Automated Machine Learning

# 🚀Ready to level up your cybersecurity game? **Join Cloudforce on Thursday, February 26 at 5:00 PM** for **Cybersecurity in the Microsoft Cloud**, a focused session on the core security essentials every organization needs to protect its cloud environment. As threats grow more sophisticated and AI-driven attacks become the norm, understanding the fundamentals of securing Microsoft 365 is critical. This session will walk you through the practical building blocks of a strong security foundation—ensuring your identity, data, and collaboration tools remain protected. **Event Details:** **📅 When:** February 26th\, 2026 \| 5:00 PM – 7:00 PM **📍 Where:** Cloudforce HQ: 120 Waterfront St, Suite 500 · National Harbor, MD 🎤 **Speaker Lineup:** * Corey J\. Lee \| Security CTO at Microsoft * Hasib Munib \| Microsoft Certified Trainer \(MCT\) \- Azure Infrastructure & Security Consultant * Rhoddy McKown \| Cloud Security SME\, Unit Lead at Cloudforce * Husein Sharaf \| CEO & Founder at Cloudforce ✨ Don’t miss this chance to connect with peers, share ideas, and get inspired for the year ahead. **✅ RSVP today to claim your spot!** **Questions?** Reach out at events@gocloudforce.com

For the first half hour of class, beginners will learn 5 organ & spirit enlivening qigong exercises. After a brief meditative walk, beginners will learn the first of six section of Lao (old) Yang tai chi chuan as taught by Teacher Lu Hung Bin. Remember to wear comfortable loose-fitting clothing & flat comfortable shoes. For more information, call 301-466-5894 or email: info@dancinginsilence.com

In an era focused on scalable efficiency, the pursuit of absolute service consistency is often seen as the ultimate goal. But what is gained and what is lost when service offerings are entirely predictable? Does aiming for uniformity stifle necessary adaptation and human connection? Join us for an intimate discussion exploring the often overlooked trade-offs of **service consistency**. We'll dive into when consistency builds “trust and reliability”, and when it becomes “a barrier to designing flexible, empathetic, and truly customer-centric experiences”. **#ServiceDesign #ServiceConsistency #ServiceManagement** **What’s a Service Design DC salon?** Our salons are an excellent opportunity to connect with fellow designers, engage in meaningful conversations, and gain fresh perspectives on the evolving landscape of our field. Space is limited to ensure an intimate atmosphere and encourage deeper conversations. Whether you have been to a past salon or will be a first timer, we’d be happy to have you join this group discussion of service design practitioners and enthusiasts in the Washington D.C. area! **Evening Agenda** * 6:00 P.M. - Doors Open / Socializing \* * 6:30 P.M. - Salon begins * 8:00 P.M. - Salon Wraps up \*We will provide light refreshments, including food and drinks, during the salon. **Note about RSVPs:** * Due to the limited number of available spots, we kindly request that you update your RSVP if you are unable to attend so others may have the opportunity to join. Thank you for your understanding. *** Many thanks to our host and sponsor, **Technical Assent!** *At Technical Assent, we believe that government can be a platform for service innovation where services can be designed to be more relevant to customers, more reliable, and delivered at a lower cost.* *Our company exists to build high-performing government service organizations — government-to-citizens (G2C), government-to-government (G2G), and shared services. Our approach is unique in that we improve service performance from the bottom-up, starting with customer experience. We use that insight to design and modify the talent, tools, and technology that deliver government services to each customer. Technical Assent is a Service-Disabled Veteran Owned Small Business appraised at CMMI-SVC Level 3.*

