A new thesis outlines fundamental limits in AI capabilities, establishing design rules based on impossibility results that could guide the development of trustworthy AI systems. Key findings indicate that beyond a certain complexity threshold, improvements in accuracy are severely constrained, highlighting the need for careful architectural considerations in AI design.