Big Data

Join the Bitcoin District Book Club! We meet every month to explore new and exciting rabbit holes by reading books that are popular with bitcoiners. Join us for a deep dive into *The Fourth Turning: An American Prophecy* by William Strauss and Neil Howe. In this session, we’ll explore one of the most influential modern frameworks for understanding historical cycles and generational change—and why its predictions seem increasingly relevant today. Strauss and Howe propose that history moves in recurring cycles, or “turnings,” each lasting roughly 20–25 years and shaped by generational archetypes. According to their model, societies pass through four phases: a High, an Awakening, an Unraveling, and finally a Crisis—the “Fourth Turning.” This final phase is marked by institutional breakdown, social upheaval, and a restructuring of the political and economic order. We’ll discuss where we might currently sit within this cycle, how past Fourth Turnings (like the Great Depression and World War II era) unfolded, and what this framework suggests about the coming decade. For those interested in macro trends, generational dynamics, and long-term historical patterns, this book offers a provocative lens for interpreting today’s instability—and what may come next. Buy the book on [Amazon](https://a.co/d/0dNwKse5) **Event Notes:** * Discussion Starters: We’ll kick things off with a few key questions around generational cycles and crisis periods, but feel free to bring your own perspectives. * Future Reads: Let us know if you have recommendations for future book club selections! We’ll add them to the list posted [on our website](https://bitcoindistrict.org/bookclub). * Afterwards: Feel free to join us at Pubkey after the meeting to hang out, continue the conversation, and grab some food! **Getting There:** * 🔴🟢🟡 Gallery Place/Chinatown + 2 min walk * Parking: Street & garage parking available nearby

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

Let's get together to play some fun BB level Quads games at Bluemont. **Format**: Doubles **COST**: FREE **Court Type**: Outdoor grass **Minimum Skill Requirements**: Intermediate-BB (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Smiley Social documents:** 1. [Group Rules ](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Liability Waiver ](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco) 3. [Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/)

Join us for a one-day trampoline workout designed specifically for women seeking a fun, low-impact fitness routine that improves cardiovascular health, tones muscles, boosts strength, and improves balance. Ages 18 & up; FREE **[REGISTER HERE](https://mdpgparksweb.myvscloud.com/webtrac/web/iteminfo.html?Module=AR&FMID=556001671)** **Activity Code:** [17420-234A](https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Fmdpgparksweb.myvscloud.com%2Fwebtrac%2Fweb%2Fiteminfo.html%3FModule%3DAR%26FMID%3D556001671&data=05%7C02%7CStefanie.Ascherl%40pgparks.com%7C0a29edbb1112482cc63708de74a0f4eb%7Ca9061e0c24ca4c1cbeff039bb8c05816%7C0%7C0%7C639076431831310698%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=ubwJNzRAJOmJiTlp%2BFTTXWIIokDYlOvaQBd4fM6pNYc%3D&reserved=0 "Original URL: https://mdpgparksweb.myvscloud.com/webtrac/web/iteminfo.html?Module=AR&FMID=556001671. Click or tap if you trust this link.")

• What we'll do On https://blackecon101.podbean.com/ Thursdays at 6 pm. discussing the economy....

Too much of a good thing is a great thing! That's why we are giving you more of what you love at your favorite place. Please join SalsaNow weekly at Discoteca Latina Thursdays at The Original Cancun Cantina. Come experience Thursdays at The Original Cancun Cantina with SalsaNow. Baltimore's long time favorite with the largest dance floor around. Dance lessons with Niss Albaig start at 7:00 pm for beginner level. DJ starts at 8:00 pm and plays a Latin dance mix until closing. We always have a lot of fun and we hope you will join us every Thursday for a great Discoteca Latina experience. Schedule: 7 PM Salsa or Bachata Basics for beginners. No partner necessary. 8 PM - close DJ, Music & Dancing Cover: $10 cash, includes lesson and social * Proper behavior and dress code observed. * No outside food or beverages allowed. * Full service bar and Food menu available. * No standing or drinking on dance floor allowed. The Original Cancun Cantina is located conveniently just off I-295 and I-95, close to the Baltimore Washington Airport with plenty of convenient free parking at 7501 Old Telegraph Road, Hanover, MD 21076

