Competing Hypotheses

• Vocabulary bias vs real structure
• Recognition bias vs extraction
• Prompt-induced structure vs recovered structure
• Primitive grammar vs constraint grammar
• AST representation vs forced formalism
• Framework Engineering vs existing systems, knowledge, or process engineering
• Clarity relevance vs research-only insight
• EDF relevance vs unrelated execution theory