Doodles

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!

PawsUP for David and Brick for originally suggesting this awesome meetup and our dogs love it! -Dumbarton Oaks/Montrose Park in Georgetown -Meet at the entrance off of R st, on the East side (closer to the cemetery) -Plenty of street parking in the area -Bring water and a ball for your Aussie This park is a very large open field, that is very dog friendly. Tons of space to run and chase. Most if not all dogs are off leash. Occasional runners and kids (there is a playground), so keep that in mind. There is also a trail inside with a stream that the dogs love to play in.

It's my birthday! Let's craft. We'll be meeting at Quill and Crumbs at the Shakespeare Folger Library in SE. The Shakespeare Folger Library is about 3 blocks from the Capitol South metro. Head up First as you get out of the station, pass the Library of Congress and the Capitol, turn right on East Capitol, and the Folger is on the right. The entrance is around the side, not through the front of the building. Head upstairs to the cafe and we'll be at the tables at the back. Bring your own cross stitch, knitting, crochet, or other portable craft.

# Old Town Ace Hardware Group Grow Event No backyard? No problem. Join us at Old Town Ace Hardware for a beginner-friendly indoor gardening event where you’ll learn how to grow fresh herbs, greens, and vegetables indoors year-round using simple hydroponic and soil systems. Whether you live in an apartment, condo, townhouse, or just want fresher food closer to home, this event will show you practical ways to grow indoors using modern grow lights, compact systems, and easy starter methods. ## What You’ll Experience ✅ Live indoor gardening demos ✅ Beginner-friendly hydroponic systems ✅ LED grow light education ✅ Seedling starter bundles ✅ Harvesting & maintenance tips ✅ Soil vs hydroponic growing explained ✅ Community Q&A with local growers Modern indoor systems make it possible to grow herbs and greens year-round in compact spaces using LED lighting and vertical growing methods. *** ## Featured Indoor Growing Systems You’ll see: * LetPot countertop growing systems * Elfsys vertical hydroponic systems * Beginner seedling bundles * Indoor LED grow light setups Indoor Garden Market currently offers seedling bundles and year-round growing systems designed for small-space indoor food production. *** ## Perfect For • Apartment & condo residents • Beginner gardeners • Families & kids • Wellness-minded locals • Sustainability enthusiasts • Anyone curious about hydroponics *** ## What You’ll Learn -How much light indoor plants really need -Beginner-friendly crops to start with -How seedling bundles speed up success -How to harvest continuously indoors -Soil vs hydroponic growing basics Leafy greens typically need 40–50 watts of grow lighting per square foot, while vertical hydroponic systems help maximize production in small indoor spaces. *** ## Why Indoor Food Growing? Small indoor systems can help households grow fresh herbs and greens year-round while reducing dependence on outdoor space and seasonal weather. Even compact spaces can support productive indoor gardens using LED lighting and efficient systems. *** ## Community-Focused & Beginner Friendly This event is designed to help local residents: ✅ Learn together ✅ Ask beginner questions ✅ Explore systems hands-on ✅ Connect with the indoor growing community The goal is simple: Help more people learn how to grow food indoors successfully. *** RSVP today and join the Group Grow movement. Visit **[indoorgardenmarket.com](https://iwantagreenthumb.com)** to learn more, and RSVP now for a fun afternoon of herbs, learning, and indoor gardening! Thank you, Clift --- Chief Community Grower at indoorgardenmarket.com

Let's draw together at Meridian Hill Park (also known as Malcolm X Park). We will meet near the Joan of Arc statue at 2 PM (pictured here). We will have a wide variety of options to draw from: the statue we meet at, the amazing fountain, other statues or nature. I look forward to drawing with you there!

Join Sarah and Willow for a walk at the Arboretum! We will meet at the Visitor Center Parking at 9:00am and plan to go for an hour or so depending on how hot it is. We will mainly do the trails in the woods, with some short stretches in full sun. We will do a big loop to end up back at the Capital Columns. Time: 9:00am - 10:30ish. Plan on getting there a little early so we can be ready to go on time. Location: Visitor Center Parking lot by R street entrance What to expect: This walk will be on leash. Don't forget to bring water for you and your dog. The walking surface will be a mix of paved road and grass/dirt. More info and directions here: https://usna.usda.gov/visit/hours-and-directions/

Weather Permitting. Please RSVP the number of corgis attending only. Great walk with views of DC and Georgetown. It is an island so you can't get too lost! Please be mindful of the parking situation there as when it's busy you have to park up in Rosslyn and cross the bridge over the GW parkway. Meet at the bridge on the island side by 10 am. We will go left and walk the upland trail and finish up at the monument for a group photo. For those with swimmers we can follow up with a dip overlooking Georgetown at the point marked 10 on the cartoon map. For those interested in Kayaking after around the island please be prepared to move the party across the river to get a rental at Fletchers or Georgetown boathouse if you don't BYOK/SUP. Remember to bring a doggie life jacket too since this is a real river paddle.

