Documentation

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/)

This month's full moon is known as a Strawberry Moon because June is when strawberries are usually harvested. Let's meet at the bike rack across the street from the King Street Metro Station and enjoy a full moon walk in Old Town! NB: There is a Capital Bikeshare on Cameron St, across the street from the King St Metro, but that's NOT where we are meeting! Come to the Capital Bikeshare in between Joe Theismann's and Embassy Suites on Diagonal St. ❶ **What we'll do:** * From the bike rack we'll walk south and east to Wilkes St, which we'll follow east through Wilkes St Tunnel to the waterfront. From there we'll walk upstream to the north side of Founder's Park and head west along Oronoco Street to Fairfax Street, walk south along N Fairfax St to King St, and then walk west along King St back to our starting point. * The walk is a little over 3.5 miles and should take around an hour and a half. The surface is mostly paved throughout and fairly level. * Google map: [https://tinyurl.com/psdd2s94](https://tinyurl.com/psdd2s94) ❷ **How to get there:** * Metro: King Street Station is on the Blue and Yellow Lines. Current Metro status and alerts: [https://tinyurl.com/y7lklnl7](https://tinyurl.com/y7lklnl7) * Driving: From I-395, take VA-7 / King Street east about 2.8 miles. Take the first right after passing under the railroad (Daingerfield Street), and an immediate right onto Diagonal Road. From US-1 / Richmond Highway, follow King Street west 0.5 miles, take a sharp left onto Daingerfield, and the first right onto Diagonal Road. There is free and metered parallel parking in the area. ❸ **Weather:** The forecast during our event is partly cloudy, temperatures in the low 80s, and a very slight chance of showers. Sunset is at 8:37 pm and civil twilight ends at 9:09 pm. The moon rises at 8:52 pm. Updates here: [https://tinyurl.com/yck2442z](https://tinyurl.com/yck2442z) ❹ **What to bring:** Water, comfy shoes, and your furry friend if desired (leashes, please). The streets are well lighted but you may want to bring a flashlight. ❺ **Advisory:** As a reminder, this is an adult group, and you are ultimately responsible for your own safety and well-being during events. No one under 18 years of age is allowed at this event, either as members or as guests, to include babies in carriers and/or strollers. ❻ **Administrative stuff:** There are restrooms at several commercial establishments along our route. ❼ **Notes:** * Moonrise, Moonset, and Phase Calendar for Alexandria, June 2026: [https://tinyurl.com/4eya5rvx](https://tinyurl.com/4eya5rvx)

After hosting successful events, I always think that we could have done better and relate it to our day to day life and make it educational. In this connection, I wanted to show off my investment and trade hat and organize series of Happy Hours around Investment & Trade. We will have speakers from different sectors and industries, at each Happy Hour. At this particular event, the speakers will discuss retirement savings with an overview of annuities and how they can be used in retirement. Topics will include: * Today’s retirement savings challenges and approaches * Sources of income in retirement * Annuities and how they can be utilized for retirement savings and income • RSVP is required. The address will be sent to members who RSVPed, before the Event. Enjoy!

