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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!

Wish you could relive your favorite millennium hits? Uncle Jesse is here to take you back in time with all the best songs from the 90’s and 00’s! Our setlist ranges across all genres. So whether you're a sk8er boy or a spice girl, a teenage dirtbag or a genie in a bottle, stop worrying about all the small things and start livin’ la vida loca with us! We are a DMV-based cover band playing all over DC, Maryland, Virginia and along the East Coast. So grab your friends and be ready to sing along to the songs that defined a generation! You oughta know it’ll be a semi-charmed night! ;)

The Group gathers in the parking lot between 6:00 AM and 6:30 AM to catch the sunrise over the Potomac River. Google Maps: [https://maps.app.goo.gl/hCUuoxUPKhRbLLZn9](https://maps.app.goo.gl/hCUuoxUPKhRbLLZn9) Dyke Marsh Wildlife Preserve is known as a top regional birding spot; over **300 species** have been recorded here, including nesting bald eagles and ospreys. Bring your longest telephoto lens and binoculars. I can help you with camera settings so you can capture sharper images of both perched birds and birds in flight. It is thrilling to capture the amazing orange and red colors that are only available at that time in the morning. Share only your very best, most interesting shots after the field trip, and keep it down to between 5 and 10 photos. Bring water, comfortable shoes, a tripod, fully charged batteries, and empty memory cards... Park Facts: Entrance Fee: Free Allow Dogs on a leash: Yes Bathroom: On the north side of the Marina is a building for restrooms National Park Service Dyke Marsh Wildlife Preserve: www.nps.gov/gwmp Friends of Dyke Marsh (www.fodm.org) By sending in an RSVP and joining this meetup event hosted by the Virginia Beltway Photography Meetup, I agree to abide by the rules and regulations (where applicable) of the event location, and I am also agreeing to the terms of the following release and waiver of liability, which shall be binding on my heirs, executors, administrators, successors, and assigns. In consideration of my (and my child’s) participation in the Virginia Beltway Photography Meetup, I do hereby release, discharge, and hold harmless the Organizer, its members, officers, directors, employees, and the leader(s) of this event from any and all liability by reason of any damage, loss, expenses, or injury arising from my (and my child’s) participation in this event, including that caused solely or in part by the fault of any and all of the above-named parties.

# **Join Us for Motorsport Fun!** The official home of #DCF1 #DCMotoGP #DCIndyCar #DCDRIFT #DCIMSA #NASCAR ​ We’re a grassroots collective of motorsport enthusiasts, built from the ground up. Every event, every connection, every unforgettable moment happens because of YOU. Our events are open to the public and free to attend unless noted as ticketed or exclusive to members. Official members enjoy special perks and VIP access. **[Check out all of our events here!](https://www.dcmotorsportcommunity.com/events)** Please don't forget to RSVP! It helps us and our partners out significantly. Thank you for being part of the movement! **[RSVP Here!](https://www.dcmotorsportcommunity.com/events)** **Official DCMC Membership** More than just a membership. It’s joining a movement. **🏁The DCMC Grid** — $100 for 12 months. This isn’t just a membership. It’s joining a movement. ✔ Official 2026 Pit Pass + Member Kit ✔ Member-only events & raffles ✔ Free “Drink of the Race” (select locations) ✔ Early & VIP access ✔ Partner perks & discounts And new for 2026… **🚨The DCMC Rookies (Ages 6–12)** Building the next generation of motorsport culture through sim racing, education & experiences Powered by Sim Racing Dads. Grassroots. Inclusive. Built from the ground up. If you’ve been coming to events… it’s time to get on the grid. Join the movement today. **[Check Out The Membership Here!](https://www.dcmotorsportcommunity.com/pricing-plans/list)**

NOTE: This working session is at West End Neighbourhood Library not MLK. It is near the Foggy Bottom Metro Station. A game development **Working Session** involves 3 key parts: 1. Tell people what you're going to do 2. Actually do stuff 3. Show people what you did **What to bring**: Laptop, Charger, maybe a power strip if you have one handy, any other game development tools you need. Try to download any software you need before the working session. There is Wifi at this location, but it may be slow if you have to download any large files.

