Graphic Facilitation

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!

Come learn how money really works. We’ll cover how to grow it, protect it, get out of debt, and use smart retirement and infinite banking strategies to build long-term security.

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.

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.

**When**: Every Third Saturday of the Month, 2:00-5:00 pm **Where**: Pyramid Atlantic's Helen Frederick Gallery (2nd Floor) Pyramid Atlantic Art Center\* 4318 Gallatin Street, Hyattsville, MD 20781 Convenient cheap parking in several very close municipal parking lots including parking in lot next to Franklin's. 0.50 cents/hour until 8pm **What**: Join us for an uninstructed life drawing session with a themed costume model. Bring your own art materials. Chairs, portable easels and drawing boards provided on a first-come-first-serve basis. **Cost**: $20/session or $75/5-session punch card Walk-ins and late arrivals welcome, no experience necessary! **Etc**.: To protect the privacy of our modes, no photography please. **Contact**: Milena- hyattsvillefiguredrawing@gmail.com \*Membership to Pyramid Atlantic, though not required, is very enthusiastically encouraged! [Pyramid Atlantic Membership](https://pyramidatlanticartcenter.org/support/membership/) *We are not looking for new figure models at this time, no inquiries please. Thank you.*

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.

### Hopeful Cafe Conversations @Panera Kentlands **You are cordially invited to join in the conversation to catch the positive vibe... a cup of coffee, or another of your favorite refreshment.** **At NEW HOPE CAFE CONVERSATIONS on 3rd Saturdays, Monthly** **Address: Panera, 285 Kentlands Blvd., Gaithersburg, MD 20878** **Zoom Link: https://us06web.zoom.us/j/83326239362** ===== **New Hope Workshop**: What is Negativity Bias? How do we get ahead of it to reach more positive outcomes in work, life, and relationships? Discover the difference between goals and outcomes. 1\. How do we reaffirm ones role\, despite negativity bias from others? 2\. The New Hope Community Affirmative Statements of Foundational Principles 3\. Your Perspectives in Conversation **"Star Points Meal Deal"** If you have New Hope "Star Points 💫" you can get a discount on a meal. Also you can earn Star Points, if this is your first time attending Cafe Conversations, in-person. Ask Gene, newhope321community@yahoo.com, 240-848-0808.

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!

Do you want more Self Confidence, less Self Doubt, more Happiness, less Anxiety, and more Love? This event is an introduction to how to handle irrational emotion. How often are yours or another's emotions out of control? What is that about??? I have asked these questions and after much search have found answers and am sharing. Maybe you have suffered a traumatic experience, a deep loss or been through a painful breakup? After that, you try to move on- you just can't. Possibly you have a thought or emotion that hangs around for days and you just can't shake it. What is all this stress, anxiety, depression, and self doubt? It's just crazy! It's not the real you. You can find out what is at the root of all this. This is an in-person class that can start you on the way to a better life, more confidence and less negativity. All the happiness you have lies within you. Let's find it! We only use natural proven techniques, This group is sponsored by the Dianetics and Scientology Life Improvement Center.

Theme: Gentle Flow Yoga & Meditation Level: Beginner to Intermediate Time: Sunday 9:00 – 10:00 AM Location: Bluemont park Cost: Free What to bring: Yoga mat, water, comfortable clothing Location: Basketball court of Bluemont park, google map 38°52'06.2"N 77°07'52.0"W Parking: South Bluemont Parking Area About the session *A gentle flow-based yoga session to move, stretch, and reconnect with your body. We may include simple breathing techniques and a short meditation session. - This is not a high-intensity class. You are welcome to go at your own pace and take breaks anytime. *Suitable for beginners and regular practitioners. Notes - Light food is recommended before practice *Outdoor session: feel free to bring sunscreen, towel, or anything you need - Please be mindful of your own body and practice within your limits By joining, you acknowledge that you are responsible for your own health and well-being during the session. About the host 200h Yoga Teacher Training (2019) Long-term yoga practitioner and part-time teacher 🌿 May you find a moment of ease and connection in your practice. **Smiley Social documents:** 1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco)

