Collective Intelligence

**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

# Discover the Lucrative World of AI Influencers Imagine crafting a social media presence that operates 24/7, generates captivating content, and attracts real-world income—all powered by artificial intelligence. This masterclass unveils how. ### Act Now: Reserve Your Seat ➡️ [Register Here](https://remoteready.io/product/AiInfluencer?city=Columbus&groupurlname=connect-with-elite-ai-business-innovators&startgmtdatetime=2026-04-17T22:00:00Z) **Important Note:** RSVPing on this page does not guarantee your place. Follow the registration link above to confirm attendance. *** ## Is This You? Ideal Attendees * Social media specialists looking to expand revenue possibilities * Individuals fascinated by digital influencers * Budding business owners keen to use AI * People seeking to monetise social media channels * Those wanting to leverage an income source without direct personal branding input ## Skillset You'll Acquire This invaluable masterclass will equip you with skills spanning: * **Case Studies**: Explore AI influencers earning substantial monthly income. * **AI Tool Proficiency**: Master AI producing life-like content. * **Audience Growth**: Amplify your presence on Instagram and TikTok. * **Portfolio Expansion**: Transform one AI creator into many. * **Ethical Frameworks**: Navigate the critical aspects for AI-driven influencers. ## Outcome: A Blueprint for Success From your first AI-composed post to your landmark brand deal, receive step-by-step guidance to realise your dream. This session offers tangible solutions, reliable methods, and instant impact. ✨ Let AI be your brand, and let income roll in 🌟 ✨

## Profiting with Predictions: Ace the Polymarket Game 🏆 Unleash your foresight. Polymarket is *the* platform to trade on real-world outcomes. But are you really making money? **Here's the deal:** This masterclass dissects what separates winning traders from everyone else. **Act Fast!** Registration through the link below is *essential* – an RSVP alone won't cut it. Spots vanish quick. ### [🔥 CLAIM YOUR PLACE NOW 🔥](https://remoteready.io/product/Polymarket?city=Columbus&groupurlname=connect-with-elite-ai-business-innovators&startgmtdatetime=2026-04-17T22:00:00Z) --- Want to truly crush it on Polymarket? This workshop is about developing the right mindset and bankroll management. It's about repeatable strategies that deliver results. **Is This For You?** * Earn serious returns by analyzing real-world events. * Experienced traders looking for fresh, lucrative angles. * Never touched Polymarket? No sweat – get a structured intro. * Just curious about prediction markets? Come explore! **Inside Access: What You'll Master** * Pinpointing mismatched markets and the setups you need. * Crafting a reliable, repeatable system for big wins. * Portfolio building designed for consistent gains. * Decoding market signals and grasping how liquidity flows. 🚀 *"I profited from my first Polymarket trade within 24 hours of that masterclass."* – Actual Attendee Go beyond watching. Start winning. Get in the game! 💰

**Unlock Your Ebook Empire: Masterclass** AI is rewriting the rules. Now, *anyone* can create and sell ebooks. Discover how to harness AI to build a real, scalable publishing business THAT PAYS. Big time. **DON'T WAIT!** Seriously. Seats are extremely limited. Registration via the link guarantees your place. ### [🔥 SECURE YOUR SPOT NOW 🔥](https://remoteready.io/product/AIEbookBusiness?city=Columbus&groupurlname=connect-with-elite-ai-business-innovators&startgmtdatetime=2026-04-17T22:00:00Z) --- We're handing you the PROVEN blueprint. Learn the exact strategies successful AI ebook publishers use to create, launch, and profit from books, at scale. Niche selection? Check. Streamlined AI writing wizards? Covered. Publishing and promotion? Nailed it. **Is This For *You*? Consider This:** * You're a side hustler craving a scalable online venture? * You're an aspiring author struggling with traditional writing? * You're a KDP enthusiast ready to go Pro? * You want to start earning predictable monthly income? **The Goods: What You'll Take Away** * Actionable promotion tactics to generate consistent ebook sales—no fluff. * Leverage AI tools to pinpoint hot ebook niches ripe for profit. * Bulletproof legal considerations for using AI in creating content. * Step-by-step guides to publishing on Amazon KDP and other platforms. * Cutting-edge pricing and keyword strategies for maximum discoverability. A real testimonial: *"AI has been instrumental in scaling up my business"* – Successful AI Ebook Author 🚀 One masterclass. A COMPLETE business. Endless possibilities. 📈

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

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.

A WiA Collective Wisdom Exchange At the start of this year, we gathered to look back, set intentions, and imagine the next chapter. This is the follow-up. Not a check-in. Not a progress report. A small, facilitated circle to reconnect with what you said mattered — and honestly explore what’s actually happening now. Together, we’ll explore: • What you intended at the start of this year - and what that looks like three months in • What’s surprised you, supported you, or shifted • What the next chapter needs now that you know what you know If you were at our January gathering, bring whatever you made or wrote — your word, your artifact, your intention. We’ll look at it with fresh eyes. If this is your first time, you belong here too. You’ll start where we all started: with what’s true right now. Optional art materials will be available for anyone who wants to reflect creatively alongside conversation. If you brought something home from January, you’re warmly invited to bring it back. The intention is the same as always: everyone leaves feeling more clear, more connected, and a little lighter. Space is intentionally limited to keep the experience intimate. What to Expect • A small, welcoming circle (not a large meetup) • Structured conversation so everyone has space to speak • Reflection, listening, and lived experience — not advice-giving • Optional creative reflection alongside conversation • A calm, supportive environment Who This Is For Women and underrepresented folks working in or around agile, product, technology, leadership, or organizational change — especially those looking for honest conversation and community beyond frameworks and buzzwords. Good to Know • No preparation required • If you attended in January, we invite you to bring anything you created or wrote (or something that represents your intention at the start of the year) - it’s optional but invited • Participation is invitational; listening is always welcome • Creative activities are optional