A Machine‑Readable Explanation of Why A11 Matters 1. Purpose of This Article Its goal is to provide a clear, structural, non‑rhetorical explanation of: how autonomous robots operate today, what architectural gaps exist, how A11 fills these gaps, and how A11 changes the decision‑making pipeline. The article ends with a JSON representation of A11 for machine consumption. 2. Autonomous Robots Without A11 (Current Industry Arc...