Productivity
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Frequently Asked Questions
Yes! Check out productivity events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the productivity events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find productivity events near your location here. Connect with your local community and discover events within your area.
Productivity Events Today
Join in-person Productivity events happening right now
Building Intelligent Operations: MCP, AI Agents, and Incident Automation
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
Improv 201 Class
Continuing the 201 Improv class.
This will run 8 weeks and will have a showcase towards the end of June.
It is 150$ for the entire class and showcase.
Let's "yes, and"!
Meet celebrate full BushidoMoon with interesting people
Website
http://bmuscolino.github.io/bushido
Picnic dinner and full moon for 10-20 people in beautiful summer weather and green grass
Join us Mon Jun 29th - you are invited to full moon celebration. I hope you join us for a life uplifting gathering with positive warm interesting people. You are invited: https://luma.com/jfrucial
Come to a future BushidoMoon full moon gathering at Wash Natl Cathedral: https://youtu.be/au_vh91f4OE?si=y1KiapIJu3ZJN27G
Out and About in Shirlington LGBTQ+ Pride Happy Hour @ Palette 22
Reserve a spot on **[Eventbrite](https://www.eventbrite.com/e/1988737034004?aff=oddtdtcreator)** so we have an accurate guest count.
We are absolutely thrilled to announce that **[Palette 22](https://www.palette22.com/)** is hosting Go Gay DC! Get ready for another gathering of members of the LGBTQ+ Community! About 30 LGBTQ+ folk are expected. Palette 22 offers modern street food spanning the globe served in a bustling art studio & gallery atmosphere.
This event is ideal for making exciting new connections and community building. Or just to unwind and enjoy extended happy hour. **[See the happy hour menu](https://www.palette22.com/our-menus#happy)**.
Arrive anytime that's convenient for you! Most attendees will likely arrive by 6:00 p.m. We will gather at the tables in the back of the bar. There is no pressure to order any food or drink; it is just optional.
You're welcome regardless of where you live. Bring friends and meet new people. This is the place to be. This LGBTQ and Allies community-wide social provides everyone a chance to socialize, network, and share community spirit in an artsy setting.
This event is being boosted by **[Go Gay DC](https://www.gogaydc.com/)**[,](https://www.gogaydc.com/) Metro Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://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.
You are welcome regardless of where you live. Guests from DC, Maryland, and Virginia often attend. While there is no subway stop nearby, the local bus system is also very reliable and Shirlington is a very busy [transit hub](https://www.arlingtontransit.com/about/facilities/shirlington/). Use [Metro Trip Planner.](https://www.wmata.com/schedules/trip-planner/)
Free garage parking is easy to find. Four of Shirlington’s garages share their parking so that the spaces available to office workers during the day are available for public parking on evenings and weekends. During the weekdays there are 879 public parking spaces and on evenings and weekends there are 2,446 public parking spaces. [See the map](https://www.arlingtonva.us/Government/Programs/Transportation/Parking/Public-Parking-Options/Shirlington-Parking).
Invite your friends.
This event is a safe, inclusive space for everyone under the rainbow.
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 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)
Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Straight Allies nonbinary non-binary
Doubles Volleyball - Competitive
BB/A level @Bluemont Park
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)
Yappy Happy Hour @ Spark Social
**NEW EVENT!!!** Please be sure to RSVP on **[Eventbrite](https://www.eventbrite.com/e/1988992026694?aff=oddtdtcreator)** so we have an accurate guest list.
Pink Poodle Club is Spark's weekly Yappy Hour — every Monday on the back patio from 5–7pm. $1 Scooby Snacks for hoomans and $1 pup cups for the doggos.
Come join us for a fun and **dog-friendly** gathering! It’s the perfect chance to meet new people, share stories, and enjoy a relaxed atmosphere with the **LGBTQ+ community**. Whether you're looking to make friends or just hang out, everyone’s welcome. Grab your favorite drink and let’s make some great memories together!
This event is free to attend. We hope to see you there. In addition to coffee selections, the venue offers a good food and drinks [menu](https://spark-dc.com/pages/menu-2).
We encourage you to register your attendance in advance. We hope to see you there.
When you arrive with your dog, order on your own from the [menu](https://spark-dc.com/pages/menu-2). Then meet and mingle with LGBTQ+ folk and their dogs on the back patio.
**Metro Directions:** Be eco-friendly. U Street Metro (Yellow/Green line) is only a few blocks away. Take the 13th Street Exit. The venue is adjacent to Crush Bar.
This event is a safe space for everyone under the rainbow.
Please feel free to invite all your friends to join you there!
This event is hosted by **[Go Gay DC](https://www.gogaydc.com)**, Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service.
It now reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://www.gogaydc.com) . Go Gay DC's founder is **[TJ Flavell](https://www.linkedin.com/in/tjflavell/)**.
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=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ)
Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Two-Spirit Straight Allies
Happy Hour and Free Improv in Logan Circle
Let's get together for some much needed laughs! Happy Hour and free improv at **[Washington Improv Theater](https://witdc.org/)** inside Studio Theatre.
