with the Meet-Up platform ($360/yr) and reduces the likelihood of no-shows, allowing us to better plan our events and accommodate all participants. Meetup charges $0.51 and Paypal charges $0.53 on the $2 registration fee. Thanks in advance for your understanding!\*\* If you are unable to join us in February, we hope you'll stay interested and join us for a meal in the future. Looking forward to catching up with you for a delightful dinner at Tapori!

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/arlington-va/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

Want to mess with some electronics? Or perhaps contribute to HacDC's main group project? HacDC's latest event brings hardware projects to the community. We will focus primarily on the main project (Space Blimp!) but please feel free to bring some of your own projects to show off and work on!

If you’re a dad over 35, you probably feel it: * Your energy isn’t what it used to be. * Work stress drains you before you even get home. * The weight has crept on around the middle. * Your kids still have endless energy, but keeping up with them feels harder every year. And deep down, you know your family looks to you as the example. If you’re running on empty, short on patience, and out of shape, that’s the standard you set at home. The **D.A.D.S. Program (Dads Achieving Discipline & Strength)** was built for men like you. Ordinary guys with jobs, families, and full schedules who want to: * **Reclaim strength** so you feel capable, athletic, and confident again. * **Boost energy** so you’re sharp at work and fully present with your family. * **Drop the aches, stiffness, and sluggishness** that make you feel older than you are. * **Find balance and accountability** by training alongside other dads in the same fight. * **Crush male loneliness** by connecting with men who “get it” and have your back. Here’s the best part: You don’t need to be a seasoned gym rat. This is designed for **beginner to intermediate exercisers**—dads who may have been out of the gym for years or have never had a structured program, but know it’s time to get serious. Monday, Wednesday, and Friday mornings, we’re hosting **Meet-Up Workouts from 6:00–6:45 AM.** No strings attached. Just one powerful hour that could be the turning point in your health, energy, and family life. There are only **8 spots available**, and once they’re gone, they’re gone. Location: Revolutionary Fitness - 215 N. Payne St., Alexandria, Va 22314 Every Monday, Wednesday, & Friday from 6:00–6:45 AM To claim your spot, call/text 703-783-2316 or email sign up directly at [https://go.thefitrevolution.com/dads](https://go.thefitrevolution.com/dads) Stop putting yourself last. Take this hour, and give your family the stronger, sharper, healthier version of you.

Details Location: Crimson Whiskey Bar (Downstairs Bar, Not Rooftop) The purpose of Thinkers and Drinkers is to facilitate casual but meaningful and interesting conversations with other people in a face-to-face setting. The topics cover a wide variety of issues and are different for every meeting. While conversations may get heated at times, we ask that all members be respectful of each other and refrain from personal insults. Topic: Trust in Institutions Across much of the world, trust in major institutions, including government, media, corporations, courts, universities, and science, appears to be shifting. Surveys often show declining confidence in public institutions, while at the same time people continue to rely on them for stability, information, and coordination. Recent years have included disputed elections, misinformation concerns, public health crises, economic disruptions, and rapid technological change. These events have raised difficult questions about credibility, legitimacy, and accountability. Some argue that skepticism toward institutions is healthy in a democracy, encouraging transparency and reform. Others worry that widespread distrust can weaken social cohesion and make collective problem solving nearly impossible. Major surveys and studies on institutional trust include: • Pew Research Center, Public Trust in Government: https://www.pewresearch.org/politics/2024/04/30/public-trust-in-government-1958-2024/ • Edelman Trust Barometer (annual global survey): https://www.edelman.com/trust/trust-barometer • Gallup, Confidence in Institutions: https://news.gallup.com/poll/1597/confidence-institutions.aspx • World Values Survey, Trust indicators across countries: https://www.worldvaluessurvey.org Historically, periods of low institutional trust have sometimes preceded major reforms or political realignments, while in other cases they have contributed to instability or authoritarian backlash. Understanding when distrust is justified, and when it becomes dangerous, remains an open question. Questions to Consider • What factors most strongly shape trust in institutions, performance, transparency, shared identity, or something else? • Is declining trust primarily a problem, or can it be a healthy corrective? • Are some institutions, such as courts, science, or local government, more deserving of baseline trust than others? • How should societies respond when large portions of the public lose faith in elections, media, or public health guidance? • Can trust be rebuilt once it is lost, and if so, how? • Does technology, especially social media and AI, strengthen or weaken institutional legitimacy?

