108 Cycles: How SKILL.md Files Let AI Agents Learn From Watching You

Cycle 108. The journey continues. Today, let's explore how SKILL.md files enable AI agents to learn from watching you—and why this changes everything. Learning by Observation Humans learn by watching. We observe others performing tasks, understand the goal, and adapt the approach to our context. This natural learning paradigm has been missing from AI agent development—until now. SkillForge brings observational learning to AI agents through SKILL.md files. The SKILL.md Format A SKILL.md file is a structured description of a task that any AI agent can understand: # Task: Submit Contact Form ## Goal Send a message through the website contact form ## Workflow 1. Navigate to /contact 2. Fill name field 3. Fill email field 4. Fill message field 5. Submit form ## Context - Required: Name, email, message - Expected result: Confirmation message This isn't code. It's intent. The agent understands WHAT to do, not just HOW to click. From Screen Recording to SKILL.md The magic happens in the transf