**MoCo Psychedelic Society — Monthly Gathering** 📅 Date/Time May 23rd \| 1:00 – 3:00 PM 📍 Connie Morella Bethesda Public Library \~ Medium Room Come join us for our monthly gathering — a space for fellowship, learning, advocacy, and community connection. Whether you're a familiar face or joining us for the first time, you are welcome here. *** **✨ This Month: Understanding Psychedelics: The Journey Continues — Part Two** Are you new to psychedelics, or simply curious to learn more? This is the meeting for you. This session goes deeper. Building on Part One, we'll explore what actually happens in a psychedelic experience — from personal healing and ego death to mystical states and entity contact — and then get practical: safety protocols, contraindications, substance testing, and how to choose or vet a sitter or retreat. We'll also cover microdosing protocols, the ethics of touch and consent in ceremonial settings, how to find and grow your own medicines, and what integration really requires after the journey ends. Whether you're newly curious or already walking this path, this is an evidence-informed, judgment-free conversation for adults who want to navigate this territory wisely. No prior knowledge is required — just curiosity and an open mind. \*\*\* **A Few Important Notes** The MoCo Psychedelic Society is a community space for education, connection, and advocacy — not a venue for sourcing or sales. All information shared at this event is for **educational purposes only** and does not constitute medical advice or encourage the use of any illegal substance. A note on legality: Most psychedelic substances are currently classified as **Schedule I** controlled substances by the DEA. Their use outside of clinical trial settings or states where they are becoming legal remains illegal in the United States. **Ketamine** is an exception — it is legal when administered by a licensed medical professional. \*\*\* We hope to see you there. Come as you are. 🌱

**THE POWER OF THE SUBCONSCIOUS OVER YOU** You are welcome to arrive 15 minutes early for refreshments! At the lecture "The Power of the Subconscious", the speaker will clearly and understandably explain topics such as: What is the exact definition of the Subconscious Mind? How does it inflict unwanted feelings and anxiety in you? What determines how much pressure it exerts on a person? What exactly is the goal of the subconscious? This is not just a lecture where you sit quietly and listen. It's interactive and LIVE, so you can ask questions at any time. And the most important topic: **HOW DO YOU TAKE CONTROL OF YOUR SUBCOUNSCIOUS!** This group is sponsored by the Dianetics Life Improvement Center.

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.

Class: Developing Your Intuitive/Energy Skills Contents: Clearings, empath work, meditation, learning and enhancing energy work skills for working on self and others For further information, please contact Madhu 301-760-7491, info@stress-reliefcenter.com

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

Welcome to Drunken Philosophy, a casual, curious, social discussion club. Come grab a drink and a seat at The Oracle. **Optional topic for this meetup: Where is everybody?** In 1950 the physicist Enrico Fermi was talking about aliens over lunch and asked a question that still has not gone away: if the universe is so vast and so old, and even a fraction of those billions of stars have planets, where is everyone? By the numbers the galaxy should be crowded with civilizations. Instead we look up and hear silence. That gap between "they should be everywhere" and "we see no one" is the Fermi Paradox. One of the most unsettling answers is the idea of a **Great Filter**: somewhere on the road from dead chemistry to a galaxy-spanning civilization, there is at least one step that is almost impossible to get past. Maybe the filter is behind us. Maybe life starting at all, or simple cells becoming complex, or intelligence ever evolving, is the freak accident, and we already cleared the hard part. Or maybe the filter is ahead of us, and advanced civilizations reliably wipe themselves out before they spread. Here is the part that messes with people. If we ever found life somewhere else, even pond scum on Mars, most people would call it the greatest discovery in history. But it might be the worst possible news. It would mean life is common, the early steps are easy, and the hard step is still in front of us. So the eerie silence overhead might actually be the best sign we could ask for. **Questions to wrestle with:** * Is it better to be alone? Would you rather we find alien life and learn we are not special, or find nothing and quietly improve our odds of surviving? * Where do you bet the filter sits, behind us or ahead of us, and why? * If it is ahead of us, what is it? Nuclear war, climate collapse, AI, something we cannot even picture yet? And can we do anything about a filter we cannot see coming? * Two principles pull opposite ways here. The principle of mediocrity (the Copernican principle, Sagan's "no privileged place in the universe") says we are ordinary, so what happened on Earth probably happened everywhere, which makes the silence scream louder. The anthropic principle says of course we find ourselves somewhere life was possible, since we could not observe anything else, so our being here may say almost nothing about how common life is. Which lens do you trust, and does the silence still demand an answer once you account for observer selection? * And if we did confirm life out there and had to accept we are not special, what would that do to belief in a higher power, and would shedding (or keeping) that belief help or hurt our odds of pulling together as one species? * Does any of this change how you live, or how humanity should be spending its time and money right now? As always the prompt is optional. Come for the conversation, stay for the drinks, and bring your own questions.

