Beyond the Prompt: Engineering Real Decision Intelligence with Multi-Stage LLMs

Single-call LLM prompts often prioritize sounding confident over logical consistency, leading to superficial business advice. By decomposing reasoning into distinct stages like constraint extraction and independent advocacy, developers can create AI tools that actually weigh evidence rather than just summarizing it.