This event is being promoted by many groups. This is an online event. Participants can be located anywhere in the world! This event is FREE to attend! To get the login link, visit: [AI Professional Certification Summit](https://events.aiunleashedglobalsummit.com/virtual-ai-professional-cert-summit-may-28-26-email?am_id=IPOVIPGLOBAL) Or https://events.aiunleashedglobalsummit.com/virtual-ai-professional-cert-summit-may-28-26-email?am_id=IPOVIPGLOBAL (Copy and paste into your browser if necessary.) Hurry! Slots are limited! **In this transformative webinar, you'll discover:** **How to embrace the AI revolution to reshape your business, launch new ideas to the market and create immense wealth.** **Strategies for selecting the perfect AI solutions tailored to your unique business needs and goals.** **The secret to unlocking time freedom and endless opportunities for you and your family.** **An inside look at how their private clients are transforming their businesses daily with AI automated workflows** And more! **The speaker will present about how to use AI to get more high quality leads and appointments booked on your calendar using bots, how to increase your conversion, launch products faster than ever to the marketplace, immediately internationalize your company with new mind blowing AI tools (that handle live language and video translation), how to automate mundane tasks and much, much more!** **Register for this mind expanding web-class where he shows you incredible demos of things they are doing to rapidly launch grow and scale their clients companies and projects, and what tools they are using daily to exponentially scale up the revenue of more than 60K entrepreneurs, business owners , agencies, experts and professional service companies that have participated in this course already this year!** **Remember, opportunities like these are rare. Massive wealth is changing hands right now due to this transforming technology! Register now and secure your spot on this life-changing webinar!** **Here's a list of ways AI can allow you to become more efficient and productive!** 1. **Automate customer service with AI-powered chatbots** 2. **Enhance personalized marketing with AI-driven customer segmentation** 3. **Optimize pricing strategies through AI-based dynamic pricing** 4. **Improve sales forecasting with AI-powered predictive analytics** 5. **Streamline inventory management using AI for demand forecasting** 6. **Enhance content creation with AI-generated copy and visuals** 7. **Implement AI-driven A/B testing for marketing campaigns** 8. **Improve lead scoring and qualification with AI algorithms** 9. **Enhance SEO with AI-powered keyword analysis and optimization** 10. **Automate email marketing campaigns using AI-driven personalization** 11. **Use AI to identify and target high-value customers** 12. **Implement AI-driven customer churn prediction and prevention** 13. **Enhance ad targeting and bidding strategies with AI** 14. **Automate social media management using AI-powered tools** 15. **Improve product recommendations with AI-driven algorithms** 16. **Implement AI-powered sentiment analysis for brand monitoring** 17. **Enhance user experience with AI-driven website optimization** 18. **Improve fraud detection and prevention with AI-based systems** 19. **Streamline supply chain management with AI-driven logistics** 20. **Use AI to optimize employee recruitment and retention** 21. **Automate repetitive tasks with AI-powered Robotic Process Automation (RPA)** 22.

Join PSW Science® on May 29 at 8 PM as we welcome Michael Garrett (U. of Manchester) & Adam Thompson (NVIDIA). During the question and answer period, in-person attendees and live stream viewers may ask the speaker questions, and in-person attendees may also engage with the speaker during the post-lecture reception. Refreshments are served. For more information on this meeting, please visit: https://pswscience.org/meeting/2536 The meeting will be held in the John Wesley Powell Auditorium, adjacent to the Cosmos Club. The Powell Auditorium is located at 2170 Florida Avenue, NW Washington, DC 20008. Use of the Cosmos Club is restricted to the Powell Auditorium, the entryway to the auditorium, and the restrooms immediately outside the auditorium. Please note there is no onsite parking available. PSW Science, founded in 1871, is one of the oldest scientific societies in Washington D.C. Now, over 150 years later, we celebrate the Society's rich history and contributions to scientific discovery and cross-disciplinary collaboration. For information on how to become a member of PSW Science and membership benefits, please visit https://pswscience.org/join/

