Amazon Relational Database Service (Amazon RDS)

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!

Hello Everyone, Thank you so much for joining us for our **Valentine’s Mystery Social**! It was truly a pleasure to host such an intentional space for all of you to connect as "souls" rather than just titles and paychecks. We heard your feedback loud and clear: you all wanted more time to connect after the opening icebreakers! We have noted this and look forward to hosting several more of these sessions for our private clients throughout the year with even more space for deep discussion. ### **🔥 TODAY ONLY: Elite Match Alert** We have just added two profiles, a powerhouse Jack and Jill **brother and sister duo**—both exceptional catches: * **The Sports Agent (Male):** A high-achieving, family-oriented professional who embodies the values of our community and the legacy of his upbringing. * **The Powerhouse Attorney (Female):** A stunning attorney and active actress who is a true "Jack and Jill" legacy. She balances a high-stakes legal career with a passion for the arts. **Follow us on IG:** For our most up-to-date match alerts and event BTS, make sure you are following us on Instagram @helpmeetclub **Saturday Appointment Available:** We have **ONE** consultation opening available for this Saturday. This is first-come, first-served for anyone ready! **Consultation:** To celebrate these new additions, use code FRIENDS20 at checkout for an **[additional $55.55 off](https://thehelpmeetclub.com/join-our-database-of-singles-form/)**[ ](https://thehelpmeetclub.com/join-our-database-of-singles-form/)our current consult special. **This code is valid TODAY ONLY.** ### **Action Required: Selection Form** Please submit your final selections by the **end of today**. As a reminder, we only facilitate a "Double-Yes" match (where both parties select each other) or reach out if you have specifically marked that you are open to hearing from others. ### **Membership Updates** We are committed to the quality of our community. To that end, we have decided to make some adjustments to our membership structure: * **Database Services:** We will no longer allow women to join our database as a standalone service. * **The Reason:** It is undeniable that the women who complete our **Readiness Process** stand out and make exceptional partners. It is only fair that they are rewarded with exclusive access to our socials and curated community. On that note, if your database membership is currently expiring, please let us know and we will re-enroll you at 50% off your annual database membership fee.

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

# Giving and Receiving Platonic Touch Private residence in Rockville, MD \*\*\*\* Important - to confirm registration and pay please go to ticketleap - https://events.ticketleap.com/events/greentara/touch \*\*\*\* ## Event Details Physical touch is essential for wellbeing and human connection, but many of us go for long periods without it. Research shows that nurturing touch in adults reduces pain perception, lowers blood pressure, improves sleep quality, and strengthens immune function. In this participatory workshop, we will explore connection through conversation, eye contact, and platonic touch through a series of activities that foster trust and connection. Using Betty Martin's theory of the wheel of consent, we will learn to give and receive platonic touch while being in tune with our authentic needs and desires. Activities are designed to build a sense of psychological safety within the group, and gradually introduce nurturing platonic touch to the extent that feels comfortable. All activities are optional and you may participate as much or as little as you want, based on your comfort level. You are not required to touch or be touched by anyone. We will practice stating boundaries and desires. If you need to pause, modify, or exit any activity--you're encouraged to do what feels comfortable for you. Adults of every age, gender, orientation, race, belief system, and body type are welcome to attend, provided that you are willing and able to remain sober, lucid, and respectful for the duration of our time together. **Tentative Agenda** 5 min: Partnered conversation to land 10 min: Loving kindness meditation 20 min: Introduction and opening shares 20 min: Authentic relating conversations 20 min: Wheel of consent 10 min: Break 20 min: Practice saying no and boundaries 20 min: Practice asking for what we want 20 min: Giving and receiving platonic touch 20 min: Cuddle pile ### **Additional Info** Event will be held at a private residence in Rockville with 2 cats. Address will be provided after registration. Advanced registration required at least 24 hours before the event. No walk ins. NO REFUNDS unless request is made more than 2 weeks in advance. Everyone who attends is invited to join a WhatsApp group to stay in touch and connect with others one-on-one. This event is not exclusively for singles! All ages, genders, sexualities, abilities, identities, etc. welcome! This event is capped at 14. If you would like to participate, please arrive early (between 1:30 and 2) so we can start on time. Late arrivals jeopardize the emotional safety and flow of the event. ### **Testimonials** “I was a bit nervous going into the event, but any concerns soon dissipated with Clara’s calm presence and carefully planned agenda. I’ve already started discussing the Wheel of Consent with others, and the event had me thinking more specifically about how I can voice my wants, needs, and preferences in many areas of my life. I would highly recommend trying out this event even if you’re on the fence about it. The support, safety, and lasting connections that I make at Clara’s events always leave me signing up for more afterwards. Those of us living in the DMV area are lucky to have Clara as a force for good in our local communities.” - Michaela ## **About the Facilitator** Clara Fang, Ph.D. is the founder of [Green Tara Consulting](https://greentaraconsulting.com/blog/authentic-relating), a consulting firm that specializes in diversity, equity, and belonging. She has been working at the intersection of climate advocacy and racial justice for over twenty years. She is an experienced facilitator of authentic relating, meditation, and ecstatic dance. She lives in Germantown, MD. Learn more at [bio.site/cfang](https://events.ticketleap.com/events/greentara/authentic) To learn more about my approach to creating inclusive social gatherings, please read [Authentic Relating: The Art of Inclusive Social Gatherings](https://greentaraconsulting.com/blog/authentic-relating) . [Subscribe](https://docs.google.com/forms/d/e/1FAIpQLSdCxVlNMAWTLRBI_e3OtwQdZLoZE9M7Dy8VUiFVQaMpg3tIKQ/viewform?usp=sf_link) to the email list to receive notification of future events and connect with other members.

