Solution Architecture

Gaming, AdTech, EdTech, Media Streaming, and FinTech are just a few of the workloads where high-availability cloud infrastructure matters. Whether you’re doing battle daily in one of these spaces or are just curious about ways to improve performance, meet us in Reston for an in-person discussion on bare metal cloud architecture. You’ll meet our product lead, James MacKenzie, who will walk through how modern bare metal serves as a control plane for hybrid and private cloud architectures. **What we will cover** * Ways to leverage bare metal, containers, and orchestration for better performance and predictable economics; * Real-world hybrid, disaster recovery, and data-intensive architectures; * Our approach to eliminating ingress and egress fees. **Who should attend** * Cloud architects and platform engineers; * DevOps professionals and infrastructure leads; * FinOps stakeholders managing data-heavy or hybrid workloads. **Why attend** This is a technical, architecture-first conversation. You will leave with a clearer understanding of high-availability cloud infrastructure and how organizations are scaling cost-effectively. Food and drinks will be provided. Space is limited to keep the discussion interactive.

In this talk, Sean Hoar will explore how AI assistants can accelerate different stages of software development. From idea generation and prototyping to coding, testing, and debugging, AI tools are transforming how developers work. He’ll provide practical examples of where AI can save time, reduce errors, and help teams focus on higher-level problem-solving. Attendees will leave with actionable strategies to integrate AI into their workflow and stay ahead in the evolving tech landscape.

## **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.**

Join us for a volunteer day helping the animals at Rosie's Farm Sanctuary in Potomac, MD. Before attending this event, you must sign a liability waiver. Please use this link https://waiver.smartwaiver.com/w/b5nky2tonaovjqgjn6ap5p/web/ The chores you will be doing are physical. You will be working on big projects that require many volunteers like removing old bedding, sanitizing stals and replacing with new bedding, along with the daily clean up chores. Wear boots and clothing you don’t mind getting dirty. Feel free to bring a filled water bottle. On sunny days a brimmed hat and sunglasses may be helpful. Sunscreen is also suggested. Please do not bring any food or yummy-smelling items on your body or in your bag as our animals love to eat and are on special diets. Out of respect for the animals, we do not allow any food with animal products to be consumed at Rosie’s Farm Sanctuary. Please ensure that all edible items are plant-based (no dairy, no cheese, no cow’s milk ice cream, no meat, no fish, no eggs). Thank you for your cooperation and respect for this. It is very important to us. There is a gift shop where you can browse and warm up during the event. Please post your pictures and tag Rosie’s Farm Sanctuary and Rockville Vegans! We are limited to 30 volunteers, so please change your RSVP if you cannot attend. If there is interest, we may go out to eat in one of our local vegan restaurants afterward.

## 💻 Reimagine Your Second Half of Life – AI Vision Board Workshop (Ashburn) **Saturday\, January 17\, 2026 \| 1:00 PM – 4:00 PM \| $35** *** ### 🔔 **Important Event Format Notice** To keep this workshop intentional and high-quality: • **5+ participants** → Hosted at a rented facility • **Under 5 participants** → **Private small-group workshop** ✨ *Workshop content, duration, and outcomes remain the same.* *** ## ☀️ **Design What Comes Next** ✨ **A Different Kind of Experience** 👉 **Most people don’t expect this to feel so personal.** The AI doesn’t just generate ideas — it reflects your own thinking back to you in a way that creates real clarity. 👉 **Even people who already use ChatGPT are often pleasantly caught off guard.** When paired with the right prompts and guided reflection, the insights go much deeper than typical goal-setting or vision work. 👉 **There’s often a quiet “oh wow” moment.** Not because it’s flashy — but because something finally clicks into place. You’ve lived enough life to know that success isn’t about doing more — it’s about doing what matters. ### 3-Part Session **1️⃣ Discover & Design** Learn simple AI tools and a practical framework to clarify your 2026 vision and priorities. **2️⃣ Create & Collaborate** Design your personalized AI-powered vision board with guided prompts and small-group reflection. **☕ Short Refreshment Break** Coffee and curated snacks to reset and recharge. **3️⃣ Align & Act** Map your next 3, 6, and 12 months with realistic action steps — individually or with group support. You’ll also learn how to: * Use ChatGPT to clarify goals and affirmations * Turn ideas into effective AI prompts * Create a digital or printable vision board that inspires action * Stay intentional and motivated throughout the year 👉 No AI experience necessary — just bring curiosity, a laptop, and an open mind. *** ## 💻 What to Bring * **Laptop required** (AI tools don’t work well on tablets) * ChatGPT account (free version is fine) 👉 Please set this up before the event. Message me after you RSVP if you need help. *** ## ☕ What’s Included * Guided AI Vision Board workshop (full experience) * Coffee and curated snacks * Small-group collaboration and discussion * All digital tools, prompts, and resources *** ## 💬 Who This Is For * Professionals planning a strong 2026 * Entrepreneurs mapping their next chapter * Anyone navigating life transitions — career, relationships, reinvention * People curious about AI but unsure where to start * Anyone who enjoys learning, connecting, and gaining clarity This community is about learning while having fun — no jargon, no pressure, just real conversation and clarity that lasts. *** ## 📍 Final Details 📍 **Location:** Ashburn area (final location shared after RSVP) 💵 **Fee:** $35 per person 🕐 **Time:** 1:00 PM – 4:00 PM 👩‍💻 **Bring:** Laptop + ChatGPT account ready *** 🔗 **RSVP early — space is intentionally limited.** Come reimagine your second half of life — with a little help from AI and a lot of inspiration 🌟 🌐 Explore more at: [https://midlifereinvention.co](https://midlifereinvention.co)

Join us for another session of our study group as we dive into the fascinating world of Large Language Models (LLMs) using the book **Build a Large Language Model from Scratch** from Manning. In this session, we will finish **Chapter 7: Fine-tuning to follow instructions**. In the last session, we talked about how to prepare the dataset for instruction fine-tuning and in this session we will perform the fine-tuning and evaluate the model afterwards. 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 build a strong foundation together. If you plan to work with the code on your own laptop during the session, try and set-up the environment ahead of time (https://github.com/rasbt/LLMs-from-scratch/tree/main/setup). We will be meeting at the North County Governmental Center this time that is across from the Reston public library.