JIRA

**Join Nova Scribes for an in person Scribe Circle** to practice graphic recording together and build the kind of community that makes solo work feel a little less solo. We'll spend the heart of our time graphic recording a former Nova Scribes talk on visual practice as well as spend some time reflecting on our work and sharing real time feedback. **Who is this for?** Graphic recorders, visual practitioners, sketchnoters and anyone who listens, thinks, and draws at the same time. Whether you've been doing this for years or you're still finding your style, you're welcome here. **No prior experience with the group required.** Bring your paper and markers - a few foam boards will be available. The fee covers the price of the venue.

RSVP on Partiful: [Partiful](https://partiful.com/e/Fm3d7LNNhMshMW75NzVn?c=aeZd56dN). Join Network of South Asian Professionals at our monthly Third Thursday series. Come to connect over careers or interests or just make some friends. We ask guests to cover their own tab! See you soon!

**🐺🤝🇺🇸💼Welcome to Team Network MoCo Home Team** **Weekly Professional Business Networking Zoom** (The first week of each month we meet in person. All other weeks we meet on Zoom.) **Thursdays \| 8:00 AM – 9:30 AM \| Zoom** [https://us02web.zoom.us/j/3013705351?omn=85826502304](https://us02web.zoom.us/j/3013705351?omn=85826502304) **Meeting ID:** 301 370 5351 **Passcode:** TmNetwork We're a high-energy, virtual zoom networking experience built for professionals, entrepreneurs, and Main Street business owners who believe that strong local relationships create outsized business results. Rooted in Montgomery County, the MoCo Home Team brings together community-focused leaders who want to grow together, collaborate intentionally, and win as a group. This is not random networking or surface-level conversation. MoCo Home Team meetings are intentional, structured, and process-driven, designed to connect you with your true Power Play Partners—the professionals in complementary industries who can drive referrals, open doors, and create long-term opportunity. Every meeting is engineered to turn introductions into momentum. At the center of the experience is Team Network’s proprietary Wolf Pack Connect speed-networking system. This fast-paced, highly engaging format ensures that every attendee meets multiple high-quality professionals in a single morning, with clarity around who they serve, how they add value, and where collaboration makes sense. It’s efficient, energizing, and built to respect your time while multiplying your reach. Expect a zoom call filled with prepared business owners, trusted advisors, and local leaders who show up ready to contribute—not just collect cards. Expect meaningful conversations, warm introductions that actually happen, and relationships that extend well beyond the meeting room. **Weekly Professional Business Networking Zoom** (The first week of each month we meet in person. All other weeks we meet on Zoom.) **Thursdays \| 8:00 AM – 9:30 AM \| Zoom** [https://us02web.zoom.us/j/3013705351?omn=85826502304](https://us02web.zoom.us/j/3013705351?omn=85826502304) **Meeting ID:** 301 370 5351 **Passcode:** TmNetwork Start your Thursday morning with energy, momentum, and meaningful professional connections. Each week, Team Network MoCo Home Team join forces with Team Network’s Asburn Growth Hub and Team Network’s Baltimore City Charmers for a dynamic multi-team professional networking Zoom 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 understand 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 warm introductions ✅ Insight from high-level professionals across industries ✅ Accountability and business development momentum ✅ A welcoming but serious environment for professionals who want to grow Our multi-team format increases the energy and opportunity in the room by bringing together members from multiple Team Network teams—creating more connections, more introductions, and more opportunity for everyone involved. **👥 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 who wish to continue 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! 🐺🤝🇺🇸💪** **Thursdays \| 8:00 AM – 9:30 AM \| Zoom** **Team Network MoCo Home Team** Bring your energy, bring your introductions, and come ready to grow.

ASL HangOut is a safe fun social All levels D/deaf, Hard of Hearing, Hearing signers, ASL students, ASL interpreter. Hosted by Daniel Berke and his friends Jeremy, Andrew, Nathaniel. and Josh There's always a great mix of people and good conversations We will be meeting at the Tysons Corner Food Court (3rd Floor), Thursday at 7pm! Hope to see you all there! 🙂 Look for a table of ASL signers...don't be shy. 1961 Chain Bridge Rd Tysons Corner, VA 22102 join our Facebook group https://www.facebook.com/groups/468631322134694

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-washington-online-tickets-1972272305558?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - [+971504724873](http://wa.me/971504724873) ( WhatsApp Only)

HH @ Red Beer Brewing. They have the gamut of beers, cocktails, N/A options, and food, but no happy hour specials this time around. Come in from the heat and/or rain and drop in whenever.

