The current trajectory of AI development, dominated by Transformer-based models, may be limiting the field's potential for achieving genuine reasoning capabilities. In this discussion, pioneers Llion Jones and Luke Darlow challenge the status quo, arguing that the industry’s reliance on a single architecture risks overlooking more biologically grounded and adaptive forms of intelligence.