Architectural Insight
Prompt engineering alone cannot guarantee 100% syntactical or execution correctness in complex multi-file codebase generation.
The Diagnostic Loop Architecture
By connecting compiler outputs (WP-CLI, Docker build logs, ESLint, Python syntax checkers) directly back into the LLM context window with strict line-range constraints, we achieve automated self-repair in production environments.