Bayesian networks

We’re excited to bring the community together for an evening of learning and connection. This time, we'll have a community member from PagerDuty sharing a use case and, as usual, an Elastic employee sharing their expertise as well. Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security. **Date and Time:** Monday, June 29th, from 5:30-7:30 pm EDT **Location:** Elastic Arlington Office - 4100 Fairfax Drive, Ste 500, Arlington, VA 22203 **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: **Beyond the Alert: Scaling Incident Response with Elastic, PagerDuty, and MCP**, by Nick Worthington, Senior Solutions Consultant at PagerDuty * 6:30 pm: Q&A with Nick * 6:40 pm: **Observability AI Agents - Behind the Scenes,** by Josh Phifer, Principal Solutions Architect at Elastic * 7:10 pm: Q&A with Josh * 7:20-7:30 pm: Networking & refreshments **Talk Abstracts:** **Beyond the Alert: Scaling Incident Response with Elastic, PagerDuty, and MCP** In this session, we will dive into the next generation of the Elastic and PagerDuty integration. Discover how to leverage Model Context Protocol (MCP) and advanced automation workflows to ingest telemetry, contextualize alerts, and trigger automated remediations. Learn how to reduce MTTR and eliminate alert fatigue, turning your incident management framework into a scalable operation. **​** ​**Observability AI Agents - Behind the Scenes** ​In the age of AI, nearly every observability platform offers some form of intelligent assistance — from automated root cause analysis and incident triage to query generation and dashboard creation. Yet for most users, these AI agents remain black boxes: powerful, but opaque. ​What principles guide their design? How do they reason over telemetry data? And what if you need to customize, extend, or build agents tailored to your organization’s workflows? In this talk, we’ll peel back the curtain on observability AI agents. We’ll explore the reasoning strategies, and orchestration tools that power them. Finally, we’ll dive into how Elastic’s AgentBuilder and Workflow ecosystem enable teams to move beyond out-of-the-box automation - empowering you to shape and build the agent experience your operations demand. **Parking:** * The building’s parking garage is operated by Colonial Parking and is located off N. Randolph Street * Book a spot on[ SpotHero](https://spothero.com/search?kind=address&latitude=38.8818514&longitude=-77.1095268&search_string=4100+Fairfax+Dr+%23500%2C+Arlington%2C+VA+22203%2C+USA) * A Metro Station is located across the street

To RSVP for our next event, please visit: [https://the.cashflowbreakfastclub.com/TysonsCornerVA](https://the.cashflowbreakfastclub.com/TysonsCornerVA) **Don’t forget to bring your BRRRR deals and investor questions to this event!** Working on a property you’re planning to Buy, Rehab, Rent, Refinance, and Repeat? Trying to decide which investor path fits you best? Looking for funding, partnerships, or clarity on your next move? ***Bring it to the room!*** We have our next Tyson's VA Cash-Flow Breakfast Club on Monday, June 29th at 5:45PM—are you able to join us? I’m excited to reconnect and build momentum together. If you have not done so already, make sure to RSVP here: [https://the.cashflowbreakfastclub.com/TysonsCornerVA](https://the.cashflowbreakfastclub.com/TysonsCornerVA) This month’s session covers: * The complete BRRRR playbook (Buy, Rehab, Rent, Refinance, Repeat) * Real case studies with actual numbers and results * How investors recycle capital to create “infinite” ROI * The 6 distinct investor paths—and how to identify yours: 1. The House Hacker Path 2. The Cash-Flow Snowball Path 3. The “Accidental Investor” Path 4. The “Gypsy Investor” Path 5. The Portfolio Builder Path 6. The Value-Add Operator Path * The biggest mistakes new investors make when trying to scale * How to build momentum without running out of capital **This is a 12-part education series with new topics every month. This event is session 3 of 12!** This event is free but has very limited seating and we are limited to the first 50 to RSVP! Join us and become a founding member of this amazing community! **Very limited seating. In-person only.** **When: June 29, 2026 @ 5:45pm-9:00pm EDT** **Where: 1945 Old Gallows Rd Suite 520, Vienna, VA 22182** The Cash-Flow Breakfast Club is NOT just a meet up. It’s the most unique Real Estate Investor Community of Mentors, Coaches & Masterminds. A community of growth oriented, abundance mindset, go-giver individuals with a BARE MINIMUM commitment to become financially free through real estate investing. We focus on providing education and building networks to help every member solve their cash-flow freedom equation, so they can have the time-freedom needed to follow their passions, make a lasting impact and even change the world! The unique format of this event, which consists of high-level education, gamified networking, mastermind breakout sessions, case studies, group deal analysis, market deep dives, and peer-to-peer coaching facilitation makes this the most impactful local real estate investor group a real estate investor can be a part of. The foundation of the group is built around the belief that everyone in the room has the potential to change the world… however most of us never have the time, energy or financial situation to even dare to dream big enough. Most of us have passions that will never be followed, amazing businesses or ideas that will never be pursued… unless we can solve the Cash-Flow Freedom Equation, which ultimately leads to Time-Freedom. Once that happens it is usually much easier for us to think bigger, dream bigger, be bigger.

