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AI Fire Daily

#224 Neil: The Real Secret To AI Agents That Actually Work (Part 1)

12 Nov 2025

Description

Ever wonder why some AI projects fail? They skip the most critical step. This is Part 1 of our guide to AI Agents. We'll show you the 3 core parts: Models (like GPT-4), Tools (like APIs), and the "secret" to quality - the 4 types of Evals. Stop building dumb bots and start building real doers. 🤫We'll talk about:What an AI Agent really is (Hint: It's a "doer," not just a "talker").The big difference between a normal chatbot and a multi-step AI Agent.The 2 main types of Agents: "Less Autonomous" (you control it) and "Highly Autonomous" (it controls itself).The 3 "ingredients" you must have: Models (the brains), Tools (the hands), and Evals (the quality check).The "secret" to success: Why "Evals" are the most important part that most people skip.A deep look at the 4 types of Evals, with clear examples for each.Keywords: AI Agents, Build AI Agents, LLM Evals, Autonomous Agents, AI Agent Workflow, Prompt Engineering. Links:Newsletter: Sign up for our FREE daily newsletter.Our Community: Get 3-level AI tutorials across industries.Join AI Fire Academy: 500+ advanced AI workflows ($14,500+ Value)Our Socials:Facebook Group: Join 267K+ AI buildersX (Twitter): Follow us for daily AI dropsYouTube: Watch AI walkthroughs & tutorials

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