Acting

**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 Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business. This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, March 28, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

Join us for a fun Dinner & a Movie event as we get together to see MICHAEL + Dinner at CAP City! The film is directed by Antoine Fuqua and stars Jaafar Jackson (Michael Jackson’s nephew) as the King of Pop! Early buzz is strong for what should be an excellent musical-biopic! Here are details, a trailer and plan for this event: DESCRIPTION: This biographical musical drama follows the life of Michael Jackson, from his time with the Jackson 5 to his early solo career! Highlighting both his life off-stage and some of the most iconic performances from his early solo career, the film gives audiences a front-row seat to Michael Jackson as never before. Jaafar Jackson (Michael Jackson’s nephew) stars in the title role alongside Nia Long, Laura Harrier, Juliano Krue Valdi, Miles Teller and Colman Domingo. TRAILER: [https://www.youtube.com/watch?v=mbtgEE6rkxw](https://www.youtube.com/watch?v=mbtgEE6rkxw) MOVIE PLAN: Please purchase your ticket for the 3:35pm showing and meet inside the theater lobby between 3:10 and 3:20pm. Tickets already on sale and advance purchase as soon as possible is advised! Once you have yours, please list your seat number in the Comments section of this event! DINNER PLAN: Dinner immediately following the movie (around 6pm) at nearby CAP City Fine Diner! Seating is limited for the dinner portion of this event, so separate RSVP required. If you plan to join for Dinner AND the movie, please be sure to RSVP in both places. CAP CITY FINE DINER: This upscale diner from Cameron Mitchell is known its “retro-cool” atmosphere, modern twists on classic comfort food and their “showstopper” desserts! The menu reimagines nostalgic dishes like meatloaf, beef stroganoff, and pot roast with gourmet twists. The menu also offers vegetarian, vegan and gluten-free options with lots of apps, cocktails, salads, sandwiches, burgers (including a black bean veggie burger), the most welcome return of their Veggie Plate (with Hummus) and more. Desserts include their 24K Carrot Cake, Coconut Cake and Chocolate Covered Peanut Butter Pie. Look forward to seeing you there, Dan

Join us for a Fun Friday event as we get together to see the long-awaited sequel to the 2006 original, THE DEVIL WEARS PRADA 2! Meryl Streep, Anne Hathaway, Emily Blunt and Stanley Tucci all return for this follow-up that finds the former assistant is now a rival! Here are details, a trailer and our plan for this event: DESCRIPTION: The film follow’s Miranda Priestly's struggle against Emily Charlton, her former assistant turned rival executive, as they compete for advertising revenue amidst declining print media. The film is directed by David Frankel and written by Aline Brosh McKenna (who wrote/directed the 2006 original). It stars returning cast members Meryl Streep, Anne Hathaway, Emily Blunt, and Stanley Tucci along with newcomers Justin Theroux and Kenneth Branagh. TRAILER: https://www.youtube.com/watch?v=e9HXmMnUEdE PLAN: We’ll plan for a 7pm-ish showing and will meet in the lobby area about 30 minutes before showtime. Advance ticket purchase not required for this theater but early arrival is advised. Be sure to mention you’re with the Movie Group for admission/concession discounts. And make this a true Fun Friday by joining us after the show for the best part of the night – food and drinks at the nearby Rusty Bucket! Complete details, including showtime, will be confirmed/announced as the date gets closer. Should be a fun one, Dan

