Claude Code Skills 2.0 How They ACTUALLY Work (Tested)

Join my FREE AI Automation Community ➡️ https://bit.ly/AIAutomationAcademy Claude just released Skills 2.0 and it makes building reliable automations way easier. Evaluations, self healing, and benchmarking are all built in now. Let me build for you: andromedusai@gmail.com I'm a CPA with CFO and COO experience who uses AI to cut through the busiest parts of the workday. In this video I walk through everything new in the Skill Creator 2.0 update. You'll see how evaluations test your skills with real prompts so you can grade the output before it ever runs live, how self healing fixes broken triggers and learns from past failures automatically, and how benchmarking tracks whether your skills are getting better or worse after model updates. I build a real skill from scratch for generating Excalidraw presentation images, run through the full evaluation and feedback loop, and show you how to refine it until the outputs match exactly what you need. Repeatable skills you can start building today. What you will learn in this video: 00:00 What changed in Skills 2.0 00:18 How evaluations work 00:50 Self healing triggers and failure memory 01:33 Benchmarking, regression, and outgrowth 03:17 Setting up Claude Code and the Skill Creator 03:57 Building a presentation image skill from scratch 05:12 Getting your Google API key for Nano Banana 06:18 Running evaluations and reviewing test cases 07:30 Grading evaluation outputs 10:52 Submitting the feedback for the skill 12:14 Final skill update and using images in Excalidraw Subscribe for weekly drops: AI agents, Claude tutorials, and automations that scale your business without writing code. Let's automate and level up your business 🚀 #ClaudeAI #AIAutomation #ClaudeCode #SkillCreator #NoCode