This meetup is designed to be an open forum amongst our community. We intend for it to be an opportunity for members to showcase what projects we've been working on this year related to Linux and AWS. If you are a current (or aspiring) professional looking for a practical way to build your experience with Linux and cloud computing, this event is for you! About us: Respect The Tech is an organization focused on information technology education and innovation. Our mission is to innovate technology education through virtual labs and gamified training. All of our team members are experienced professionals in the cybersecurity and cloud computing field. We are based out of the DMV and aim to serve the DMV with the same tools that enabled us to be successful with technology. *** Requirements: A functional laptop AWS account created and ready to use (free tier recommended)

**Blind Dating Night – Ages 20s–30s – Main Singles Event** **We promote across multiple platforms** — so the actual turnout is always bigger than just Meetup! 📣 Ready to meet singles face‑to‑face? 😊 **[🎟️ Get Your Ticket Here:](http://www.datemap.net/dc)** **[www.datemap.net/dc](http://www.datemap.net/dc)** ❗Tickets usually sell out about 1 week early. 💰 Full refund available up to 24 hours before the event. **💖 WHY JOIN OUR SPEED DATING EVENTS 💖** – ✅ **Balanced 50/50 gender ratio** — carefully managed through limited tickets ⚖️ – ✅ **Professional host runs the event** — you can simply enjoy the experience 😌 – ✅ **Warm, welcoming, and low‑pressure atmosphere 🙂** – ✅ **Afterparty included** — another opportunity to reconnect and continue conversations 🎉 **👥 FIRST TIME? HERE’S HOW IT WORKS 👥** – You’ll chat with each person for **5 minutes** at your table. – A bell rings 🔔 – **Men rotate to the next table.** – You meet someone new and continue the process. 📍 **LOCATION** The private venue details are emailed to you immediately after ticket purchase. 📍 **🔥 WHY PEOPLE LOVE SPEED DATING 🔥** – 👋 **Meet real people instantly** — no apps, no endless messaging – ⚡ **Feel real chemistry quickly** — know your connection in minutes – ⏱️ **Simple, guided format** — no awkward approaches needed – 🎯 **Meet many quality singles in one evening** — efficient and exciting **[🎟️ Get Your Ticket Here:](http://www.datemap.net/dc)** **[www.datemap.net/dc](http://www.datemap.net/dc)** ❗Tickets usually sell out about 1 week early. 💰 Full refund available up to 24 hours before the event. **Questions?** Send me a message anytime 💌 **Looking forward to meeting you there!** 😊