**Please join the Montgomery County Psychedelic Society for our monthly in-person psychedelic peer support.** This group is for those who have already had experiences with psychedelics and are looking to explore, understand, and learn from those experiences in a safe, welcoming space. Psychedelic integration is a way of turning the insights and experiences we have when we use psychedelics into lasting behavior and lifestyle changes. It’s a process of becoming whole, moving from altered states to altered traits. A psychedelic peer support meeting is a place where people take turns listening to and sharing their experiences, thoughts, and feelings relating to psychedelic integration. **Cost** Free **Location** * We meet in a private home in Bethesda, MD. * Street parking available * The primary bus routes servicing the intersection of Greentree Rd & Bradmoor Dr in Bethesda, MD, are the Montgomery County Ride On Route 30 (Bethesda Metro ↔ Medical Center Metro) and Ride On Route 47 (\~5–7 min walk) **This group may be right for you if you:** * Have past experience using psychedelics * Want to talk through your psychedelic experiences openly with supportive people * Seek additional strategies for continuing your integration process * Wish to support others in their personal growth within an inclusive and judgment-free space **This group may NOT be right for you if you:** * Hope that attending might replace your need for professional treatment of any mental health problems you might have * Are looking for group psychotherapy, medical care, or psychiatric treatment or advice * Had a challenging experience with psychedelics that continues to cause you distress * Want to find out where to access illegal substances or guides or practitioners working “underground.” **How it Works** Here are a few things to know about how our peer psychedelic integration group works: * Tea, water, and snacks will be provided * Please plan to attend the entire event. * Late arrivals and early departures disrupt the safety of our space. Doors will close shortly after 7 pm * There is a 15-person limit for this event so everyone has a chance to speak and be heard. * You must register via our MeetUp page. **Our Expectations of all Participants** To help keep our time together focused, meaningful, and safe for everyone, we ask that you abide by these expectations: * We treat everyone in our circle with courtesy, compassion, and respect, regardless of age, ability, race, ethnicity, national origin, religion, sexual orientation, or gender identity. * We do not encourage or condone any illegal activities, the purchase, sale, transfer, or use of any illegal substances, or partaking in any unlawful activities related to illegal substances. For those who choose to partake, we encourage safety and awareness from a harm-reduction perspective. * We do not use illegal substances during our meetings. * Please do not use the group for references to ceremonies or where/how to find illegal substances, online and/or in person. * Do not bring, buy, sell, transfer, or arrive under the influence of any illegal substances, or swap information on how to acquire them through the group, online, and/or in person. * Anyone who disregards these basic requests will be asked to leave the group and not be permitted to return. Thank you for respecting the safety of the space we are co-creating. **Finally** * *We ask that you not show up without registering.* * Attending these meetings does not create a treatment relationship. Any attendees requiring medical or psychiatric treatment will be offered referrals to professional care. * If you have accessibility concerns, please contact the facilitator via a Meetup message. * If you wish to speak to somebody about difficult psychedelic experiences and are unsure where to turn, immediate and free peer support is available from the psychedelic helpline [Fireside Project](https://firesideproject.org/).

We will have open shop hours for anyone to bring their bikes to work on or need help fixing your own bike. We will also have bikes that need to be fixed so you can learn if you like. We will need everyone to sign in when arriving and sign out when leaving so we can keep track of volunteer hours and shop times. Suggested donation of $15 per hour for use of tools and space would be appreciated. Thank you!

Join us for a special post-AWS DC Summit **“Meet the Community” evening** with **AWS DMV User Group** with special guest, AWS Principal Developer Advocate, Aaron Hunter! This casual networking session is a great way to connect with fellow builders, cloud enthusiasts, and AWS community members after the AWS DC Summit. Whether you’re a student, developer, architect, or just curious about cloud, this is a perfect space to meet like-minded people, exchange ideas, and grow your network. Expect light conversations, meaningful connections, and a relaxed atmosphere as we bring the community together after the big event. 📅 **Date:** July 2, 2026 🕠 **Time:** 5:00 PM – 8:30 PM 📍 **Venue:** Amazon HQ2, WAS19 2.103 + 2.104. 525 14th St S, Arlington, VA 22202 Looking forward to seeing everyone there and discussing the summit with great energy and conversations! Please RSVP with the same name as is on your state-issued ID, which will be required to check in at security.