**Tomorrow's hike is cancelled due to iffy weather. Expected reschedule date is April 4, 2026.** This is the third hike along the original boundary line between the nation’s capital, Virginia, and Maryland. See stones placed every mile along the boundary survey line in 1792. These stones are the first federal monuments in the nation’s capital. Initially, we will hike a short distance along the Capital Crescent Trail to view NW Stone 4, which is on Delcarlia Reservoir grounds. We will come back to our meeting location and hike north along Norton Street and Loughboro Road (restroom opportunity at Sibley Hospital) to Delcarlia Parkway. We will hike a short distance along Delcarlia Parkway and then on Spring Valley neighborhood streets to Warren Place and Delcarlia Parkway, where we will get you as close as we can to the location of NW Stone 5, which is also on Delcarlia Reservoir grounds. We will hike Spring Valley neighborhood streets to Massachusetts Avenue and Western Avenue at Westmorland Circle, and then on sidewalks along Western Avenue (NW stones 6, 7, and 8 are in front yards along Western Avenue), on trails through the northern portion of Rock Creek Park(NW 9 is adjacent to the park), and on sidewalks along streets in Silver Spring (North corner stone is just south of East-West Highway, west of 16th Street) to the Silver Spring Metro Station. Total distance is approximately 10.5 miles. We will meet 9:30 am, Thursday, February 26, 2026, at the connector trail to the Capital Crescent Trail (Norton Street and Potomac Avenue NW). Parking is available in the area. Public transportation to and from the hike works. If you drive, you can take metro and a bus back to your vehicle. Occasional restroom opportunities are available along the hike route. Bring water, lunch or snacks, and dress for the weather. Sun protection (such as hat & sunglasses) is recommended if the weather is sunny or partly sunny. All participants must sign a liability waiver at the start. SCPRO requests a voluntary donation of $2 per person to help support our all-volunteer program. You need not be a Sierra Club member to participate, but if you'd like to join, go to: [http://www.sierraclub.org/virginia](http://www.sierraclub.org/virginia).

***In Person Location:*** Rockville Library, second floor meeting room (Collaboration Room 3). We are experimenting with a new virtual join link - [https://meet.jit.si/mocomakers](https://meet.jit.si/mocomakers) If you can make it in person, that's always recommended! Let's resume repeated full end-to-end testing cycles and continue to iterate our design and resolution. We are getting close. Our community is building (and documenting for other teams) how to build a scanning tunneling microscope using a mix of common and 3D printed parts. This will allow us to scan and visualize a single atom - an ambitious we are doing over the course of a few months. The MoCo Makers community is one of the most innovative and competent groups in Maryland, and we've done everything from [publishing cancer research](https://pubmed.ncbi.nlm.nih.gov/38136356/), to [launching products](https://www.kickstarter.com/projects/gotim/cozy-curvy-multi-contour-pillow), [winning grants](https://covidinfocommons.datascience.columbia.edu/awards/2014255), and inspiring thousands. Now our biggest challenge yet has appeared. We are building a Scanning Tunneling Microscope, that will allow us to scan and visualize single atoms. Does it sound hard? Perhaps.. However! I have every confidence that we are now operating at a level were we can take on this mean, cross-functional project. We continue to build on our past successes, and a key technology we previously applied was increasing the signal of small voltages using OpAmps - which we did during our custom pH Probe project - [https://www.mocomakers.com/ph-probe/](https://www.mocomakers.com/ph-probe/) \- That technology is exactly what we need to get this machine working\, and at a high precision\! To get a better idea of what we are doing, see our reference project here: [https://www.youtube.com/watch?v=7N3OqTEq08g](https://www.youtube.com/watch?v=7N3OqTEq08g) All starting CAD, code, and reference files should exist. However, let's be the first Maker community to document the build process and share it with learners around the world. We have a bit over $2,000 in materials costs, so if you want to sponsor this project, and get banners at events with 20K attendees, and access to our email broadcast of 30K members, please contact matt@mocomakers.com We are also open to university, lab, or community partnerships so feel to reach out if you want to be part of this project. Together, we can do incredible things. ***In Person Location:*** Rockville Library, second floor meeting room (Meeting Room 3). To Join Virtually: https://meet.jit.si/mocomakers

A weekly networking meeting where we have a lot of fun and of course, meet other busy professionals!

7:30- 8 AM: Networking and Chit Chat 8 AM - 9 AM: Presentation and Q/A Topic: Making Data Actionable for AI Presenter: Dustin Wolfe Description: Lineage, Context, and Quality are table stakes for data science. Glossary, Ontology, Metadata are growth and operations accelerators