Cacao comes from a tree that has been used by Mexican, Central and South American indigenous cultures for spirituality and healing purposes. The main characteristic of this sacred medicine is opening the heart. During this ceremony we will practice the sacred ritual of drinking ceremonial grade cacao in its purest form to open our hearts to invite ancestral healing. Ceremony will be followed by a soothing and relaxing sound healing for you to bathe in the sounds of vibrational instruments. Everyone is welcome to join this ceremony. In this Curanderismo Cacao Ceremony with Sacred Cacao we will respectfully honor the spirit of Cacao in the traditional ways from the Yucatan Peninsula. Ceremony will be lead by Jenny Perez a Curandera and Shamanic Healer who has worked together with her teacher and elders to facilitate Cacao Ceremonies in the most respectful way , honoring the spirit of Cacao and Los Abuelos de la tradicion (The Elders of the curanderismo tradition and guardians of the sacred cacao).\*\*\*No photography, video recording, or recording of any kind is permited during the ceremony without prior written and aproved authorization. No part of this ceremony or its entirety may be replicated or claimed as your own without legal writen concent from Jenny, Curanderas Heart, and her legal team. Failure to comply will result in legal action by Curanderas Heart legal team. Be respecful of this tradition and all the elders involved in making it possible to preserve this tradition and its sacred ways\*\*\*. Start hydrating yourself a day before the Ceremony \*\*IMPORTANT NOTE:\*\* It is possible to experience some side effects such as nausea, sweating, headache, and nervousness with overconsumption of cacao. Please consult with your doctor before consuming ceremonial Cacao. This ceremony is not for people who are pregnant and/or have a heart condition or if taking SSRIs medications. What you may experience during this ceremony: Heart Opening and Heart Expansion Connection with your heart and emotions Transformation Chakra Balancing Deep healing of emotional wounds, grief, and traumas Ability to connect to your higher self, and ancestors. Improve emotional balance. Increased feelings of joy, happiness, and inner peace Ability to create self-love and improve relationships. What to bring: Your own water bottle Comfortable clothes to lay down An Eye Mask or bandanda if you have one Your own yoga mat or use one at the studio Your own blanket or use one at the studio Optional:A small offering for the altar such as a piece of fruit or flower About Jenny Perez Curandera: Jenny is a full time Curandera and Shamanic Healer. Her core values are to LIVE IN HARMONY with great spirit, the elements, nature, animals and people. DO NO HARM TO OTHER PEOPLE, PLANTS OR ANIMALS. In the traditional Curanderismo that Jenny practices the foundation is LOVE AND RESPECT to the spirit world, towards animals,plants, people,free will and the elders who guard the curanderismo tradition (Los Abulitos de la tradicion). Private bookings are available for ancestral healings,energy clearing , energy balancing and tarot readings. If you would like to book a private energy session or tarot reading before/after ceremony send an email to [healing@curanderasheart.com](mailto:healing@curanderasheart.com) or text (703)531-7046 ( Visit our site for more information on our upcoming ancestral healing ceremonies, trauma release ceremonies, cacao ceremonies, full moon ceremonies, women circles, breathwork sessions and energy clearing ceremonies to bring balance to mind, body and spirit) Stay connected via IG @curanderasheart Curanderas Heart is located in the Westover Village in Arlington VA . 5852 Washington Blvd unit 5 Arlington VA at a walkable neighborhood with food options and street parking. Space is limited allowing all of our events to have an intimate vibe. Due to limited space pre registration and arriving on time is very important. DATE: SUNDAY TIME: 1pm-3pm Doors will open 30 minutes early ARRIVE ON TIME TO SET UP YOUR SPOT. DON'T KNOCK ON THE DOOR OR DISTURB THE SESSION. ONCE THE DOOR IS CLOSED IT MEANS SESSION IS ALREADY IN PROCESS AND IT WILL NOT OPEN UNTIL THE SESSION IS OVER. Energy Exchange: $88 Address: 5852 Washington Blvd unit5 Arlington VA 22205 Info: WWW.CURANDERASHEART.COM [healing@curanderasheart.com](mailto:healing@curanderasheart.com) 703\. 531\.7046 call or text What you may experience during this session: Improve emotional balance, Increased feelings of joy, happiness, and inner peace. Ability to create self-love and improve relationships \*\*\*\*Cancellation Policy: Due to the extensive time and effort that it takes to prepare the sacred Cacao there are no refunds for missed or cancelled reservations.\*\*\*\*

This class focuses on incremental movement accompanying rhythmic breathing while offering hands-on assistance to the student. **Please reserve your spot at www.piesfitnessyoga.com**. The session is offered both InStudio and OnLine. The Zoom link for the OnLine session will be emailed 15 minutes before class starts to those who are registered at www.piesfitnessyoga.com. **Sign up for sessions must be made at least 2 hours prior to class.**

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

Come join us for the weekly open mic night and enjoy a mix of comedy, poetry, and music!

