Etsy Sellers

**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

Learn how seller finance and notes can create cash flow and new deal opportunities with 40-year investor Eddie Speed **FREE TICKET** 🎟️ https://www.eventbrite.com/e/how-to-structure-real-estate-deals-using-seller-finance-and-notes-tickets-1984826171509?aff=cicmeetupapp Most real estate investors only know one way to make money: Buy the property. Fix the property. Rent it or sell it. But there’s another side of real estate that can create cash flow, flexibility, and opportunity without only focusing on owning more property. At this month’s Columbus Investors Club, Tiffany and Josh High are sitting down with Eddie Speed - a real estate veteran with 40 years of experience who has closed more than 50,000 note deals. He has spent decades helping investors understand how to structure deals through seller finance and notes, and how to think more like the bank instead of just the buyer. This will be a practical conversation around a part of real estate most people have heard about, but very few truly understand. If you’ve ever wanted to know how to create more opportunities in deals, generate cash flow in a different way, or understand how seller finance actually works in the real world, this is a night you want to be in the room for. You’ll walk away thinking about deals differently, seeing new possibilities, and understanding how creative structuring can open doors that traditional investing alone can’t. **What You’ll Learn** * How seller finance works in real estate deals * How notes fit into real estate and create opportunity * How to structure deals more creatively * How investors generate cash flow by focusing on the payment * How to think like the bank instead of only focusing on owning the property * How this strategy can create flexibility in today’s market **Open Q&A - Ask Eddie Anything About** * Seller finance and how to use it in real deals * How notes work in a practical, beginner-friendly way * Creating cash flow without only relying on rentals * Structuring deals that others might miss * How experienced investors think differently about financing * Common mistakes investors make when they only focus on the property **Why You Should Be in the Room** Because the investors who win in the long run know how to do more than just buy houses. They know how to structure.They know how to create terms.They know how to see opportunities other people miss. This is the kind of conversation that can expand the way you think about real estate entirely. Come ready to learn, ask questions, take notes, and connect with people who are serious about growing in this business. **Reserve your free seat now - and be part of the conversation.** Grab your spot here ➡️ https://www.eventbrite.com/e/how-to-structure-real-estate-deals-using-seller-finance-and-notes-tickets-1984826171509?aff=cicmeetupapp

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

Let’s meet and share our thoughts about Carson McCullers’ novella, The Ballad of The Sad Café.

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

**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.😊**