Join us for a pickup on a weekday! There will be little snowy and wet field but we still plan to play. Group is relatively small which means you will get to show your skill and run quite a bit ! It is a co-ed game and open to all. Once the players limit is reached, no player will be admitted into the game. We already got a number of players (10) confirmed OFFLINE as guests of Host(s) through Signal. *Those in waitlist will be moved to the confirmed list only when spot becomes available.* *Also the **games RULES** below, fair play and camaraderie must be followed*. ⚽ It is a friendly game, no slide or back tackling, no rough play, and no greedy play or coaching. ⚽ Join the **Signal group**, Download ***[Signal app](https://signal.org/download/)*** and ***[join the Signal group](https://signal.group/#CjQKIBolYKIpshcX_ooOu_fmV7xlbEeJm5zBZ6_V8uTiuFNOEhAk5KeXU1QFVt39OBRP106d)*** for the game day updates. *Firstcomer, SEE the host to approve you to join the group*. ⚽ No groupism or favors, everyone gets to play without regard for the level be it starter, intermediate or advanced. One must pass ball to appropriate fellow players without favors or preference to a particular player(s). ⚽ It is expected to change positions, no one is permanent striker or defense, make sure you circle around and give chance to everyone to experience the game fully. ⚽ Bring WHITE as well as DARK jersies (and ball too if you can). ⚽ Send DM to host(s) on Signal if you have questions. ⚽ Look out for the changes in location of the field in case we would have to change the field. ⚽ Change your RSVP if needed. More than two no shows after RSVP will be banned for next games. If you need to cancel, do so at least 3 or 4 hours before the game. We do not want to have a low turn out due to last minute cancellations or no shows. ⚽ Additional guest must RSVP themselves to ensure personal accountability in case of no shows. ⚽ We typically post the updates on Signal and MeetUp. We may get some players confirmed OFFLINE so it is likely we may get at least 8v8. We limit the RSVP slots to avoid being a large group. If we will have enough players, we will have second game too. Be mindful of heavy traffic on the day and parking challenges of a typical city! Text 510- 394 29 three nine if have any question unanswered from above.

*theme:* **DIY Group Psychoanalysis "Deeper Listening, Awareness, Case Study Mindset"** Psychoanalysis "unlocks the past, informs the present, and expands the future. video clips: **Psychoanalytic SPIDER framework for listening 23min** [https://www.youtube.com/watch?v=znUgyRsN0nk](https://www.youtube.com/watch?v=znUgyRsN0nk) **Psychoanalytic theory in 3 minutes** [https://www.youtube.com/watch?v=ucB1b6f750k](https://www.youtube.com/watch?v=ucB1b6f750k) **Psychoanalysis A Curiosity about the mind 6min** [https://www.youtube.com/watch?v=TcmVjQBF4MQ](https://www.youtube.com/watch?v=TcmVjQBF4MQ) Psychoanalysis = a theory and practice treating symptoms and personality as **disguised compromises** around unconscious conflicts, using a structured relationship (transference) to make those patterns visible so you can **repeat less blindly** and **choose a bit more freely**. "Until you ***make the unconscious conscious***, it will direct your life and you will call it fate." Carl Jung \-\-\-\-\-\-\-\-\-\-\-\-\- **Interpersonal Process Group** **Psychodynamic shared exploration, learning and growth** Interpersonal process groups focus on the interactions and dynamics between group members to facilitate personal growth and learning. These groups provide a courageous space for individuals to explore their interpersonal patterns, receive feedback, and develop more effective social skills. **The core principle is that the group itself becomes a microcosm of a member's real-life relationships, allowing for insights and behavioral changes.** Key aspects of interpersonal process groups: * **Exploration of Interpersonal Dynamics:** Members examine their communication styles, relationship patterns, and how they relate to others within the group. * **Feedback and Self-Awareness:** The group provides a platform for members to receive feedback on their behaviors and develop greater self-awareness. * **Development of Social Skills:** Members practice new ways of relating, communicating, and collaborating within the group, leading to improved social skills. * **Microcosm of Relationships:** The group mirrors real-life relationships, allowing members to observe and analyze their patterns in a safe and controlled setting. * **Personal Growth and Well-being:** Through these processes, individuals can experience significant personal growth and enhanced well-being. Benefits of participating in an interpersonal process group: * **Increased self-awareness:** Understanding one's own behavior and its impact on others. * **Improved communication skills:** Learning to communicate more effectively and assertively. * **Stronger relationships:** Developing more fulfilling and meaningful relationships. * **Reduced anxiety and stress:** Finding support and coping mechanisms for social challenges. * **Enhanced empathy and understanding:** Learning to see situations from others' perspectives. \-\-\-\-\-\-\-\-\- Join us for an exciting meeting of personal growth as we delve deep into the realm of self-development. This meetup is designed for personal growth addicts like you who are eager to unlock their hidden potential and take charge of their lives. Don't miss this chance to meet fellow personal growth enthusiasts, share experiences, and learn from one another. Step into a journey of self-discovery, empowerment, and transformation. Come prepared to engage in provocative conversations, share your opinions, wrestle with challenging ideas, and leave with a renewed sense of deeper meaning and learning. **Tentative Agenda:** 1:00pm Social, Setup & Introductions, guidelines, terminology; 1:15pm Interactive open dialogue conversation & sharing; 2:45pm debrief, summary, debrief 3:00pm finish Light snacks, water & hot tea provided. Tysons-Pimmit Library is on Leesburg Pike (Rt 7) in Falls Church, VA off I-495 beltway exit 47. **Meeting room #2** is down 1st left hallway, on left side across from the bathrooms.