* At 6:00 p.m., we'll meet at **[Kbird](https://www.studiotheatre.org/bar-and-cafe)** (a bar that takes over the space at Slipstream inside Studio Theatre) at **1333 P Street NW.**
**We will be in the LOFT over the bar.**
* At 7:30 p.m., we'll cross the hall to check out the **[Harold Night: Nightshade + Text Me Back](https://witdc.org/performances/nightshade-text-me-back-3/)** improv show.
It's not necessary to reserve a free ticket, but if you would like to do so or make a donation to Washington Improv Theater, click the link above.
The closest Metro stations are on the Green Line (just over half a mile):
* **U Street** (take the **13th Street** exit)
* **Shaw-Howard University** (take the **R Street** exit)
Other nearby Metro stations (just under a mile) :
* Red Line: Dupont Circle
* Yellow/Green Line: Mount Vernon Square
* Silver/Orange/Blue: McPherson Square
The closest bus stops are at the corner of P and 14th Street NW on the D50, D5X, and C91.
There are a few parking garages nearby, including one at the Whole Foods on P Street.
Productivity Events This Week
Discover what is happening in the next few days
Pro-Animal Meetup
Please be sure to RSVP here! https://stampede.proanimal.org/events
Join your fellow animal lovers and DC Animal Protection to discuss what’s happening in the animal advocacy scene in DC! This series is a weekly meetup, with guest speakers from all of the major animals rights orgs. We’ll host non-profits such as Pro-Animal Future, International Council for Animal Welfare, DC Voters for Animals, The Humane League, Mercy for Animals and Direct Action Everywhere as well as local grassroots groups like the DC Coalition Against Foie Gras and sanctuaries. We’ll also have special sessions related to health, nutrition and mindfulness!
We encourage anyone who is interested in helping animals to attend- no need to be vegan! Come learn about our rich variety of local activism. With protests, outreach, wheat-pasting, signature collecting, leafletting, lobbying, tabling etc. there’s something to match everyone’s comfort level and skill set.
Coffee, bagels and community will be provided! Feel free to bring any extra treats to share (no animal products please.) Hope to see you soon! :)
Note: Unfortunately, animals are not allowed at our venue. Please leave your furry friends at home.
Frederick Happy Hour
This will be an in-person event organized by Jean Rosolino at her house!. You will receive the location address with your registration confirmation.
You MUST register here: https://www.wifv.org/calendar/#id=32513&cid=783&wid=401&type=Cal
DC Pros Happy Hour
All professionals in the DMV and mid-atlantic area are invited!
This event is to every and each professional in different industry, sector and specialization to grow, interact, and learn from each other. It is designed to provide a professional environment, to meet other professionals, to broaden one's career. It is also for those interested in careers and are studying or intend to enter the dynamic world of global professionalism.
HOW IT WORKS : We will give out name tags and you write your name and your industry/sector/specialization. However we don't guarantee the availability of a partner in that area. DON'T FORGET TO BRING YOUR BUSINESS CARD.
Rules to abide :
1. Event is free and 21+ (bring ID).
2. Be respectful to your counterparts and give them a chance to connect with others as well.
3. We all are professionals in one or two fields and be willing to share your knowledge and experience to others and try to accommodate as much as possible.
4. If you don't belong the other person's required specialization, LEAVE THEM ALONE.
5. Rude or aggressive members are removed from the group at an organizers discretion.
6. This is a face-to-face networking event. DO NOT try to arrange an online meeting, by using the comment box or direct message.
7. Most of our members complained about people writing in the comment box. Since it sends notification to all attendees. If you have any questions, send a message to the organizers. Don't write in the comment box.
8. We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via (info@merevents.com).
9. When you get there, we will greet you and take you to your respective group.
10. ***Please be patient for the first 30 minutes, up until we form a group with your respective industry/sector.***
\- Come one\, come all; this is the most friendliest event you have ever attended\!
\- Feel free to invite your friends\. They don't necessarily have to be a member\.
\- Celebrate your birthdays or your moments in life with us\.
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Adams Morgan Co-Work
Come to co-work at Reed-Cooke cafe.
This will be a low-key container to get things done alongside other women and friends who work remotely. Bring your laptop, book, or to-do list, along with your good vibes and productive energy.
Professionals Networking HourS
All professionals in the DMV and MidAtlantic area are invited!
This event is to every and each professional in different industry, sector and specialization to grow, interact, and learn from each other. It is designed to provide a professional environment, to meet other professionals, to broaden one's career. It is also for those interested in careers and are studying or intend to enter the dynamic world of global professionalism.
***GRAB A BOOZE OR A BITE AND YOU WILL BE SET TO ENJOY THE EVENT. YOU NEED TO GET AT LEAST A DRINK OR FOOD:) To get the event going and show support. We know that you like our events. P.S. : We have non-alcoholic drinks as well.***
We have a tiny venue and we hit capacity often and early arrival is suggested.
We have the discretion to decide entry.
HOW IT WORKS : We will give out name tags and you write your name and your industry/sector/specialization. However we don't guarantee the availability of a partner in that area. DON'T FORGET TO BRING YOUR BUSINESS CARD.
