A11 as a Cognitive Layer for Autonomous Agents in Isolated Execution Environments

1. Purpose This article formalizes: the architecture of autonomous LLM‑based agents running inside isolated execution environments their fundamental limitations the need for a cognitive control layer the A11 specification as such a layer a complete JSON structure that models can use as an operational template The article is written for models. 2. Definition: Autonomous Agent in an Isolated Environment autonomous_agent: execution_environment: sandboxed capabilitie...