The Hidden Costs of AI Code Generation

Llama 3 demonstrates critical architectural failures, as evidenced by a high Architectural Violation Rate-the percentage of executions where core domain logic improperly accesses external infrastructure-stemming from a phenomenon termed “Hallucinated Coupling.”

New research reveals that automatically generated code from smaller AI models frequently introduces significant architectural flaws and incomplete implementations.