Doubles Volleyball - Competitive BB-A level @Bluemont Park Let's get together to play some fun A level Doubles games at Bluemont. Format: Doubles COST: FREE Court Type: Outdoor grass Minimum Skill Requirements: BB-A level (click [here](https://docs.google.com/document/u/2/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) Attention: 1. This event is not always on a first come, first served basis. Those who can bring a net and ball, may get priority over others on the waitlist. 1. Since skill levels are self-reported, some attendees may not meet the expected level in reality, so we encourage you to choose a partner you can enjoy the game with, and since this is a competitive event, it is okay if you make a strong team and win all the games. 1. Since people arrive at different times, each group of 1. Players will set up and claim a net as they arrive, and may continue playing without rotating until all nets are set. ——— Smiley Social documents: [Group Rules](https://docs.google.com/document/u/2/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg/mobilebasic) [Liability Waiver](https://docs.google.com/document/u/2/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco/mobilebasic) [Volleyball Levels](https://docs.google.com/document/u/2/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic)

Free Full Body workout! We offer body weight, heavyweights, cardio/ Hitt/ Boxing and personal training. Nutrition plans health & wellness coaching as well. For more information and to redeem your free trial class and fitness analysis, contact Coach L at 365dmvfitnesstraining@gmail.com or (301) 747-3622.

If you’ve already learned the basics of volleyball and want to keep improving your skills while having fun, this event is for you! **Skill Level:** Advanced Beginner (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details). **Reminders** 1. Attendance: We’ve noticed that the waitlist is growing, so please make sure your name is on the Going list if you plan to play. Our number of nets is limited so this helps avoid too many rotations. If your name is on the list but you don’t show up, it will count as an absence according to Smiley Social rules. Please update your RSVP at least 12 hours in advance if your plans change. 2. Waitlist: The waitlist is not first come first serve. We prioritize regular attendees, and will fill empty spots with new faces closer to the event date. 3. Injuries: Play safely and be mindful of others on the court. Respect positions and avoid risky moves that could lead to injury. If you’re not sure the ball is yours, call it before going for it to avoid collisions. 4. Game Rules: Let’s follow the basic volleyball rules, especially the three-touch rule so we can play properly and improve as a team! **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/)