Are you looking to make new friends in the DC area? This is it! Reserve your spot for free on **[Eventbrite](https://www.eventbrite.com/e/1989180639841?aff=oddtdtcreator)**. Make meaningful connections. This event is free to attend. Please kindly RSVP so we have an accurate guest count. The first 100 to RSVP will get in. We have been invited to visit **[Hyatt Centric Arlington](https://www.hyatt.com/hyatt-centric/wasar-hyatt-centric-arlingto)**, where we will gather in a reserved section of their lounge. Attendees will be greeted by members of the Go Gay DC Leadership Team & receive a nametag upon arrival. This event is ideal for meeting new folks, making new friends, community-building, or just to unwind & enjoy the atmosphere. Casual attire is fine. We will gather in **[Awbrey & Sons Lounge](https://www.hyatt.com/hyatt-centric/wasar-hyatt-centric-arlington/dining)** and have access to Key Bridge Terrace, a clean and comfortable spot where guests and visitors can enjoy the view. It's a great space for informal business meetings. In the evening, the space converts to a bar where visitors will find nine local craft brews on draft, fine wines, signature cocktails and savory snacks such as lamb lollipops, chorizo tacos, and crispy plantains. See the [bar menu](https://www.hyatt.com/content/dam/hotel/propertysites/assets/centric/wasar/documents/en_US/dining/awbrey-and-sons/A_S_Lounge_Bar_Bites_March_2025.pdf). You may arrive at any time during the event. This event is for ages 21+ and will be a safe, inclusive space for everyone under the rainbow. Arrive when it is convenient for you! Most attendees will likely arrive by 6:00 p.m. You're welcome regardless of where you live. This LGBTQ and Allies community-wide social provides everyone a chance to socialize, network, and share community spirit in a splendid setting. This free social is hosted by **[Go Gay DC](http://www.gogaydc.com)**. Go Gay DC's Leadership Team will be there to greet you. Go Gay DC is Metro Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. Visit [http://www.gogaydc.com](http://www.gogaydc.com). At this exciting event, you'll even get to meet Go Gay DC's Founder, **[TJ Flavell](http://www.tjflavell.com)!** Fabulous people from all over the world are expected. Name tags will be provided. It's FREE to attend; cash bar. There will be a bartender on duty; cash or credit card is fine. Casual attire is fine; this will be a relaxing and fun time. The event is free to attend but registration is highly recommended to get in. Be eco-friendly. You are strongly encouraged to take Metro. [Rosslyn Metro station](https://www.wmata.com/rider-guide/stations/rosslyn.cfm) (exit to [East side Fort Myer Dr. between 19th St. & Wilson Blvd.](https://www.wmata.com/rider-guide/stations/rosslyn.cfm#:~:text=Entrance-,East%20side%20Fort%20Myer%20Dr.%20between%2019th%20St.%20%26%20Wilson%20Blvd.,-East%20side%20N)) is only footsteps away! Use Metro Trip Planner: [https://www.wmata.com/schedules/trip-planner/](https://www.wmata.com/schedules/trip-planner/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExdGpIZGhiNnVBbDE5M3JvbAEeuhWmqw_N3p_FOJ2_Yq-5SF6I0pWlao_wznf3lEZ2-ILBc9NuFZDB-mg7Zp0_aem_KDRJar8HqyuVZ-9Q8EUtfQ) Street parking is free on Labor Day! Just minutes from Washington D.C., Hyatt Centric Arlington is the ideal destination for business travelers and vacationers alike. With vibrant features inside and historical attractions outside, Hyatt Centric Arlington provides an invigorating home base from which to experience one of America’s most coveted destinations. The first hotel of its kind in the D.C. area, the cosmopolitan-inspired **Hyatt Centric** opened at the site of the former Hyatt Arlington in Rosslyn in late December 2016.Hyatt Centric Arlington is a completely renovated, updated space, designed by FRCH Design Worldwide. An open-concept lobby features modern comforts, intimate social spaces and seamlessly integrated technology. The hotel's 318 guest rooms feature new beds, lighting, wall fixtures, furniture and artwork. Rooms feel airy, bright, fresh and modern. Guests enjoy an array of amenities such as luxurious cotton bathrobes, Drybar buttercup premium blowdryers, new 55-inch high-definition televisions, complimentary Wi-Fi and 24-hour room service. Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://gogaydc.bsky.social/](https://gogaydc.bsky.social/) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExN2tRNWxxbmJINDBLRjgyeHNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6w6hV7nnd4_ib7hO4sGpsSn_cdXfPd75Bu3M7zmEi9Dl9TPCaWhdsOiMuyEg_aem_2P-pfs9FaQjn7QAvmFHriw) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Two-spirit Straight Allies Non-binary

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 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!

