> What you are probing isn't reasoning, it's perception.

Its both. A colorblind person will admit their shortcomings and, if compelled to be helpful like an LLM is, will reason their way to finding a solution that works around their limitations.

But as LLMs lack a way to reason, you get nonsense instead.