Come join us for a fun, relaxing day of hanging out, arts & crafts, and board games at the NoVA Prism Center! We will be providing supplies for various arts and crafts, but feel free to bring your own project or supplies as well! We will also have board games ready for use for anyone not artistically inclined (\*cough\*like Velvet\*cough\*) who still wants to join in and chill with friends. Be sure to bring some games from your own collection as well, as ours will be somewhat limited. In addition, this is a fursuit friendly event! This is a FREE event, and is all ages! Everyone is welcome. This will take place at the [NoVA Prism Center](https://novaprismcenter.gay/), a locally-run 501(c)(3) organization/community center for queer folks in Northern VA. The staff at the NoVA Prism Center have very generously allowed us to use their facilities for this event for free, so please have the utmost respect for your surroundings, and clean up after yourselves. The NoVA Prism Center is also kindly providing light snacks and beverages! ✨As a thank you to the NoVA Prism Center for letting us use their space, please consider [donating to the organization ](https://givebutter.com/3EJN5K)if you have the ability – even a few bucks here and there helps!✨ Looking forward to seeing you all there!

Happy Father's Day! We can meet at the Capital Crescent Trailhead on Bethesda Ave by the Honda Dealership (the address I put is for the Honda Dealership, [4800 Bethesda Ave, Bethesda, MD 20814](https://maps.google.com/maps?vet=10CAAQoqAOahcKEwjIueTNruaUAxUAAAAAHQAAAAAQCQ..i&pvq=CgwvZy8xMXhkam05MnIiFAoOb3VyaXNtYW4gaG9uZGEQAhgD&lqi=ChdvdXJpc21hbiBob25kYSBiZXRoZXNkYSIDiAEBSNfIpsjxgYCACForEAAQARgAGAEYAiIXb3VyaXNtYW4gaG9uZGEgYmV0aGVzZGEqBggCEAAQAZIBDGhvbmRhX2RlYWxlcuABAA&fvr=1&cs=1&um=1&ie=UTF-8&fb=1&gl=us&sa=X&ftid=0x89b7c97bf7253b1b:0x9a14f8d85d20b753), so people could easily GPS it, trailhead is right next to it). **Route:** Walk down CCT -> Hillandale Road -> Firefly Lookout -> Dorset Ave -> CCT -> 396, then come just straight back on the CCT. Should take about 1.5 hours, 3.8 miles. Dogs, kids, friends, etc. - all are welcome! [https://maps.app.goo.gl/jZeLP1b7zhcdQiJs8](https://maps.app.goo.gl/jZeLP1b7zhcdQiJs8)

**Leader**: Owen , OR owenpepstein@gmail.com **When**: Sunday June 21st, 8:00 AM **Location**: **1550 Anacostia Ave NE, Washington, DC 20019** **Meet**: Meet in the Parking Lot **Bring**: Your camera gear, a tripod, and a variety of lenses, extra batteries, and good walking shoes. **Tickets**: There is no entrance fee. **Info**: Hardy Water Lilies (Late May – Mid-September): These are the classic impressionist-style flowers that float directly on the water's surface, framed by tight networks of flat lily pads. They open in a vibrant spectrum of white, pink, yellow, and deep purple. Kenilworth Aquatic Gardens is a tremendous site for birding in Washington D.C. Birding is one of many great reasons to visit Anacostia Park and the Aquatic Gardens. Over 250 different species of birds have been spotted at Kenilworth Park and Aquatic Gardens! **Breakfast**: @ IHOP , 3601 Bladensburg Rd, Colmar Manor, MD **Tripods**: Tripods are allowed so feel free to bring your tripod or monopod We meet at interesting photogenic sites in the area ranging from DC, Maryland, Virginia, Pennsylvania and Delaware. You can shoot on your own or team up with a helpful Club member for tips and inspiration. All Are Welcome - Members and Non-Members Are Welcome. If you wish to join the Silver Spring Camera Club Membership remains a very reasonable $50 for individual members, $80 for family and only $35 for students. Guests are always welcome to participate. Please see our group website to become a member at: Silver Spring Camera Club – [https://www.ssccphotography.org/](https://www.ssccphotography.org/) There is NO participation Fee for this Field Trip. Visit us on the web: [http://www.ssccphotography.org/](http://www.ssccphotography.org/)

Sleep in on Sundays. When you've had your fill of pajama-time, roll out and have some tasty brunch with your fellow Humanists!

**We are expanding our creative programming opportunities with Queer Quills, a quiet writing and sharing space. Queer Quills features some prompts, supplies and friendly faces to help get some inspiration or feedback for your writing. Hope to see you there!**