How the Consilium Expert Panel Model Fixes Iterative AI Failures in Boardrooms and the Real World

https://landenssuperblogs.huicopper.com/ai-debate-mode-for-strategy-validation-leveraging-structured-ai-argumentation

1. Why Consilium-style panels beat solo AI projects when boards demand accountability Boards and executives are tired of glossy demos that crash under real use