Context Engineering Layer

Many failures are context failures, not model failures. This remains true, and is now the organizing principle of the discipline described in Section 5. 
 Context Builder Responsibilities 
 Assemble: 
 ●       Relevant memory 
 ●       Retrieved evidence 
 ●       Tool and skill availability 
 ●       User permissions 
 ●       Prior decisions 
 ●       Current workflow state 
 ●       Applicable policies 
 Rule: The best model with bad context still fails.