In a Family Constellation workshop, your inner landscape is brought out of abstraction and into a living form. Rather than staying trapped in the loop of mental analysis, your issue is externally mapped into physical space, allowing you to see it as a three-dimensional field of relationships, forces, and movements. This spatialization creates an immediate, intuitive grasp of dynamics that are often invisible when held only inside the mind. As representatives embody elements of your system, unconscious material begins to speak through sensation, posture, emotion, and impulse—revealing hidden loyalties, interrupted bonds, and frozen patterns. What emerges is not a story about the problem, but a direct encounter with its structure. Family Constellation work operates as a post-modern, neo-shamanic ritual technology—an energetic container that the ancient layers of the psyche recognize and respond to. It bypasses excessive verbal processing and speaks in the language of image, body, and field, often landing with a depth and impact beyond talk therapy alone. This modality doesn’t just uncover wounds; it reconnects you to inner resources—strength, belonging, dignity, ancestral support—that were always present but obscured. From this place, genuine movement becomes possible. The work tends to feel less like “fixing” and more like remembering who and what you already are, creating conditions for profound healing, clarity, and moving forward. Randy Goldberg, LMT is a graduate of the DC Hellinger Institute, and of advanced studies in Family Constellation with Heinz Stark of Germany. He is a former Yoga monk, Craniosacral therapist, and a world-renowned astrologer (both Western and Vedic) interviewed by the Washington Post, NPR, and CNN. He has facilitated Family Constellation therapy for individuals and groups for more than 20 years. More information at www.randygoldberg.org ; 202-380-6850 or randygoldberg.org@gmail.com Febuary 21st Saturday 1-5pm at the TEAL Center in Arlington VA $65 4001 9th Street North, Suite 230 Arlington, VA 22203 To register, go to https://www.wellnessliving.com/rs/event/teal_center?k_class=870820

Hello Everyone, Thank you so much for joining us for our **Valentine’s Mystery Social**! It was truly a pleasure to host such an intentional space for all of you to connect as "souls" rather than just titles and paychecks. We heard your feedback loud and clear: you all wanted more time to connect after the opening icebreakers! We have noted this and look forward to hosting several more of these sessions for our private clients throughout the year with even more space for deep discussion. ### **🔥 TODAY ONLY: Elite Match Alert** We have just added two profiles, a powerhouse Jack and Jill **brother and sister duo**—both exceptional catches: * **The Sports Agent (Male):** A high-achieving, family-oriented professional who embodies the values of our community and the legacy of his upbringing. * **The Powerhouse Attorney (Female):** A stunning attorney and active actress who is a true "Jack and Jill" legacy. She balances a high-stakes legal career with a passion for the arts. **Follow us on IG:** For our most up-to-date match alerts and event BTS, make sure you are following us on Instagram @helpmeetclub **Saturday Appointment Available:** We have **ONE** consultation opening available for this Saturday. This is first-come, first-served for anyone ready! **Consultation:** To celebrate these new additions, use code FRIENDS20 at checkout for an **[additional $55.55 off](https://thehelpmeetclub.com/join-our-database-of-singles-form/)**[ ](https://thehelpmeetclub.com/join-our-database-of-singles-form/)our current consult special. **This code is valid TODAY ONLY.** ### **Action Required: Selection Form** Please submit your final selections by the **end of today**. As a reminder, we only facilitate a "Double-Yes" match (where both parties select each other) or reach out if you have specifically marked that you are open to hearing from others. ### **Membership Updates** We are committed to the quality of our community. To that end, we have decided to make some adjustments to our membership structure: * **Database Services:** We will no longer allow women to join our database as a standalone service. * **The Reason:** It is undeniable that the women who complete our **Readiness Process** stand out and make exceptional partners. It is only fair that they are rewarded with exclusive access to our socials and curated community. On that note, if your database membership is currently expiring, please let us know and we will re-enroll you at 50% off your annual database membership fee.

## Details MoCo Code and Coffee is an inclusive, informal, co-working session. We're community-led and community-run by devs, for devs. People of all skill levels are invited. Especially new devs! Bring a laptop, ideas, and we'll provide the coffee and snacks. **Here's how it works** At 2:30pm, everyone introduces themselves and briefly mention what brought them to Code & Coffee today (project, homework, networking, etc.) Round 1: 1. Your name 2. What you're working on 3. What you can help others with Round 2: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. Round 3: * Community events you wanna plug. If none, that's cool too. **After the introduction circle, everything is self-organized!** 1. For the rest of the day, folks work on their projects, providing one another with help, and/or socialize. It's fully up to you. **Location** We will be at the Rockville Science Center, right across from the library in The Square at Rockville. Note this is NOT the makerspace location, but the other one near the Garage B entrance. 36 Maryland Ave C, Rockville, MD 20850 The event will be held at a spacious science center with plenty of tables and chairs. Light refreshments (coffee and tea) and snacks will be provide. **Parking** * Rockville Town Square garages up to 90 minutes of free parking. Parking at the Rockville Metro station would be free on weekends. **Public transit** * Located near near the **Rockville** metro station (Red Line).