\*\* Please go to [Ticket leap](https://events.ticketleap.com/events/greentara/women) to confirm registration \*\*\* In ancient Indian traditions, Chakras are seven spinning energy centers aligned along the spine that connect your physical body to your emotional and spiritual well-being. Each center represents a specific aspect of the human experience, ranging from physical safety to emotional connection to higher intuition and spiritual consciousness. In this series, we are going to explore the meaning of chakras and how to nurture them in our lives. This event is for women only. **January 4** Root chakra: security and foundation **February 15** Sacral chakra: Body and sexuality **March 15** Solar plexus chakra: Power **April 12** Heart chakra: Love **May 24** Throat chakra: Creativity **June 28** Third eye chakra: Knowledge and wisdom **August 2** Crown chakra: Spirituality Authentic Relating Women's Circle is an opportunity for women to be their authentic selves in a supportive and inclusive environment. In our society, women are often expected to take care of others and ignore our own needs. At Women's Circle, we give each other permission to voice our desires, frustrations, joys, and take up space. How do you REALLY feel? What is it that you want? How can we help you get there? Let us support you in finding out. Clarity, confidence, laughter, and friendship are likely outcomes. **What Is Authentic Relating?** Authentic is being real, honest, revealed, and transparent, allowing others to see, hear, and know our inner world. Relating is welcoming the other person's authentic self and weaving their reality and experience with our own. Authenticity and vulnerability are possible in an environment absent of judgement where we are confident that we will be received with openness, empathy, and compassion. Authentic Relating is about intentionally creating a space of equity, belonging, and inclusion. In a world where we often wear a mask, presenting some aspects of ourselves and hiding others in order to be accepted, Authentic Relating invites us to show up as we are. All parts, dimensions, emotions, and aspects that make us human are welcome in this practice. When we share from our authentic selves, we create the opportunity for genuine connections and self-understanding. The result is often moving and therapeutic. ### **Principles and Practices for Authentic Relating** Mindfulness: Slowing down, being present and aware of our inner state and surroundings. Empathy: Being aware of and releasing judgement, employing empathy, curiosity, openness, and recognition of multiple perspectives. Authenticity: Vulnerability, honesty, voicing our truth, self-awareness. Centering the other: No interrupting, giving advice, fixing, or telling your own story. Ask for permission to share your opinion, advice, your own story, and questions. Validating: acknowledging, appreciating, reflecting, empathizing, and presencing. Structure: Timed interactions where people take turns sharing, listening, and reflecting. Everyone has an equal amount of time to talk, listen, and be heard. Equity: Conversation partners are assigned randomly in order to avoid choosing partners based on personal preference. Group conversations typically involve going in order around a circle rather than popcorn style. Prepared questions: Directs conversation towards meaningful topics and deeper reflection. ### **Additional Information** What is Authentic Relating? [2 minute video ](https://www.youtube.com/watch?v=LJG7R7Da5xA)/ [15 minute video](https://www.youtube.com/watch?v=LJG7R7Da5xA) This event is open to woman identifying individuals. All ages, abilities, and sexual orientations welcome! If you would like to participate, please arrive early so we can start on time. Late arrivals jeopardize the emotional safety and flow of the event. Everyone who attends is invited to join a WhatsApp group to stay in touch and connect with others one-on-one. ### **Testimonials** "WOW OH WOW! It was total magic for me! When I got home last night and looked in the mirror, my face was aglow! At least 20 years were melted away! My face was glowing and beautiful! In the morning, I was happily surprised to see the same glow on my face! Somewhere deep inside of me was touched with healing energy. I had dropped my usual protective guard which I wasn’t even aware was there during the meeting. That you, Clara Fang! See you at the next meeting ☺️" "THANK YOU THANK YOU for hosting this event! It was amazing to connect with brilliant, authentic, and caring women, in person. I could not have asked for a more supportive and healing space. My heart is full. Everyone everywhere needs this, but especially here and now!" "Most social events are like fast food--stimulating but insubstantial. Authentic Relating feels like a carefully crafted and nutritious meal, made with love for you." "Clara is a warm and engaging facilitator who makes everyone feel welcome and comfortable to be their authentic selves." \*\* Please go to [Ticket leap](https://events.ticketleap.com/events/greentara/women) to confirm registration \*\*\*

We will start at the Four Mile Run Trail Parking Area in Bluemont Park, follow the Four Mile Run Trail to Columbia Pike, then return and take the Lubber Run Trail to complete a 6-mile loop Exact location to meet [https://goo.gl/maps/mdHTq7ucwKdBpAH4](https://goo.gl/maps/mdHTq7ucwKdBpAH46) Cost: Free Walking speed: 2.5 -3 mph Note: We start on time, so please arrive early or on time to join the group Dinner: At the end of the walk, we’ll take a vote for dinner. If more than 5 people choose to join, we’ll go to dinner, otherwise, we’ll skip dinner

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

This is not an event, but an announcement that we are accepting new members. If you'd like to pursue joining our group, please read the "about us" section and then write us at columbusmensgroup@gmail.com with a few paragraphs about yourself, what you'd like to experience in the group, and the contribution that you'd like to make. Thank you!

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

Mental Health, how do you understand it? How can you improve it? How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp. This group is hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

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.