DeafPlusAdvocate will host an ASL Social at Starr Hill Biergarten on Saturday, June 20tht at 5pm!! The event will be on the rooftop, 11th floor. We will be meeting near the Perch Putt, that's where you will see a big blue van. (In the event of rain, the social will be held in the Starr Hill Brewpub downstairs first floor in the same building facing the McLean Metro Station. Come and enjoy the warm weather, and ASL conversation! All seating is first come, first serve. No reservations. The address is: 1805 Capital One Dr. Suite 1100, Tyson, VA 22102 For parking, please see the map picture in the Discussion showing where to park your car. Public Parking is free. McLean Metro Station is available nearby! Also, you can use the Wegmans garage parking lot. The garage is open 24 hours a day. The first hour is free, but there is an hourly charge after that. The Biergarten is on the 11th floor and is accessible using the North and South elevators from the retail parking garage. Should you have any questions, you can reach out to the DeafPlusAdvocate team.

Join National Capital Astronomers Volunteers as we organize a public stargazing outreach event at Rock Creek Park! Astronomers will set up telescopes for viewing at **9:00 pm**. There will be telescopes available at **9:00pm** for stargazing, however **if it is cloudy or rainy, Exploring the Sky/Stargazing events will be canceled (we will send cancellation notifications out.)** Exploring the Sky is a joint program between the National Capital Astronomers and the National Park Service Rock Creek Park Nature Center and has been run since 1948 at this location, the field at the corner of Glover and Military Roads in the District. There is an adjacent parking lot (link shown below). It is free and all are welcome who have an interest in observing the heavens. Rock Creek Park Nature Center is two minutes walk away from the observing field, so you can either park at the Nature Center or the parking lot below. **Parking lot location:** https://maps.app.goo.gl/nFgvpFi1NHEtEFur9 **NPS Event site:** https://www.nps.gov/planyourvisit/event-details.htm?id=8D39D019-DF6E-665C-40FD9737BB2AA16C **NCA site:** https://capitalastronomers.org/ Targets: Moon, Venus, Leo, Bootes, Hercules, M13, Beehive

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/).

Feeling down? Sometimes depressed? Can't focus? Negativity & stress? Recent losses? Creativity in career and personal life hindered by mental blocks? Sometimes we never fully recover from traumatic experiences. Whether it was yesterday, last week or a year ago, traumatic experiences - a loss of a loved one, losing a job, a breakup - can leave you scarred. You talk about it and feel a little better, but it never goes away. After you hang up the phone, it's still there; the sadness, the cloud, the over-thinking, the worry, the guilt. You try to focus, but you're blocked. You try to look forward into new experiences, new relationships but a cloud is hanging over you, casting a shadow on what you once considered a bright, cheerful future. What happened to your courage? Your strength of character? You're 'why not' attitude? Whoever said 'time heals' must have had a special time machine, because after weeks, months, years, you're wondering - when exactly does that kick in? Sometimes it seems like drinking or drugs are the way to go. But they wear off, and now the problem is still there with added side effects from the drugs. At this free local Meetup event we will talk about: * What causes grief, anxiety and depression to become chronic. * Is it possible to regain your joy and happiness even after traumatic experiences? * How to break away from negativity and focus on the future * What are the steps to take to get control of your mind and your emotions? Learn about a safe, gentle, do-it-yourself counseling that can be done in the comfort of your own home. Let's explore safe, effective solutions for healing from traumatic experiences. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is sponsored by the Dianetics & Scientology Life Improvement Center.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Customize the IDE: Building Extensions for Visual Studio Code* Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs. In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling. The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options. **YouTube Link** TBD

Why are we unhappy? Where does emotional pain come from? Studies show that people who suffer from long-term emotional pain have painful experiences in their lives that were never fully resolved in their mind. In other words, there were issues in the past that were not completely dealt with. This can include abuse in childhood, breakups, divorce, death of a loved one, to name a few. How do you know whether you have gotten over something painful? Here is an easy test: Do you still have attention on what had happened to you? For instance, do you still find yourself thinking about something painful that you went through? If you are, then you are not over it. In fact, in severe cases, people find themselves playing a "tape" in their mind over and over again. So how do you heal from your past? How do you stop the "tape" playing in your mind? In this meeting, you will learn a technique to help you with that. Come join us! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**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

This is an in-person meeting. Would you like to know the Real You, not just a shadow of yourself? Does your life energy feel somehow trapped within? Does your self-confidence get easily shaken? Do you get in the way of your own goals? We will discuss the real source of all this, what holds you back in life, and how to handle it so you can achieve more successful and happier living. Perhaps you get weighed down with negative emotions you can't seem to shrug off. Or find yourself doing strange and irrational things - not really being yourself. We will cover why that is and tools that work to help you unearth your self, your self-confidence and motivation. This meeting will help you learn about how to effectively overcome: -Out-of-control unwanted emotions -Low self-esteem -Anxiety -Negativity -Stress -Irrational fears -Traumatic or painfully emotional incidents -Breakups -Betrayals -Feeling like you're not really yourself -Self-doubt... We will discuss how to unleash the inner you and tap into your true potential. So come to this online meetup! This meeting is sponsored by the Hubbard Dianetics Foundation of Central Ohio

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.