**Please note that Go Gay DC is listing this exciting event as a community service, but is not running the event. Just go and have a fun time! Please kindly RSVP** **on [Eventbrite](https://www.eventbrite.com/e/1989183192476?aff=oddtdtcreator).** The monthly LGBTQ+ Book Club meets @ [Federico](https://www.federicoristoranteitaliano.com/) at 7:30 p.m. Simply ask the manager for the Book Club table. We will discuss **[Family Meal](https://www.amazon.com/Family-Meal-Novel-Bryan-Washington/dp/0593421094)** by Bryan Washington. Everyone welcome. Please RSVP in advance by emailing lovellsjl@aol.com . If you wish to optionally dine (on separate checks of course), the menu is at [https://www.federicoristoranteitaliano.com/menu/dinner](https://www.federicoristoranteitaliano.com/menu/dinner) The Book Club, hosted by EQUALITY NoVa, is yet another opportunity to engage in a fun and rewarding activity. We meet monthly, usually on the third Thursday of each month, at Federico’s for a lively discussion of that month’s selected book. We don’t discriminate when it comes to genre, we read – from classic literature to best selling novels to biographies to histories to gay fiction! EQUALITY NoVa serves Northern Virginia's LGBTQ+ and Allies and is a strong beacon for equality. It is a nonpartisan 501(c)(3) nonprofit open to all lesbian, gay, bisexual, transgender, queer or questioning (LGBTQ) people and straight allies. It provides fun social activities, builds relationships with elected officials, and works with civic groups on community service. For more information, visit [https://www.equalitynova.org](https://www.equalitynova.org) 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/) Casual attire is fine. **Metro Directions:** Be eco-friendly. Crystal City Metro station on the Yellow/Blue lines is the closest Metro stop. When you arrive, go out the station, walk towards your left to 18th Street and then veer right and walk under the Route 1 overpass to Eads St. Turn left and walk to 23rd Street. Turn right. Federico is half a block up 23rd Street on your right. Parking is usually available nearby on the residential side streets. About 10 LGBTQ+ folk regularly attend. There's no need to print out and show me your Eventbrite ticket. Please be sure to tag any event photos on social with #gogaydc This event is a safe, inclusive space for everyone under the rainbow. This event is for all ages. Remember to bring your ID, as everyone who wishes to drink alcohol is carded of course. 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 Straight Allies nonbinary non-binary two-spirit

Title: What Is Progress? Knowledge Aggregation, Living Textbooks, and the Automation of Scientific Discovery Date: June 20 2026 Noon - 14:00 EDT Summary: Our collective knowledge infrastructure — the textbooks, professional training resources, and literature syntheses that define what professionals across disciplines believe to be true — is quietly accruing a structural liability. Compounded confirmation bias, stacked citation-by-citation into the foundations of formal knowledge, means that breakthroughs can take decades to reach the classrooms, clinical workflows, and decision-making frameworks where they matter most. Meanwhile, the deepest friction is rarely acknowledged: before any field can build meaningful consensus on "why" or "how" a phenomenon occurs, it must first establish honest, consolidated agreement on "what" has actually been observed. That prior step is routinely skipped, assumed, or fragmented across siloed literatures that never cross-pollinate. This talk introduces a framework called "Knowledge Aggregation" — with two distinct but complementary ambitions. The first is descriptive transparency: algorithmically mapping what has been said, measured, and documented across a problem space, without imposing causal interpretation or narrative. The second traces the boundary between empirical observation and explanatory claim, building systems that can separate the "what" from the "why/how" — because consensus on mechanism cannot be meaningfully constructed until consensus on phenomenon is first established. Both ambitions are now within reach. By composing tools already at our disposal — large language models, classical NLP pipelines, public data repositories, and engineering-grade automation frameworks — it becomes possible to model knowledge itself, rather than merely imitate individual experts. One concrete expression of this is automating the writing of living textbooks: compressing the lag from bleeding-edge discovery, through replicated evidence, all the way to professional training resources. But the deeper aspiration reaches further — toward automating the discovery of scientific insights that have never previously been conceived, by systematically surfacing hypothesis combinations that no single siloed researcher would have had the cross-disciplinary vantage point to even ask. Drawing on ongoing systems biology and computational research — with ME/CFS research demoed as a use case for what siloed, fragmented knowledge infrastructure costs in practice — this talk maps the conceptual architecture, the real-world friction, and the data science toolkit for building it. Speaker: As a systems biologist at heart, Sam specializes his biomedical research on interactions and connections in biology - rather than just one domain of expertise. He wears many hats and collects skill sets across disciplines, with degree studies and industry experience acquired across Chemical Engineering (BSc), Bioinformatics (MSc), Systems and Synthetic Biology (M2), Biomedical Sciences (MSc), and beyond. Even more important to him than niches or fields of work, comes down to the synergistic approaches that allow us to move beyond reductionism. The notion that a question can only allow for one answer, is inherently reductionist. By resisting many norms in science and engineering which can get overly reductive, his current role as Principal Investigator of Research for DMV Petri Dish (501(c)(3) non-profit local to the DMV region) embraces computational frameworks that aide scale-up and automation - not only around the processes which already exist with established workflows, but also taking a keen interest in attempting and accomplishing ambitions which have never been perceived to be possible previously. Sam carries a passion for the synergy of computational biology - fused with wet lab validation. This way, one can build a beautiful knowledge base in the theoretical sense, and then test to see if said computational prediction might actually be able to stand in the real world with wet lab validation. Translational modeling starts to become possible once biological experiment design can be iteratively looped alongside computational model design, optimization, and analysis - empowering the design of a better wet lab experiment, followed by a better computational model, back and forth until science is done!