Fairfax County VA Real Estate Investors, Agents and Professionals! We just launched a Cash-Flow Breakfast Club for your area! This is the most unique real estate investor club, education, networking and mastermind event in the US! **Join us for our official launch event for Fairfax County VA** **on June 29.** **This is a 12 part education series with new topics every month. This event is session 4 of 12!** **This event is free but has very limited seating and we are limited to the first 50 to RSVP! Join us and become a founding member of this amazing community!** **Very limited seating. In-person only.** **Make sure to RSVP today to reserve your spot.** **When: June 29, 2026 @ 5:45PM – 9:00PM EST** **Where: 12700 Fair Lakes Circle, Ste. 120** **Fairfax, Virginia, 22033** The Cash-Flow Breakfast Club is NOT just a meet up. It’s the most unique Real Estate Investor Community of Mentors, Coaches & Masterminds. A community of growth oriented, abundance mindset, go-giver individuals with a BARE MINIMUM commitment to become financially free through real estate investing. We focus on providing education and building networks to help every member solve their cash-flow freedom equation, so they can have the time-freedom needed to follow their passions, make a lasting impact and even change the world! The unique format of this event, which consists of high-level education, gamified networking, mastermind breakout sessions, case studies, group deal analysis, market deep dives, and peer-to-peer coaching facilitation makes this the most impactful local real estate investor group a real estate investor can be a part of. The foundation of the group is built around the belief that everyone in the room has the potential to change the world… however most of us never have the time, energy or financial situation to even dare to dream big enough. Most of us have passions that will never be followed, amazing businesses or ideas that will never be pursued… unless we can solve the Cash-Flow Freedom Equation, which ultimately leads to Time-Freedom. Once that happens it is usually much easier for us to think bigger, dream bigger, be bigger. · Learn more about the Cash-Flow Breakfast Club [HERE](https://cashflowbreakfastclub.com/) · Get in the VIP List to be notified about the next event in your area [HERE](https://the.cashflowbreakfastclub.com/VIP) · Learn more about Launching your own Cash-Flow Breakfast Club Location [HERE](https://cashflowbreakfastclub.com/launch-your-own-club/) · Learn more about becoming an Affiliate-Sponsor at one of our club locations [HERE](https://cashflowbreakfastclub.com/affiliate-sponsors/) · View photos and videos of some of our recent events [HERE](https://cashflowbreakfastclub.com/about-the-cash-flow-breakfast-club/) · Looking to represent? Browse Cash-Flow Breakfast Club apparel and fly swag [HERE](https://cashflowbreakfastclub.com/shop/)

**THE POWER OF THE SUBCONSCIOUS OVER YOU** You are welcome to arrive 15 minutes early for refreshments! At the lecture "The Power of the Subconscious", the speaker will clearly and understandably explain topics such as: * What is the exact definition of the Subconscious Mind? * How does it inflict unwanted feelings and anxiety in you? * What determines how much pressure it exerts on a person? * What exactly is the goal of the subconscious? This is not just a lecture where you sit quietly and listen. It's interactive and LIVE, so you can ask questions at any time. And the most important topic: **HOW DO YOU TAKE CONTROL OF YOUR SUBCOUNSCIOUS!** This group is sponsored by the Dianetics Life Improvement Center.

**🐺🤝🇺🇸💼 Vienna Ventures Network (VVN)** **Weekly Professional Networking** **1st Thursdays In\-Person \| 8:00 AM – 9:30 AM** ### Anita's New Mexico Style Mexican Food 521 Maple Avenue East · Vienna, VA **Note:** All attendees are required to purchase breakfast. **Start your Tuesday morning with energy, opportunity, and the power of purposeful networking.** Each week the **Vienna Ventures Network (VVN)** holds a networking meeting designed to help serious professionals build relationships, exchange introductions, and grow their businesses. At Team Network, we believe that business grows through relationships built on Know-Like-Trust. Our meetings are structured, engaging, and focused on helping members become the answer when someone asks: “Do you know a great professional who can help with this?” **These meetings bring together entrepreneurs, professionals, and business leaders who believe that:** • If you have time to breathe, you have time to network • Quantity has a quality of its own • Consistent weekly engagement creates powerful referral relationships **During the meeting you will experience:** ✅ Structured professional introductions ✅ Referral opportunities and relationship building ✅ Insight from high-level professionals across industries ✅ Accountability and business development momentum ✅ A welcoming but serious environment for professionals who want to grow Our format increases the energy and opportunities in the room by bringing together members and guests, creating more connections, more referrals, and more value for everyone involved. **☕ In-Person Meeting (First Thursday of Each Month)** On the first Thursday of every month **8:00 AM – 9:30 AM**, Vienna Ventures Network meets in person at: ### Anita's New Mexico Style Mexican Food 521 Maple Avenue East · Vienna, VA giving members and visitors the opportunity to strengthen relationships face-to-face in a professional and engaging environment. **👥 Visitors Welcome** Professionals who are not yet members of Team Network are invited to attend up to two meetings as a guest. After that, those interested in continuing with the group are encouraged to apply for membership and claim their professional seat. Team Network is designed for professionals seeking a long-term marketing and business development cornerstone for their business. **Make this the year you Join the Team and Run with a Pack! 🐺🤝🇺🇸💪** **1st Thursdays \| 8:00 AM – 9:30 AM \| In\-Person** **All *OTHER* 8:00 am Thursday meetings take place on Zoom** Bring your energy, bring your introductions, and come ready to grow.

