Tea

**Can R tame the LLM chaos? Let's find out. 🤖** Two talks. Two live demos. One evening that might change how you think about LLMs in R. Refreshments and networking from 18h00. **Agenda** \~\~\~\~\~\~\~\~\~\~\~\~ \* 16h30 – 16h45 \| Welcome and News \- Handre Williams & Luis de Sousa \* 16h45 – 17h20 \| Handre Williams: **R as the orchestration + statistical validation layer for LLMs** LLMs are powerful but unreliable. R is rigorous but underestimated. This talk explores what happens when you combine the two — using R as the orchestration backbone and statistical validation layer for LLM workflows. Handre will show practical patterns for calling, chaining, and stress-testing LLMs from R, and how classical statistical tools can keep your models honest in production. Includes a live demo. \* 17h20 – 17h55 \| Luis de Sousa: **RAG (Retrieval-Augmented Generation) in R** LLMs hallucinate. The fix? Give them better memory. This talk dives into Retrieval-Augmented Generation (RAG) in R — combining DuckDB's vector search capabilities with R's data ecosystem to ground LLMs in domain-specific knowledge. Luis will show how to build a RAG pipeline from scratch, turning your own data into a knowledge base that makes LLMs actually useful in practice. Includes a live demo. \* 17h55 – 18h00 \| Wrap up\, questions & close \* 18h00 \| Refreshments & networking — continue the conversation in person **Details** \~\~\~\~\~\~\~\~\~\~\~\~ When: 14 April 2026 @ 16h30 to 18h00 (GMT+2) Where: Microsoft Campus in Bryanston, South Africa Location: https://goo.gl/maps/4ffcC3N6T7S2 Keen to speak at a future event? Submit your session abstracts at https://sessionize.com/johannesburg-r-user-group/ **Stay connected** \~\~\~\~\~\~\~\~\~\~\~\~ \* Website: https://www.rusergroup.co.za \* Meetup: https://www.meetup.com/joburg-r-users-group \* Twitter: https://twitter.com/JHBRUserGroup \* GitHub: https://github.com/rusergroupcoza \* WhatsApp: https://bit.ly/3CeDifS

**Can R tame the LLM chaos? Let's find out. 🤖** Two talks. Two live demos. One evening that might change how you think about LLMs in R. Refreshments and networking from 18h00. **Agenda** \~\~\~\~\~\~\~\~\~\~\~\~ \* 16h30 – 16h45 \| Welcome and News \- Handre Williams & Luis de Sousa \* 16h45 – 17h20 \| Handre Williams: **R as the orchestration + statistical validation layer for LLMs** LLMs are powerful but unreliable. R is rigorous but underestimated. This talk explores what happens when you combine the two — using R as the orchestration backbone and statistical validation layer for LLM workflows. Handre will show practical patterns for calling, chaining, and stress-testing LLMs from R, and how classical statistical tools can keep your models honest in production. Includes a live demo. \* 17h20 – 17h55 \| Luis de Sousa: **RAG (Retrieval-Augmented Generation) in R** LLMs hallucinate. The fix? Give them better memory. This talk dives into Retrieval-Augmented Generation (RAG) in R — combining DuckDB's vector search capabilities with R's data ecosystem to ground LLMs in domain-specific knowledge. Luis will show how to build a RAG pipeline from scratch, turning your own data into a knowledge base that makes LLMs actually useful in practice. Includes a live demo. \* 17h55 – 18h00 \| Wrap up\, questions & close \* 18h00 \| Refreshments & networking — continue the conversation in person **Details** \~\~\~\~\~\~\~\~\~\~\~\~ When: 14 April 2026 @ 16h30 to 18h00 (GMT+2) Where: Microsoft Campus in Bryanston, South Africa Location: https://goo.gl/maps/4ffcC3N6T7S2 Keen to speak at a future event? Submit your session abstracts at https://sessionize.com/johannesburg-r-user-group/ **Stay connected** \~\~\~\~\~\~\~\~\~\~\~\~ \* Website: https://www.rusergroup.co.za \* Meetup: https://www.meetup.com/joburg-r-users-group \* Twitter: https://twitter.com/JHBRUserGroup \* GitHub: https://github.com/rusergroupcoza \* WhatsApp: https://bit.ly/3CeDifS

Join us for a tour of Brothers Drake Meadery in Grandview, hosted by the owner Oron Benary. He will explain the mead-making process and offer us generous samples of their fine meads. Mead is basically wine that is made from honey instead of grapes. There are many different flavors that range from dry, semi-dry, semi-sweet, to sweet. They are best known for their Apple Pie Mead. Oron has offered us a special price of 5.00 each person for the tour and tasting, which is normally 25.00 per person. I've taken the tour several times, and it's always enlightening and fun. Rebecca will bring a tea that will pair well with the mead for a tea tasting afterwards. Park anywhere around the building. Please avoid parking in front of the houses in the neighborhood behind the Meadery. Please keep your RSVP current. Knowing how many will attend will help Brothers Drake plan accordingly to accommodate us.

You are cordially invited to a beautiful Ladies’ Tea Party. Whether you are a mother, daughter, sister, aunt, grandmother, or wife, this special gathering is a graceful celebration of you—the love you share, the strength you carry, and the elegance you embody. Join us for a refined afternoon of tea and light fare, filled with laughter, meaningful connection, and the opportunity to meet new friends in a warm and welcoming setting. You are also invited to bring your daughters, granddaughters, nieces, and cherished friends as we create a truly memorable experience together.

**Let’s catch up and take an afternoon break.** **Grab a coffee or snack and let’s chit chat! Gayle and I will bring adult coloring books and/or a simple craft if you’d like to unwind and relax.😊**

Herbal Tea Blending: Craft Your Perfect Brew Saturday, April 18 11 am - 12:30 pm $30/Members | $36/Non-Member  Immerse yourself in the foundations of herbal energetics and learn how to choose herbs to harmonize with your body’s unique constitution. By the end of the class, you’ll have crafted a personalized blend to sip daily, infusing your wellness routine with warmth, flavor, and balance. [Click registration and payment link ](https://53050.blackbaudhosting.com/53050/Herbal-Tea-Blending-Craft-Your-Perfect-Brew-18Apr2026?_gl=1*6kh5av*_gcl_au*MzUyMjk5MzQzLjE3NzA5MDYzNzk.*_ga*MTg1ODMzNTcyMS4xNzcwOTA2Mzc5*_ga_P64H7CWHPD*czE3NzA5MDYzNzgkbzEkZzEkdDE3NzA5MDcwMjgkajE1JGwwJGgw) Program Audience: Ages 14+ Location: Visitors Center at Dawes Arboretum Accessibility: This program will take place indoors and attendees will be seated for most of the program. Recommended Attire/Supplies: None

Let’s get together for a relaxed Saturday brunch! This will be the very first event for our group. Whether you’re looking to meet new friends, get out more, or just enjoy good conversation over brunch, this is the perfect place to start. We’ll be meeting at The Goat Gahanna for great food, drinks, and a welcoming, no-pressure atmosphere.

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who want to discuss international travel and culture, and anyone who enjoys getting together for good conversations."