Capoeira (capo-way-ra) is an Afro-Brazilian martial art that is unlike any other martial art. Capoeira incorporates flowing movements with kicks, dodges, and some acrobatics. It is often mistaken for a dance for those reasons. Since it’s origins in the 17th century, it has evolved from a secret fighting practice into an art emphasizing self-expression and community celebration. It is great for the body and mind! In addition to gaining strength and flexibility in class, students learn about Brazilian culture, history, and language (Portuguese). On November 26, 2014 capoeira was granted a special protected status as "intangible cultural heritage” by UNESCO. No need to have a Capoeira background to join this class, just an open mind to try out a new way to move! Beginners welcome. **Please reserve your spot at www.piesfitnessyoga.com**. The session is offered InStudio only. **Sign up for sessions must be made at least 2 hours prior to class.** The address is 1322 Prince St. Alexandria, VA 22314. Our entrance is located on the side of the building, parallel to West St. **Street parking is available and additional parking is located at Shiloh Baptist church, spaces 3,5,7,9.** The church is located across the street from the studio, on the corner of Duke St. and West St.

Join us for **[Judy’s Altered Minds](https://artisticartifacts.com/pages/judy-s-altered-minds)**! Bring your fiber & mixed media show & tell; many members also enjoy making ATCs (**[artist trading cards](https://artisticartifacts.com/pages/judy-s-altered-minds)**) for exchange each month. **Come early to shop** (JAMs attendees receive a 10% discount on their purchases) — Artistic Artifacts is open Sundays 11:00 am - 4:00 pm. The JAMs meeting starts at 1:30 pm. New members are always welcome! A $3.00 contribution is requested at each meeting. JAMs members are art quilters, collage artists, art journal keepers, surface design enthusiasts, paper crafters, art doll/assemblage artists and more! All levels of expertise are represented, and all are welcome. During JAMs meetings, attendees gather support and encouragement for their art through show & tell and enjoy the camaraderie of like-minded friends.

♠️ Spades in Virginia! ♠️ Nando's Peri Peri, Mosaic District 2987 District Ave Ste 100, Fairfax, VA 22031 🌟 3rd Friday Spades in Virginia! 🕕 6:30pm to 10:30pm 😀 **Posted in multiple groups. So, expect a nice crowd.** 🚗 Parking is FREE!!! 🍷 Alcoholic beverages are available! Please support the business by purchasing food/drinks. ✅️ No partner needed! Get matched with a partner onsite. All skill levels are welcome. ❤️ Come hang out with a friendly and welcoming group. Meet new people and have a great time! 🌟 The fun starts at 7pm! RSVP today.

Come exchange Asian Languages that you speak! ***GRAB A DRINK AND YOU WILL BE ALL SET TO FLEX YOUR LANGUAGE CAPACITY. 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. We will assign tables for represented languages. All languages are welcome! However we don't guarantee the availability of a partner in that particular language, you would like to exchange. As you all remember well, this event used to bring out hundreds of people every week. However, it was discontinued last year for obvious reasons and we couldn't gather that many people now, because of restrictions. Hence, we are downsizing and caping the number of attendees. We have super limited spots and advance ticket purchase is required. ***AFTER THE HAPPY HOUR, WE HIT THE DANCE FLOOR! BRING YOUR DANCING SHOES, WE WILL DANCE THE NIGHT AWAY!*** HOW IT WORKS : We will try to assign tables for each represented languages and will direct attendees to their respective tables accordingly. All languages are welcome! However we don't guarantee the availability of a partner in that particular language, you would like to exchange. Rules to abide : 1. Event is free and 21+ (bring ID). 2. Be respectful to your counterparts and give them a chance to exchange with others as well. 3. We all are native speakers of one or two languages and be willing to help others and try to accommodate as much as possible. 4. If you don't speak the other person's required language, LEAVE THEM ALONE. 5. Rude or aggressive members are removed from the group at an organizers discretion. 6. This is a face-to-face language exchange 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. Don't be shy of your local languages. We have diplomates assigned to different countries, who would love to practice your languages. 11\. Be patient for the first 30 minutes\, up until we form your respective language group\. 12\. We will have a registration station and check you in\. You ought to have register on Meetup for a free entry\. Otherwise\, you will be subject to a cover charge\. 11. 13\. This is mainly a social for Intermediate/Advanced/Native Speaker\. It is not as such to learn a language\. Beginners\, if you want to learn a language\, reach out to us \(info@merevents\.com\)\. We have a school and will arrange you a class\. 12.

Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-5/.

Get ready for a Picnic, this is our social and member appreciation event for the year! Feel free to bring family, but be sure to reach out with the number of attendees, so we can provide food for everyone. There will of course be food, music, games and fun! Event is held rain or shine, we have a covered shelter house reserved for the event. Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-annual-columbus-ace-summer-picnic/.

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).

We are going to build together with all the CLIs! E will be doing it at Columbus Code and Coffee Agenda --- Hosted By James Power, Organizer Pete Gordon, Organizer Just a Software Guy in the age of the Internet. Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-columbus-presents-ai-improv-lets-build-a-game-together-with-claude-code-codex-and-gemini-and-be-the-judge/.

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!

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9