**Team Network Alexandria Lead Xchange (ALX) 🐺🤝🇺🇸💼** **We meet the 1st Friday of the month in-person at Founding Farmers** **Weekly Professional Networking – Fridays \| 12:00 PM – 1:30 PM** Start your Friday afternoons with energy, opportunity, and the power of purposeful networking. **Alexandria Lead Xchange (ALX)** provides a dynamic networking meeting designed to help serious professionals build relationships, exchange introductions, and grow their businesses. **At Team Network, we believe that business grows through relationships built on Know-Like-Trust.** Our meetings are structured, engaging, and focused on helping members become the answer when someone asks: “Do you know a great professional who can help with this?” **These meetings bring together entrepreneurs, professionals, and business leaders who believe that:** • If you have time to breathe, you have time to network • Quantity has a quality of its own • Consistent weekly engagement creates powerful referral relationships **During the meeting you will experience:** ✅ Structured professional introductions ✅ Referral opportunities and relationship building ✅ Insight from high-level professionals across industries ✅ Accountability and business development momentum ✅ A welcoming but serious environment for professionals who want to grow Our team format increases the energy and opportunities in the room by bringing together members and guests, creating more connections, more referrals, and more value for everyone involved. **☕ In-Person Meeting (First Friday of Each Month)** On the first Friday of every month, Team Network Alexandria Lead Xchange (ALX) meets in person at the Founding Farmers, giving members and visitors the opportunity to strengthen relationships face-to-face in a professional and engaging environment. **👥 Visitors Welcome** Professionals who are not yet members of Team Network are invited to attend up to two meetings as a guest. After that, those interested in continuing with the group are encouraged to apply for membership and claim their professional seat. Team Network is designed for professionals seeking a long-term marketing and business development cornerstone for their business. **Make this the year you Join the Team and Run with a Pack! 🐺🤝🇺🇸💪** **All other Fridays of the Month \| 12:00 PM – 1:30 PM \| Join us on Zoom** [https://us02web.zoom.us/j/3013705351?omn=86761907059](https://us02web.zoom.us/j/3013705351?omn=86761907059) **Meeting ID:** 301 370 5351 **Passcode:** TmNetwork **Team Network Alexandria Lead Xchange (ALX)** Bring your energy, bring your introductions, and come ready to grow.