​​​​​​**A free, public workshop—no technical background needed** ​​​​​​In just the past 8 months, AI has advanced at a pace that stunned even leading experts. These systems aren’t science fiction anymore—they’re reshaping work, relationships, and even crime in real time. ​​​​​​This workshop explores where AI may be in the next 1–5 years and what that means for your daily life. Together, we’ll tackle urgent questions like: * ​​​​​​**Jobs**: Could AI lead to mass unemployment—or entirely new kinds of work? * ​​​​​​**Crime**: How might AI supercharge scams, hacking, and even physical crime? * ​​​​​​**Companions**: Will people form deep emotional bonds—or even romantic relationships—with AI assistants? * ​​​​​​**Society**: How do top researchers think these trends will shape our future? ​​​​​​**What you’ll get:** * ​​​​​​A fast-paced, beginner-friendly overview of today’s most powerful AI systems * ​​​​​​Live demos that reveal both the breakthroughs and the risks * ​​​​​​An interactive forecasting exercise where you’ll test your own predictions about AI’s impact ​​​​​​Come ready to explore a future arriving faster than most people realize—one that could transform not just how we work, but how we trust, connect, and even love.

In a Family Constellation workshop, your inner landscape is brought out of abstraction and into a living form. Rather than staying trapped in the loop of mental analysis, your issue is externally mapped into physical space, allowing you to see it as a three-dimensional field of relationships, forces, and movements. This spatialization creates an immediate, intuitive grasp of dynamics that are often invisible when held only inside the mind. As representatives embody elements of your system, unconscious material begins to speak through sensation, posture, emotion, and impulse—revealing hidden loyalties, interrupted bonds, and frozen patterns. What emerges is not a story about the problem, but a direct encounter with its structure. Family Constellation work operates as a post-modern, neo-shamanic ritual technology—an energetic container that the ancient layers of the psyche recognize and respond to. It bypasses excessive verbal processing and speaks in the language of image, body, and field, often landing with a depth and impact beyond talk therapy alone. This modality doesn’t just uncover wounds; it reconnects you to inner resources—strength, belonging, dignity, ancestral support—that were always present but obscured. From this place, genuine movement becomes possible. The work tends to feel less like “fixing” and more like remembering who and what you already are, creating conditions for profound healing, clarity, and moving forward. Randy Goldberg, LMT is a graduate of the DC Hellinger Institute, and of advanced studies in Family Constellation with Heinz Stark of Germany. He is a former Yoga monk, Craniosacral therapist, and a world-renowned astrologer (both Western and Vedic) interviewed by the Washington Post, NPR, and CNN. He has facilitated Family Constellation therapy for individuals and groups for more than 20 years. More information at www.randygoldberg.org ; 202-380-6850 or randygoldberg.org@gmail.com Febuary 21st Saturday 1-5pm at the TEAL Center in Arlington VA $65 4001 9th Street North, Suite 230 Arlington, VA 22203 To register, go to https://www.wellnessliving.com/rs/event/teal_center?k_class=870820

**NEW LOCATION: 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). Lonnie Morgan will be presenting information about the DLT Library. "The Python library `dlt` provides a powerful [REST API toolkit](https://dlthub.com/docs/dlt-ecosystem/verified-sources/rest_api/basic) to ingest data. Combined with our [LLM scaffolds](https://dlthub.com/workspace) and [MCP server](https://dlthub.com/docs/hub/features/mcp-server), you can build a custom connector for any of the 8k+ available sources in 10 minutes by following this guide. Building with LLMs is an iterative process. We will follow this general workflow and give practical tips for each step." See Our [Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share. 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)

**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** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

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

Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free! This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!