Natural Learning

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. 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.

Granville Land Lab 2025 Burg Street | Granville MEADOWS FOR MONARCHS PROJECT Learning Landscapes Tour + Community Science at the Land Lab Wednesday, July 1, 2026 9 a.m. - 12 noon: Program 12- 12:30: picnic lunch *meet at shelter house near Granville Intermediate School playground* Free. Registration Required so we know to expect you,[ click here https://www.lickingpollinatorpathway.org/land-lab-tour](https://www.lickingpollinatorpathway.org/land-lab-tour) Want to make your own wildflower meadow? Residents of licking county can sign up for this free program to receive free seed and training https://www.lickingpollinatorpathway.org/meadows **ABOUT THE EVENT** Join Pollinator Pathway for a morning at the Land Lab, a ~100-acre prairie and outdoor learning space just steps from Granville Intermediate School. This event explores how schools and other campuses can create living classrooms and contribute to community science. * **Tour the Land Lab:** Award-winning environmental science educator Jim Reding will lead guided tours through prairie, wetlands and other restored habitat, sharing the story behind this nationally-recognized space and the students and partnerships who helped make it happen. * **Contribute to Community Science with iNaturalist App:** Learn to identify and document plants, pollinators and other wildlife using iNaturalist. Dr. Karen Goodell, professor of Evolution, Ecology, and Organismal Biology at The Ohio State University at Newark and one of Ohio's foremost experts on native bees will share how to use this powerful tool to learn about the natural world while contributing to scientific research. * **Connect & Collaborate:** The morning program concludes with an optional BYO picnic lunch and networking at the Land Lab shelter house, overlooking the prairie. **🌸Anyone passionate about conservation and outdoor learning is welcome🌸** **WHAT TO BRING, WEAR & PREPARE** * **Download the iNaturalist app (the new one vs. the "classic" one) & create an account prior to the event if you don't have one already.** * **Sunscreen** * **Water bottle** * **Insect repellent** * **Hat** * **Comfortable closed-toe shoes suitable for uneven terrain** * **Light-colored clothing.** * **Long pants and socks are encouraged.** * **Please bring a reusable water bottle** * **Packed/picnic lunch.** **Picnic table seating will be available at the shelter house overlooking the Land Lab**

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Gravel Gardens 101 with Native Plants Thursday, July 9, 2026 Learn how to design, install, and maintain a water-wise and low-maintenance gravel garden. We will cover plant selection (like drought-tolerant natives), proper gravel depth, and weed prevention. FREE! Register by July 7th at Licking Parks website https://www.lickingparkdistrict.com/272/July-2026 Or just show up! (Registering will let you know of any date/time changes) 6PM - 7:30 PM

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Register for a hands-on art making workshop at the Octagon Earthworks, led by Newark Earthworks Center experts Marti Chaatsmith and Megan Cromwell, along with Ohio State’s 2025–26 Artist Laureate, Kate Shannon. The workshop will take place on June 29, 2026, 10 am - 2 pm (rain date: June 29th, 10 am - 2 pm) at 125 N. 33rd St. Newark, OH 43055. Ages 14 and up are invited to participate The cyanotype is a simple photographic process that uses sunlight and water to produce vivid blue images. During the workshop, participants will learn about the Octagon Earthworks before exploring the grounds to create place-based prints inspired by Hopewell culture Select prints created during the workshop will be featured in a subsequent exhibition at the Newark Earthworks Storyteller Gallery, on view from July 13 to August 28, 2026. The workshop is free. All materials are provided, lunch is included, and no prior experience is necessary. Questions can be directed to Professor Kate Shannon @ shannon.112@osu.edu. Space and supplies are limited. To register add your name, email address, and any dietary needs below. A follow up email will provide more detailed information about as the date approaches. Register for free at the link https://osu.az1.qualtrics.com/jfe/form/SV_eQDXZbc7lgp4CZo

**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