Hands-on learn how to save life & limb, when mired in the wilderness of an urban disaster zone, travel or rural area far from hospital, or natural area miles from an access point, during the critical minutes or hours before ambulance arrival. Come away with actual do-it-yourself care-giving skill and confidence, and 2-year SOLO certification. Counts as WFR Recertification, too. No prerequisites. YOUR SPOT IS NOT RESERVED UNTIL YOU'VE COMPLETELY REGISTERED AT WWW.SOLOWFA.COM \***Spaces are limited. REGISTER: www.solowfa.com or 434.326.4697** Can't make these dates? Check out more course locations and dates on our website. WHO: Open to the general public, adults & teens with solid attention spans. Know your loved ones are safe wherever they are. WHY: Mired in a disaster zone, travel or rural area far from a hospital, or natural area miles from an access point ... accidents, destructive weather, and terrorism happen, and all-too-often members of a group are not capable of dealing with the emergency. This leads to improper care of the patient, and endangers the entire group. Many recreational accidents are preventable, and improper care of trauma can compound even simple injuries. Very few first aid programs actually address the issues of providing emergency care in a setting where 911 is overwhelmed or not immediately reachable. In this course, classroom instruction and Q&A are interwoven with practical work and problem-solving exercises. Hands-on experience - a most powerful learning tool - during scenarios comprise \~50% of class. TIMING: This is a 2-day class, Saturday and Sunday, 8:00am -7pm each day. Fee: $295 (Earlybird)

**We're celebrating Andrew Reed's birthday!!! It's the big 6-0!!! We're heading to Jimmy's after to continue the celebration.** **Pop, Rock, Dance and Top - UTC has it COVERED!** **Hailing from Baltimore, these 5 young gents will turn up any audience with their top hits coupled with the most explosive stage performance in the Mid-Atlantic Region. Charismatic frontman, Brian Bourne, finds the pulse of the crowd early and engages them often for truly interactive, unique and personal experience. Come find out what the hype is all about.** **We will meet by the beer tent.**

**🏳️‍🌈 Live Video Gay Speed Dating for Washington DC Gay People Done with Apps — Verified Locals** You get to work through live one-on-one Zoom rounds with gay people from Washington DC sorted by age and compatibility, with a real host running the session throughout. Prior to the event, you complete a brief compatibility form — that data drives the matching to connect you with Washington DC gay singles who fit your profile, so your conversations have a better chance of going somewhere. Once the event finishes, we send out mutual matches — with nothing shared unless both parties agreed — and you reach out whenever you are ready. **Age-grouped registration — select yours:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=local-gay-men-connecting-through-culture&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=local-gay-men-connecting-through-culture&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=local-gay-men-connecting-through-culture&ar=40-58&face_v=2.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=507.0&productType=onlineSpeedDatingGay&city=Washington%20DC&groupurlname=local-gay-men-connecting-through-culture&ar=55+&face_v=2.0) **⚠️ Do not skip this:** An rsvp on this page is not a confirmed spot, so use your age group link above to register and complete the short personality quiz — capacity is restricted so act soon, and that combination is your actual confirmation. --- **Great for:** - Gay singles around Washington DC getting away from the exhausting loop of apps that waste evenings and want to talk to real gay people tonight. - Gay women around Washington DC done with swiping for months without meeting anyone worth meeting and are ready for something that feels natural. - Queer individuals who live in Washington DC bored of profiles instead of real people and prefer meeting people in person first. **What to do** 1. **Select your age range** – via the link for your age group above, then take the brief personality quiz, since that is what confirms your place. 2. **Show up on Zoom** – via the Zoom link when the event begins, zero setup is required — just open the link, and from that moment the host runs the whole show. 3. **Meet your matches** – short Zoom speed dating rounds with compatible Washington DC gay singles in your bracket, with a friendly host making sure every round feels easy, given that the matching was done before the evening started. 4. **Find your matches** – we share mutual match results after the session closes, with mutual-only sharing meaning no awkward one-sided messages, and the follow-up is yours to manage however feels right. ⭐ *"Honestly the best gay dating format — felt very different to what I imagined"* – Washington DC gay local --- ✨ The best gay conversations start somewhere — register through your age group and the evening takes care of itself for this event. You might be surprised what one evening can do. 🌸 ✨

Let's get together to play some competitive quads and doubles volleyball. **COST**: FREE **Court Type**: Outdoor grass **Minimum Skill Requirements**: BB+ (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) Attention: 1. This event is **NOT on a first come-first serve** basis and players with higher skill level and players who can bring a net/ball will get priority over others on the wait list. 2. Since skill levels are **self-reported**, some new attendees may not meet the expected level. For doubles, we encourage you to choose a partner you can enjoy the game with, and since this a competitive event, it is okay if you make a strong team and win all the games. 3. Each person must help set up and take down one net, leaving some nets unset for latecomers. 4. Please answer all questions, so it's helpful for us to organize the event. **Smiley Social documents:** 1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit) 3. [Good doubles partner](https://docs.google.com/document/d/14weEw-P52XKx0P8K2l-ZOFtYU61wmfdkSkopbG5avro/) 4. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco)

[Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **“Artemis II and Beyond,”** on how the recent space mission fits into long-term plans for the Moon, with Michael J. Neufeld, retired senior curator for the Space History Department of the Smithsonian’s National Air and Space Museum. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/northern-virginia-artemis-ii-beyond](https://events.ticketleap.com/tickets/profsandpints/northern-virginia-artemis-ii-beyond) .] NASA’s recent, spectacular Artemis II mission is a sign that the United States is serious about sending humans to the Moon again. Gain an understanding of how Artemis II fits in both past and planned lunar missions with historian Michael Neufeld, who was lead curator of the Smithsonian’s Destination Moon exhibit. He has taught at Johns Hopkins, Colgate, and other universities, and is the author or editor of nine books dealing with the history of technology. He’ll start by looking at the aftermath of the Apollo program of a half century ago and why it ended only four years after its first lunar mission. He’ll consider why no lasting lunar programs emerged from major announcements by two presidents, George H.W. Bush and George W. Bush, that astronauts would be going back to the Moon and on to Mars. His vividly illustrated lecture will then explore how Artemis is a product of a human spaceflight program that has changed dramatically over the past 50 years. We’ll look at how collaboration with Europe, Canada and Japan became integral to the shuttle and International Space Station programs, and how the rise of new commercial space companies such as SpaceX has enabled NASA to buy both space services and space craft. Both international and commercial partners are involved in the latest Moon efforts, with SpaceX and Blue Origin expected to supply the landers to take astronauts down to a planned base on the Moon’s South Pole. How soon will any of this happen? Probably not as quickly as NASA says, but the specter of a Chinese landing on the Moon by 2030 is one obvious reason to keep things moving along. We’ll look at the sustainability of the Artemis space program for at least the next decade or so. You’ll emerge from the talk with no doubt that exciting days are ahead for space fans. (Doors: $17, or $15 with a student ID. Listed time is for doors. The talk starts 30 minutes later.) Image: The Artemis II mission launch (NASA photo).

Greetings, For the Spring/Summer warm weather season (approximately 6 months), let's meet again for another **Last Saturday of the Month CoffeeRun, CoWork, & Collaboration meeting** at **Union Market in NE DC**. Topics include but are not limited to personal development, accountability, community service, partnerships, projects, and team building with those who share similar values **(readers feel free to bring books; several indoor/outdoor restaurants, bars, lounges, stores, and coffee shops in the market area)**. **Meeting open to all backgrounds and ethnicities.** May will focus on those interested in meal planning a designated number of vegan/plant-based/whole food dishes (to include meal planning for **possible Last Saturday of the month evening dinner events at local DC residences). Group tours of local DC residential space/venues for any planned dinners available for RSVPs verified in person and their guest list.** Also, for those interested, **District Running Collective (DRC)** meets at this location (Union Market curbside) nearly every Wednesday evening (at 6:30pm) and Saturday mornings (at 7:00am for 6 to 10mile runners; 8:00am for 3 mile runners; three miles takes approximately 30 to 45 minutes depending on fitness level). Updates can be sent regarding any location changes/run rescheduling. Good opportunity for novice or more experienced runners to jumpstart their holistic health journey this season (e.g., sleep, diet, exercise, mental resilience) with others who share similar personal development goals (see DRC information link below). **If you are not interested in the morning run or meal planning, feel free to RSVP for the coffee and conversation only.** If there are any questions, comments, or concerns regarding this meeting feel free to call or message. Updates may also be added to the event chat/comment section at any time, thank you. **Link for District Running Collective (DRC)** \*[https://www.districtrunningcollective.com/](https://www.districtrunningcollective.com/) Alicia (202) 627-0361 Sunday May 10th, 2026 2:00pm (update)

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online 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/meet/215625630917731?p=vxNb3zudhNj0S6Cg0v)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**: Elections, 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 ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*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.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** https://youtube.com/live/BltmWMH1zG0?feature=share

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.