Join us as we get together for a Discount Tuesday / Choose Your Movie event to see your choice of two great new films! Option 1 (and the one I'll be seeing) is the top-reviewed comedy-drama, THE CHRISTOPHERS! The film is set in the art world and follows the estranged children of a former artist who hire a forger. It is directed by Steven Soderberg, stars Ian McKellen and Michaela Coel and has been earning rave reviews on the indie circuit. Option 2 is the latest action-thriller starring Bob Odenkirk, NORMAL! The film follows a temporary small-town sheriff who uncovers dark mysteries after a local bank robbery. Here are descriptions, trailers and our plan for this event: THE CHRISTOPHERS: The children of a once famous artist hire a forger to complete some unfinished, long ago abandoned canvases so they'll have a better inheritance when he dies. It is directed by Steven Soderbergh and stars Ian McKellen, Michaela Coel, Jessica Gunning and James Corden. BUZZ & ACCLAIM: The film is earning an excellent 97% positive rating on Rotten Tomatoes where critics call it a “dynamic, emotional and surprising journey” and a “compelling chamber piece that works like intellectual comfort food.” Others call the film, an “incredibly funny, comedy drama with plot reversals that make it feel like it’s on the verge of a thriller!” TRAILER: https://www.youtube.com/watch?v=H79-EqzmdwY&t=20s NORMAL: This action-crime-thriller follows a man who comes to the sleepy town of Normal, Minnesota to serve as the temporary sheriff. But a bank robbery leads him to a criminal underground reaches throughout the entire town. The film is directed by Ben Wheatley and stars Bob Odenkirk, Henry Winkler and Lena Headey. The film comes from the same team that brought us Nobody and the John Wick series, so expect an over-the-top, action-filled thrill ride! TRAILER: https://www.youtube.com/watch?v=Rmm-lM33Qw0&t=19s PLAN: Details for this event have been confirmed! For THE CHRISTOPHERS, please purchase your ticket for the 7:00pm showing and meet in the upstairs lobby between 6:40 and 6:50pm! For NORMAL, please purchase your ticket for the 7:30pm showing and meet in the upstairs lobby between 7:10 and 7:20pm! For both films, tickets just $5 ($6.50 after online fees when purchased on the GFC website). Advance purchase is advised. Once you have yours, please list your movie of choice and seat number in the Comments section of this event. PARKING: Close, convenient parking is available in the nearby garage (located between 9th and 11th, just off High St). Bring your ticket with you and have it validated at the theater and for $2, you’re covered for the night! Look forward to seeing you there, Dan

💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!** **🔴 MUST READ: RSVP Alone Won't Get You In!** To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone! **📋 Choose Your Age Range Below to Register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=network-for-active-local-singles-dating&ar=18-32&face_v=1.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=network-for-active-local-singles-dating&ar=30-46&face_v=1.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=network-for-active-local-singles-dating&ar=40-58&face_v=1.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=network-for-active-local-singles-dating&ar=55+&face_v=1.0) --- 🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself. 🎯 **Perfect for:** - Introverts who shine in one-on-one conversations - First-time speed daters seeking a welcoming, easy experience - First-timers who want to date without the pressure of face-to-face meetings - Busy professionals who value their time and comfort **How It Works** 1. **Sign Up** – Click the registration link for your age bracket above. 2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening. 3. **Connect on Zoom** – No setup needed. Just click the link and you're in! 4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Cleveland singles who share your vibe. 5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you! **Event Details** - **Format:** Hosted live on Zoom – guided, fun, and stress-free - **Location:** No venue needed – just a comfy seat and a good internet connection - **Host:** Your personal guide through the evening – friendly, encouraging, and fun - **Vibe:** Light-hearted, easy-going speed dates with open-minded Cleveland singles - **Accessibility:** Join from any device – laptop, tablet, or phone - **Duration:** About 60–90 minutes of structured, fun conversations **Frequently Asked Questions** **How long are the conversations?** Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting! **What happens after the event?** We reveal mutual matches after the event. If you both liked each other, we help you connect! --- ✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨

Join us on for a Discount Tuesday event to see the fun romantic-comedy YOU, ME & TUSCANY! The film stars Halle Bailey and Regé-Jean Page and follows a woman who crashes at an empty Italian villa, posing as the owner's fiancée. Here’s a description, trailer and plan for this event: DESCRIPTION: A free-spirited, young cook makes a brash decision to become a squatter in an abandoned Tuscan villa owned by a man she barely knows, leading to a whole new world of adventure, lies, and love when she meets the homeowner's cousin. The charming, Destination Italy, feel-good rom-com stars Halle Bailey and Regé-Jean Page. TRAILER: https://www.youtube.com/watch?v=uYTMroh8pjI PLAN: Please purchase your ticket for the 6:50pm showing and meet in the bar area between 6:15 and 6:30pm! Tickets just $6 when you purchase via the Marcus App and join Marcus Rewards (FREE)! It’ll also get you a Free popcorn on the day of the show! Advance ticket purchase as soon as possible is advised! Once you have yours, please list your seat number in the Comments section of this event. Look forward to seeing you there, Dan