**Tuesday Night Rides (TNR) B-Group Edition with Ryan, Dave, Bruce, Ronne, & Renee** As you may have heard, our illustrious TNR leader Ryan is sporting a repaired knee and is in recovery mode. We are recasting the TNR as a **B-ride!** (**no faster than a 15mph** pace). **++++++++++++++++++++** **The Ride: Summary** **(Must Read)** **++++++++++++++++++++** * RIDE NAME: Tuesday Night Rides (TNR) B-Group Edition - Arlington Triangloop * START LOC: Shirlington Library * START GPS: [https://goo.gl/maps/GXU2cMAG7672](https://goo.gl/maps/GXU2cMAG7672) * START PARKING: Any Garage in Shirlington * ARRIVAL: 6:00pm * SPEECH: 6:15pm * ROLLING: 6:30pm (or earlier if everyone is present) * LEVEL: \*\***Medium\*\*** * PACE: \*\***no faster than 15mph\*\*** * DISTANCE: 16 miles * TERRAIN: Trail / Street * RIDEWITHGPS ROUTE: **CBG_TNR_ARL_TRILOOP_CW_2026** **[https://ridewithgps.com/routes/30568466](https://ridewithgps.com/routes/30568466)** **++++++++++++++++++++** **The Ride: Detail** **++++++++++++++++++++** For your riding pleasure NoVA CBG presents: Tuesday Night Rides (TNR) B-Group Edition - Arlington Triangloop We'll start in Shirlington and doing the Arlington Triangloop!! This is the Medium level ride because we're going to keep a pace of 13-15mph on flat stretches (slower on hills) and the total distance is approximately 16 miles. This is a NO DROP ride so you will not be left behind but you are expected to try to keep a B-Group level pace (13-16mph). **++++++++++++++++++++** **The Meeting Spot:** **++++++++++++++++++++** Shirlington Library 4200 Campbell Ave Arlington, VA 22206 GPS: [https://goo.gl/maps/GXU2cMAG7672](https://goo.gl/maps/GXU2cMAG7672) We will meet directly in front of the library by the fountains. **++++++++++++++++++++** **The Ride After The Ride:** **++++++++++++++++++++** We’ll head to Samuel Beckett’s after the ride for a drink and food. We sit outside so we can bring our bikes and keep an eye on them. Join us if you like! **++++++++++++++++++++** **Ride Level Chart** **++++++++++++++++++++** NoVA CBG tries to accommodate all levels of cyclists by offering different types/levels of rides. We just ask that you come to the ride that suits your current riding ability the best. * Introductory Level: If you haven't ridden a bike in a number of years (or are uncertain of your abilities on a bicycle). * Beginner Level: You can ride for 10+ miles at a pace of 10+ to 12+ mph with potentially minor hills involved. * Medium Level: You can ride for 20+ miles at a pace of 13+ to 15+ mph with potentially moderate hills involved. * Advanced Level: You can ride for 20++ miles at a pace of 15+ mph with potentially major hills involved. Both Medium and Advanced Levels might require handling various challenges such as reading cue sheets, using a Garmin or navigation app, night riding, out of town travel, or any other odd cycling situations. **++++++++++++++++++++** **The Fine Print:** **++++++++++++++++++++** An RSVP of 'YES' is your digital signature and means you have read and understood MEETUP.com's: * "Terms of Service : Section 6. Release " found at https://www.meetup.com/terms/ * NOVA-CBG's "Assumption of Risk Agreement" found @ https://www.meetup.com/novacbg/pages/1942951/NOVA-CBG_Waiver/ Helmets are required to participate in all NOVA-CBG rides. NO exceptions. All riders ride at their own risk and with the understanding that cycling is an inherently dangerous activity. When coming to the meetup you do so voluntarily and are ready and able to participate in the ride as described under the conditions of the day. Be on time for the "pre-ride" preparation. If you do not attend the pre-ride preparation you will not be allowed to participate on the ride. Again, no exceptions.

The BNI Capital Business Alliance is a business and professional networking organization for all industry leaders. We are one of the top BNI groups in the region, focused on building business relationships and friendships that lead to growing each others business. We meet every Wednesday morning to build relationships, showcase our services, and meet new people! We welcome all visitors who are looking to expand their referral networks and grow their business. There is no fee for visiting our lite fare breakfast meeting and if your business category is open in our chapter you can learn more about how to become a member and join us every week! We are very active outside of our Wednesday morning meetings as well! We host member-only events regularly and are always out and about networking at other events. Due to COVID-19 circumstances our meetings are currently being held virtually through a Virtual Zoom Meeting from 7:30 - 9:00 am. A link to the meeting will be sent to you once you register as Attending on Meetup. We can't wait to meet you! Be prepared to tell us all about your business!