Rules to abide :
1. Event is free and 21+ (bring ID).
2. Be respectful to your counterparts and give them a chance to connect with others as well.
3. We all are professionals in one or two fields and be willing to share your knowledge and experience to others and try to accommodate as much as possible.
4. If you don't belong the other person's required specialization, LEAVE THEM ALONE.
5. Rude or aggressive members are removed from the group at an organizers discretion.
6. This is a face-to-face networking event. DO NOT try to arrange an online meeting, by using the comment box or direct message.
7. Most of our members complained about people writing in the comment box. Since it sends notification to all attendees. If you have any questions, send a message to the organizers. Don't write in the comment box.
8. We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via ([info@merevents.com](mailto:info@merevents.com)).
9. When you get there, we will greet you and take you to your respective group.
10. ***Please be patient for the first 30 minutes, up until we form a group with your respective industry/sector.***
***AFTER THE SOCIAL, WE HIT THE DANCE FLOOR! BRING YOUR DANCING SHOES, WE WILL DANCE THE NIGHT AWAY!***
\- Come one\, come all; this is the most friendliest event you have ever attended\!
\- Feel free to invite your friends\. They don't necessarily have to be a member\.
\- Celebrate your birthdays or your moments in life with us\.
***N.B. : We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via ([info@merevents.com](http://info@merevents.com/)).***
**FOR FURTHER INFO, REFER THE EVENTBRITELINK. IT RULES.**
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COMMUNITY TUESDAYS AT REFRACTION
**Community Tuesdays at Refraction** are a free weekly program designed for job seekers, professionals in transition, and aspiring founders to access resources, connections, and coworking space in the heart of Northern Virginia’s tech corridor. Each Tuesday from 9:00 am to 5:00 pm, participants gain complimentary access to Refraction’s collaborative workspace, career mentoring, resume and job-search support (including proven AI prompts to navigate applicant tracking systems), and a welcoming community of innovators and peers. Whether you are refining your next career move or exploring entrepreneurship, Community Tuesdays offer the space, guidance, and tools you need to move forward with confidence.
For complete details and easy (non-Meetup) registration, please visit: [https://www.refraction.one/ctues](https://www.refraction.one/ctues).
Photograph One A Day (31 Day July Project)
**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!
Productivity Events Near You
Connect with your local Productivity community
IxDA Chat n Pancakes
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.
Columbus Code & Coffee 88 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
COhPy Monthly Meeting
**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
Columbus Comedy Improv Meetup at Gresso's!
Whether you've never done improv before, or you've done it for so long you were quoted in *Truth in Comedy*, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup**!
The idea behind improvised comedy is to create entire scenes from scratch. A suggestion is taken from the audience and laughter is built on the spot. This can be done in game form, like *Whose Line Is It Anyway, Make Some Noise,* or *Wild 'n Out*; it can also be done in a longer way, to tell a complicated story, like *TJ & Dave*.
Our meetup, which is central Ohio's longest running (and FREE!) weekly comedy event, brings the games for you to play in a safe, supportive, and compassionate environment. Afterward, many members will hang out in *Gresso's* itself and get to know each other. Not only is this a lot of fun, but you get to work on thinking faster on your feet, your public speaking, plus it's an excellent way to meet new people and build relationships that will last a lifetime, and you do that while laughing your butt off!
Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "*Yes, And*" that you'll have a blast!
Stop Guessing: How to Measure and Improve LLM Outputs
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.
Free Seminar: How to Improve Your Self Confidence & Social Life
Come attend a free in-person seminar where you will find out why you:
-Feel isolated
-Can't express yourself openly
-Get nervous or anxious in front of people
-Run out of things to say or feel tongue-tied
-Feel introverted
-Don't feel comfortable in any social setting
-Can't make more friends
-Are shy and miss opportunities to connect in a meaningful way
And we cover what you can do about any one, some or all of the above.
This seminar is the weapon against loneliness, isolation and boredom, come join us!
COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY
This seminar is brought to you by the Dianetics & Scientology Life Improvement Center.
1266 Dublin Road, Columbus, Ohio 43215
Hustle Bus: Columbus to Black Tech Week
**[Official registration site --> https://luma.com/du41v0tg](https://luma.com/du41v0tg)**
**[You must register and will receive an approval/confirmation](https://luma.com/du41v0tg).**
We’re taking HustleBus from Columbus to **Black Tech Week in Cincinnati** for a high-signal, founder-only experience focused on community, collaboration, and momentum.
**Why Black Tech Week?**
Black Tech Week is one of the best rooms in Ohio to meet builders, operators, investors, and ecosystem leaders. Expect meaningful connections, great energy, and programming that spotlights founders and what’s being built.
What’s included (thank you to our sponsors Huntington Bank, Burton D Morgan Foundation, and Lightship Foundation)
* Founder-only HustleBus transportation (free)
* **Black Tech Week ticket comped** for HustleBus participants (must register with code)
* And much more!
There are limited seats on the Hustle Bus, so if this sounds like something you want to get in on, register today
* Learn more and Register here --> [https://luma.com/du41v0tg](https://luma.com/du41v0tg)






