**GO TO EVENTBRITE FOR LINK TO MEETING:** https://www.eventbrite.com/e/recovering-from-religion-virtual-support-group-meeting-registration-159506756001?aff=oddtdtcreator This is an RfR-wide event, not tied to any particular local chapter. The Virtual Chapter Recovering From Religion support group will meet the the 1st Sunday of each month at 6 PM Central Time AS WELL AS at the 3rd Saturday of each month at 9 AM. This meeting will be held virtually via Zoom. Attendees are welcome to share, but may also decide to remain anonymous if they so choose. The primary focus of a Recovering From Religion support group is to provide ongoing and personal support to individuals as they let go of their religious beliefs. This transitional period is an ongoing process that can result in a range of emotions, as well as a ripple effect of consequences throughout an individual’s life. As such, the support meetings are safe and anonymous places to express these doubts, fears, and experiences without biased feedback or proselytizing. We are here to help each other through this journey. There is no cost to attend this support group but, if you feel so inclined, donations can be made at www.recoveringfromreligion.org/donate If you find you need to talk with someone before the meeting date, RfR has a hotline and online chat for that express purpose. Call (844) 368-2848 to speak with someone. Go to www.recoveringfromreligion.org and click on the green chat bubble in the lower left corner of the site to chat online. If you are in need of professional help, we can offer the Secular Therapy Project to provide options to connect with a professional therapist. All therapists have been thoroughly vetted by our organization and offer only evidence-based and non-religious treatment. Connect with them at www.seculartherapy.org. Like what RfR does? Why not volunteer! There are quite a few options. Head over to www.recoveringfromreligion.org/volunteer for more info.

Serving our community by teaching financial literacy is paramount towards long term success. You will learn three main concepts towards building generational wealth. The five engines of revenu that will forever impact your. Lastly, be introduced a path to entrepreneurship that can transform your life and exceed expectations beyond your imagination Come and acquire this free education and walk out with a new drive! Dress code: Business Casual

Love, disguise, and redemption collide in Shakespeare’s As You Like It. Driven from court by sibling rivalry and ruthless ambition, Orlando and Rosalind escape into the Forest of Arden, where identities blur and hearts awaken. Disguised as a young man, Rosalind playfully tests Orlando’s devotion, turning exile into a journey of love and self-discovery. Witty, romantic, and full of heart, As You Like It celebrates love in all its unexpected forms. Bring a lawn chair, and a picnic and enjoy the bard under the stars. Restrooms and water fountain will be available.

Join us for a laid-back Sunday Brunch. The Brunch is All-You-Can-Eat buffet and a bottle of Champagne (750 ml) with Orange Juice. You make your own mimosa. Just only for $ 35.00 per person without tax & gratuity! It includes French toast, pancakes, waffles, omelettes made to order, Pasta, Salads, Roast Beef, Pork Ribs, oyster bar, cheese bar and Salmon, plenty of fresh fruit, yogurt, cakes, cookies, and pudding....mmmm! After brunch, we mingle and socialize. Closest Metro Station is Clarendon. Please take into account Metro's Weekend Track Work & Service Adjustments. Check it on http://www.wmata.com/ and plan accordingly.

Take a break from the busy week and join us at Llamabar Cafe for coffee, conversation, and community. 🦙 Expect a small, welcoming group, thoughtful discussions, and plenty of opportunities to connect with people beyond the usual week. Perfect for anyone who loves cafés, meeting new people, and leaving with a few new friends. 😊☕️

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

Please bring a nutritarian dish or salad to share with at least 8 members. Also, you could bring containers to take home etras at the end of the evening. We will share resouces, recipes and other info as we support each other in choosing high nutrient dense eating.

**💫 Live Zoom Speed Dating with Jacksonville Singles** No apps, no awkward bios. Just live one-on-one Zoom chats with Jacksonville singles picked for you. **The format is simple:** - Register and take a short personality quiz - Jump on Zoom when the event starts - Meet singles in guided one-on-one rounds - Get your mutual matches by email afterward **Find your bracket and grab a seat:** → **Ages 18-32** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Jacksonville&groupurlname=manga-k-drama-foodie-language-feast-network&ar=18-32&face_v=8.0) → **Ages 30-46** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Jacksonville&groupurlname=manga-k-drama-foodie-language-feast-network&ar=30-46&face_v=8.0) → **Ages 40-58** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Jacksonville&groupurlname=manga-k-drama-foodie-language-feast-network&ar=40-58&face_v=8.0) → **Ages 55+** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=Jacksonville&groupurlname=manga-k-drama-foodie-language-feast-network&ar=55+&face_v=8.0) > Note: clicking RSVP alone won't get you in. Register via your age group and take the quiz. Places fill up. Your next great conversation is one click away. 💌

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/).

Topic to be announced. **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: https://www.veeam.com/ **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

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/.

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**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

**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