**The rules are simple:** Take photographs **Each and Every Day,** and post your best **ONE** (1) shot of the day - **EACH DAY** for **July**. If you happen to miss a day or two (life happens), it is **OK** to catch up and upload the photos for the days missed, or just skip those days. **Please don't post over 2 to 3 at a time**. This is part of the learning process. **DO NOT POST TO THE ALBUM *UNTIL* AFTER 07/01/2026**. Please use a browser like Chrome and the Meetup.com website to post the images, as **the Meetup app does not handle albums very well**. Towards the top-left of the page is a link to **Add Photos** for uploading your photo to the album. **CONFIRM** **that your photo was added to the correct Album.** Remember to post your **best photo (JUST ONE)** you took every day on that day! **DO NOT POST PHOTOS FROM ANY OTHER TIME!** If you have time to post an older image, you can take a new image and post it. Be creative. Please **add a caption** to know how far you are in the process. After you upload the image you took that day, find your photo at the end of the album, and edit the caption to state the day and total number of days in the month like this:**?/31**. You can add the title of the image if you wish. A good title can make a photo! So, your photo for the **July 1st** caption would be "**1/31: My great photo!**" \*\* Adding a caption helps you keep track of where you are in the month. It does help. The purpose is to have fun and get in the habit of shooting every day. Learn to use your camera. Read your manual and test out a new feature you have never used before. Sometimes picking a theme/project can help focus (pun intended), like flowers, your pet(s), a lens you haven't used in a while, or whatever your passion is. Or try something new... The **end date is 07/31/2026**. Meetup.com does not allow events to be longer than 2 weeks. Other images that were not taken by you will be removed. Please keep the images family-friendly. You need to be a member of the Virginia Beltway Photography Group. I look forward to seeing how far people go and grow as better photographers!

Call 202 797 9826 for more information and to register. Walk-ins are welcome! Refreshments are served. Your negative emotions can significantly impact your life and your relationships. Sometimes couples and friendships break apart simply because people couldn't manage their own negative emotions, such as anger, worries, anxiety, or depression. In this meeting, you will learn where these negative emotions come from, for you, and what you can do to start healing from them. YOU CAN DO SOMETHING ABOUT IT! And you can do it without medications, without suppressing these emotions inside yourself. You don't need to leave your loved ones. Come to this meeting and learn the answers. Our doors are open. **Refreshments will be served.** This group is created by the Dianetics & Scientology life improvement information center in Washington, DC.

Let's get together to play some fun BB level Double 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) 1. [Liability Waiver ](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco) 1. [Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/)

Monthly working lunch for Columbus business owners. One specific topic, one to three actions you can run this week. You can be the best at what you do and still be invisible. If local buyers cannot find you, the phone does not ring. Marketing Monday Lunch + Learn is a monthly working lunch for Columbus business owners focused on building relationships, local networking, and local marketing. Every kind of local business welcome. No pitch round, no pressure, no upsell. **This month** Most local businesses pick one or two places to be visible and call it good. The result is inconsistent calls and a feeling that marketing is not working. We will walk through the three places every local business needs to show up, plus the fourth place most owners ignore that quietly produces the warmest leads. **What to expect** Doors open at noon. Order lunch and drinks at the cafe counter or bring your own. You get real conversation with other local owners and a focused marketing lesson. You leave knowing people and with one to three actions to run that week. The room is reserved through 1:30 PM. **Who this is for** Any local business owner who wants clearer marketing direction and real local relationships. Service businesses, retail, home services, professional services, online owners building local presence, anyone serious about being part of the Columbus business community. **Not the right fit if** You are here to pitch the room or recruit for an MLM. **Details** * Second Monday of every month * 12:00 to 1:30 PM * Good Cafe Easton, 4400 Easton Commons, Ste 150, Columbus, OH 43219 * Order lunch and drinks at the counter when you arrive * Free to attend, RSVP required, space is limited **About the host** Rita Suzanne is a local marketing strategist and the founder of Local Marketing Method. She runs Visibility is Profitability, the membership where local business owners build the system that keeps their phone ringing. Learn more at learnlocalmarketing.com. Register here: [https://www.eventbrite.com/e/1989964540509?aff=oddtdtcreator](https://www.eventbrite.com/e/1989964540509?aff=oddtdtcreator)

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**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). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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 Central OH Python at centralohpython@gmail.com

CONNECTED – Grove City A casual, people-first networking gathering. CONNECTED – Grove City is a casual, people-first networking gathering. Join us for a relaxed, low-pressure space to meet new people, build real relationships, and have meaningful conversations — no sales pitches required. From 7:30–8:30 AM every 3rd Wednesday of the month at the Grove City Business Center. Coffee & baked goods available for purchase at Pick ’Em Up Joe's. Free street & public lot parking behind the building. Free to attend & open to all!

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

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