LLM Orchestration & AI assisted Software Development
From Vibe Coding to Governed AI-Assisted Engineering Vibe coding — a term popularized by Andrej Karpathy — describes a software development approach where developers primarily interact with AI models through natural language prompts and iteratively refine generated outputs. While vibe coding dramatically lowers barriers to software creation and accelerates prototyping, it also introduces significant risks when applied directly to production environments without governance, validation, testing and human oversight. Typical Risks of Pure Vibe Coding Hallucinated libraries and dependencies. Insecure authentication and authorization mechanisms. Hidden vulnerabilities and insecure defaults. Loss of architectural coherence in large projects. Context window limitations causing inconsistencies. Insufficient documentation and maintainability. Lack of accountability and traceability. How LLM Orchestration Mitigates These Risks Risk Orchestrat...