Do **NOT** sign up to this one and sign-up at https://www.meetup.com/columbusjs/events/313386504/ ======================================= A hand tracker gives you joints, not a gesture. This talk shows how you get from raw joints to a "thumbs-up" in Unity: the pipeline that cleans up the data, how a gesture becomes a few 0-to-1 values within tolerance, and why orientation matters as much as finger shape. Includes a live demo of tuning gesture thresholds. Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

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/.

These meetings will be a building block approach to learning photographic mastery over three disciplines: Mechanical Mastery (MM) - 13 weeks of the series Exposure Mastery (EM) - 26 weeks of the series Composition Mastery (CM) - A 52 week series All three series will run concurrently and will dovetail as follows: Q3/26 - MM (Iter 1), EM (Iter 1, Pt 1), CM (Iter 1, Pt1) Q4/26 - MM (Iter 2), EM (Iter 1, Pt 2), CM (Iter 1, Pt2) Q1/27 - MM (Iter 3), EM (Iter 2, Pt 1), CM (Iter 1, Pt3) Q2/27 - MM (Iter 4), EM (Iter 2, Pt 2), CM (Iter 1, Pt4) That's likely confusing, but essentially, MM offered 4 times in that period, EM offered 2 times, and CM offered 1 time. **TO BE CLEAR - THERE IS NO CHARGE FOR THESE CLASSES.** This is an aggressive series, with presentations, homework, group shoots to be added in, likely at LEAST twice a month, image critiques, and an expectation that you are willing to put in the work to elevate your photography significantly. Open to all levels and all equipment levels. Don't let hesitation about your skillset and/or gear keep you from a one-time opportunity. The group will meet every Monday, with periodic exceptions, and we will try to keep as close as possible to the original plan. Obviously, more data to come, and will be published as this is further developed, but now is the time to decide if you want to be a part of this.

MCKS PRANIC HEALING® Level I In PRANIC HEALING® Level 1, you learn the basics of working with your energy aura, including learning to "scan," or feel the energy, to "sweep," or clean away congested energy, and to "energize," or supplement areas in your aura that have a pranic deficiency. PRANIC HEALING® has been taught to doctors, nurses, massage therapists, acupuncturists, chiropractors, shiatsu practitioners, and many others in the healing field. It has allowed them to heal confidently and consistently in the shortest learning time possible. These professionals find PRANIC HEALING® very effective and easy to apply. Other topics covered in PRANIC HEALING® Level 1: Energetic anatomy: You will learn to work with the network of chakras, meridians and auras to accelerate the healing processes of your body. Preventive healing: You will learn to remove the negative energetic patterns of a disease to prevent it from fully manifesting as a physical ailment. Self-Pranic healing: You will learn to apply these healing techniques to accelerate your own healing. Step-by-step techniques for ailments related to your: respiratory system, e.g., asthma,; circulatory system, e.g., heart ailments; gastrointestinal system, e.g., irritable bowel syndrome; musculoskeletal system, e.g., arthritis and back pain; reproductive system, e.g., menstrual problems. You'll also learn how to address common problems as migraines and sinusitis. Additionally, you'll learn to apply distant healing to loved ones who are not present in the room with you. All PRANIC HEALING® courses are "experiential," which means that you learn by actually performing the techniques and exercises in class - on yourself and those around you. During class, all the principles will be explained thoroughly and you will practice the techniques exhaustively so you will be confident in your ability to produce positive results when you finish the course. This is Day 2 of 2 Attendance at day one is required to attend day 2. The Course text book is Choa Kok Sui, "Miracles through Pranic Healing" Please bring this with you to class. PRANIC HEALING® Level 1 is a prerequisite to all other GMCKS courses. For those interested to review the class...Review fee is only $75!! LOOK AT THIS!! Review for FREE when you bring a new student to class with you.