Learn to manage stress and achieve self-growth through simple relaxation and Meditation. Heartfulness Meditation is a simple, modern, methodical approach to meditation. Rather than homing in on your breath or repeating a mantra, you simply focus inward, on your heart, to cultivate inner strength and serenity. Heartfulness meditation is gaining traction in recent years. It focuses on the heart, allowing individuals to connect with themselves on a deeper level, and ultimately achieve peace, relaxation, and clarity. It is a practice that encourages patience, self-compassion, and acceptance, helping cultivate a deeper appreciation for the present moment. This practice is offered with love and at no cost

*\*\* Tickets are $195 plus tax & gratuity, paid at the restaurant at end of dinner. Make your reservation via Resy [here.](https://resy.com/cities/washington-dc/venues/del-mar-dc/events/masterclass-presents-recaredo-2026-02-27?date=2026-02-04&seats=1) \*\** Please join us at Del Mar DC for an all sparkling wine dinner with Recaredo. Experience four chef crafted dishes paired with the following award winning wines: * Recaredo Terrers 2019 * Recaredo Intens Rosat 2020 * Recaredo Serral del Vell 2018 * Recaredo Reserva Particular 2014 * Turo D'en Mota 2009 Recaredo is a family of grape growers and winemakers specialising in terroir sparkling wines that speak of their origins with honesty and transparency. *"Since 1924, we have been learning from time, and we continue to add new chapters to a story of passion and dedication to craftsmanship.* *We produce only vintage Brut Nature wines, using grapes from vineyards cultivated in accordance with the principles of organic and biodynamic agriculture. We harvest by hand, age our wines under natural cork, and disgorge manually without adding sugar.* *This approach to winemaking — grounded in deep respect for the land — allows us to express the purity of the Corpinnat landscape through wines of remarkable depth, ageing potential, and vibrant spirit."*

Venez apprécier l'ambiance chaleureuse d'une conversation en français autour d'un verre de vin et d'apéritifs. C'est ouvert à tous quelque soit votre niveau, que vous soyez intermédiaire/avancé ou bien que le Français soit votre langue maternelle. ***GRAB A DRINK AND YOU WILL BE ALL SET TO FLEX YOUR LANGUAGE CAPACITY. YOU NEED TO GET AT LEAST A DRINK OR FOOD :) To get the event going and show support. We know that you like our events. P.S. : We have non-alcoholic drinks as well.*** We have a tiny venue and we hit capacity often and early arrival is suggested. We have the discretion to decide entry. It is irresistible, to enjoy French convo with a glass of wine, appetizers and drinks. The Event is open to all levels of French language, from intermediate to native fluency. This is mainly a social for Intermediate/Advanced/Native Speakers. It is not as such to learn a language. Beginners, if you want to learn a language, reach out to us ([info@merevents.com](http://info@merevents.com/)). We have a school and will arrange you a class. ***AFTER THE HAPPY HOUR, WE HIT THE DANCE FLOOR! BRING YOUR DANCING*** http://www.youtube.com/watch?v=6Vv1wxZAR1k

Join us for a thought-provoking conversation as we discuss ***Enshittification: Why Everything Suddenly Got Worse and What to Do About It* by Cory Doctorow** Here's the summary: **Explaining the process of the “enshittification” of digital platforms over time and what to do about it.** Cory Doctorow's *Enshittification* takes a witty yet incisive look at the tech landscape, where platforms like TikTok, Facebook, and Google start off great—before they inevitably turn terrible. In this contemporary moment of digital decline, Doctorow explores how tech giants lure users in with convenience and then degrade their services over time, squeezing profit at the cost of user experience. With a mix of sharp humor and deep insight, he unveils the slow creep of "enshittification," turning the online world into a worse place, one algorithm at a time. **Let’s meet at Caboose Commons in Fairfax to enjoy some good discussion and meet new friends.**

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

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

**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

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.

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

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!