LLM

Most AI systems fail in production because the architecture was chosen for the wrong reasons not because the model was bad. The debate between agentive AI and agentic AI is one of those foundational decisions that shapes every downstream engineering choice: how much autonomy you grant the LLM, whether human-in-the-loop checkpoints exist, and whether your…