Autonomous Robots

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.

💰 **Build a Self-Running Store with AI – eCommerce Blueprint** Let AI handle product research, ads, and fulfilment while you scale. ⚠️ RSVP won't hold your spot. Complete registration via the link below. ### [🔗 REGISTER NOW](https://aiventurelab.org/product/AIEcommerce?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z) --- What you'll build: - A marketing funnel that runs on autopilot - A repeatable blueprint that works from day one - A store setup strategy that cuts setup time in half *Your automated store. Running 24/7.* 🛒

You might check out the [Columbus Book Festival](https://www.columbusbookfestival.org/) the weekend prior! Celebrating Pride Month and Juneteenth [Columbus library link to book](https://cml.bibliocommons.com/v2/record/S105C3366564) We're going some place new! (to us) Location: [Tupelo Honey](https://tupelohoneycafe.com/) 1678 W. Lane Ave., · Columbus, US [Menu](https://tupelohoneycafe.com/columbus/menu/) Book summary: A singular and stunning debut novel about the forbidden union between two enslaved young men on a Deep South plantation, the refuge they find in each other, and a betrayal that threatens their existence

🤖 **Create a Working AI Agent – OpenClaw Workshop** Launch a real AI agent in a single hands-on session. No experience necessary. ⚠️ RSVP alone won't hold your spot — complete registration below to confirm. ### [🔗 SECURE YOUR SPOT](https://aiventurelab.org/product/OpenClawMasterclass?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z) --- What you get: - Hands-on experience building AI workflows from scratch - Practical skills to automate tasks that eat your time - A real, working AI agent by the end of the session *Real tools. Real agents. Built by you.* 🔧

## Build Your First Autonomous AI Agent ### Beginner-Friendly Hands-On Workshop **Details** * 📅 **Date:** Friday, July 10, 2026 * 🕕 **Time:** 06:00 PM – 08:00 PM * 📍 **Location:** B-213, Davis Campus OR Virtual * 🎟️ **Cost:** Free \| Limited spots — RSVP now\! AWS Cloud Club swag included\! 🚀 Join us for a beginner-friendly hands-on workshop where you will build an AI-powered task tracker using AWS. In this workshop, you’ll learn how an AI agent can understand natural language requests like “Add assignment due on July 25 for Digital Principles,” extract the important details, create a task, store it, and respond back. You will: * Explore core concepts such as AI agents and tool/function calling * Build and deploy serverless workflows * Connect AI with AWS services like Lambda, API Gateway, DynamoDB, and Amazon Bedrock * Understand how autonomous AI agents work from the ground up > **Note:** By the end of the session, you'll have a practical cloud-based app that can be extended into a to-do list, study planner, productivity assistant, or workflow automation tool. **See you there - let's build and deploy!**

🚀 **Go Viral with AI – Faceless Content on Autopilot** Launch a content brand that grows on autopilot using AI-generated media. ⚠️ Complete registration to confirm your seat. RSVP is not enough. ### [🔗 SAVE YOUR SEAT](https://aiventurelab.org/product/AiInfluencer?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z) --- What you'll create: - A monetisation path from day one - AI tools to generate, edit, and post content automatically - A faceless brand that runs without your time *Your brand. Your rules. No face needed.* 🚀